feat: add kronk provider (#142)

Andrey Nering and William Kennedy created 1 week ago

Co-authored-by: William Kennedy <bill@ardanlabs.com>

Change summary

examples/go.mod                         | 135 +++-
examples/go.sum                         | 327 +++++++++---
examples/kronk/simple/main.go           |  93 +++
examples/kronk/stream/main.go           | 181 +++++++
go.mod                                  |  88 ++
go.sum                                  | 220 +++++++-
providers/kronk/README.md               |  26 +
providers/kronk/kronk.go                | 156 ++++++
providers/kronk/language_model.go       | 669 +++++++++++++++++++++++++++
providers/kronk/language_model_hooks.go | 269 ++++++++++
providers/kronk/options.go              |  71 ++
providers/kronk/provider_options.go     | 104 ++++
12 files changed, 2,145 insertions(+), 194 deletions(-)

Detailed changes

examples/go.mod 🔗

@@ -1,6 +1,6 @@
 module charm.land/fantasy/examples
 
-go 1.25.2
+go 1.26.0
 
 replace charm.land/fantasy => ../
 
@@ -12,26 +12,41 @@ require (
 )
 
 require (
-	cloud.google.com/go v0.116.0 // indirect
-	cloud.google.com/go/auth v0.18.0 // indirect
+	cel.dev/expr v0.25.1 // indirect
+	cloud.google.com/go v0.123.0 // indirect
+	cloud.google.com/go/auth v0.18.2 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
 	cloud.google.com/go/compute/metadata v0.9.0 // indirect
-	github.com/RealAlexandreAI/json-repair v0.0.14 // indirect
-	github.com/aws/aws-sdk-go-v2 v1.41.0 // indirect
-	github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.3 // indirect
-	github.com/aws/aws-sdk-go-v2/config v1.32.6 // indirect
-	github.com/aws/aws-sdk-go-v2/credentials v1.19.6 // indirect
-	github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.16 // indirect
-	github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.16 // indirect
-	github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.16 // indirect
+	cloud.google.com/go/iam v1.5.3 // indirect
+	cloud.google.com/go/monitoring v1.24.3 // indirect
+	cloud.google.com/go/storage v1.60.0 // indirect
+	github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.31.0 // indirect
+	github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.55.0 // indirect
+	github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.55.0 // indirect
+	github.com/ardanlabs/kronk v1.19.2 // indirect
+	github.com/aws/aws-sdk-go-v2 v1.41.1 // indirect
+	github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.4 // indirect
+	github.com/aws/aws-sdk-go-v2/config v1.32.7 // indirect
+	github.com/aws/aws-sdk-go-v2/credentials v1.19.7 // indirect
+	github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.17 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.17 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.17 // indirect
 	github.com/aws/aws-sdk-go-v2/internal/ini v1.8.4 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.17 // indirect
 	github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.4 // indirect
-	github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.16 // indirect
-	github.com/aws/aws-sdk-go-v2/service/signin v1.0.4 // indirect
-	github.com/aws/aws-sdk-go-v2/service/sso v1.30.8 // indirect
-	github.com/aws/aws-sdk-go-v2/service/ssooidc v1.35.12 // indirect
-	github.com/aws/aws-sdk-go-v2/service/sts v1.41.5 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.8 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.17 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/s3shared v1.19.17 // indirect
+	github.com/aws/aws-sdk-go-v2/service/s3 v1.96.0 // indirect
+	github.com/aws/aws-sdk-go-v2/service/signin v1.0.5 // indirect
+	github.com/aws/aws-sdk-go-v2/service/sso v1.30.9 // indirect
+	github.com/aws/aws-sdk-go-v2/service/ssooidc v1.35.13 // indirect
+	github.com/aws/aws-sdk-go-v2/service/sts v1.41.6 // indirect
 	github.com/aws/smithy-go v1.24.0 // indirect
+	github.com/beorn7/perks v1.0.1 // indirect
+	github.com/bgentry/go-netrc v0.0.0-20140422174119-9fd32a8b3d3d // indirect
+	github.com/cenkalti/backoff/v5 v5.0.3 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/charmbracelet/anthropic-sdk-go v0.0.0-20251024181547-21d6f3d9a904 // indirect
 	github.com/charmbracelet/colorprofile v0.3.2 // indirect
 	github.com/charmbracelet/ultraviolet v0.0.0-20250915111650-81d4262876ef // indirect
@@ -41,50 +56,88 @@ require (
 	github.com/charmbracelet/x/json v0.2.0 // indirect
 	github.com/charmbracelet/x/termios v0.1.1 // indirect
 	github.com/charmbracelet/x/windows v0.2.2 // indirect
+	github.com/cncf/xds/go v0.0.0-20260202195803-dba9d589def2 // indirect
+	github.com/dustin/go-humanize v1.0.1 // indirect
+	github.com/ebitengine/purego v0.10.0-alpha.4 // indirect
+	github.com/envoyproxy/go-control-plane/envoy v1.36.0 // indirect
+	github.com/envoyproxy/protoc-gen-validate v1.3.0 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
+	github.com/go-jose/go-jose/v4 v4.1.3 // indirect
 	github.com/go-json-experiment/json v0.0.0-20251027170946-4849db3c2f7e // indirect
 	github.com/go-logfmt/logfmt v0.6.0 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
-	github.com/go-viper/mapstructure/v2 v2.4.0 // indirect
-	github.com/goccy/go-yaml v1.19.0 // indirect
+	github.com/go-viper/mapstructure/v2 v2.5.0 // indirect
+	github.com/goccy/go-yaml v1.19.2 // indirect
 	github.com/google/go-cmp v0.7.0 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
 	github.com/google/uuid v1.6.0 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.7 // indirect
-	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.12 // indirect
+	github.com/googleapis/gax-go/v2 v2.17.0 // indirect
 	github.com/gorilla/websocket v1.5.3 // indirect
-	github.com/kaptinlin/go-i18n v0.2.2 // indirect
-	github.com/kaptinlin/jsonpointer v0.4.8 // indirect
-	github.com/kaptinlin/jsonschema v0.6.5 // indirect
-	github.com/kaptinlin/messageformat-go v0.4.7 // indirect
+	github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.8 // indirect
+	github.com/hashicorp/aws-sdk-go-base/v2 v2.0.0-beta.70 // indirect
+	github.com/hashicorp/go-cleanhttp v0.5.2 // indirect
+	github.com/hashicorp/go-getter v1.8.4 // indirect
+	github.com/hashicorp/go-version v1.8.0 // indirect
+	github.com/hybridgroup/yzma v1.9.0 // indirect
+	github.com/json-iterator/go v1.1.12 // indirect
+	github.com/jupiterrider/ffi v0.6.0 // indirect
+	github.com/kaptinlin/go-i18n v0.2.8 // indirect
+	github.com/kaptinlin/jsonpointer v0.4.15 // indirect
+	github.com/kaptinlin/jsonschema v0.7.1 // indirect
+	github.com/kaptinlin/messageformat-go v0.4.16 // indirect
+	github.com/klauspost/compress v1.18.4 // indirect
 	github.com/lucasb-eyer/go-colorful v1.3.0 // indirect
 	github.com/mattn/go-runewidth v0.0.17 // indirect
+	github.com/mitchellh/go-homedir v1.1.0 // indirect
+	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
+	github.com/modern-go/reflect2 v1.0.2 // indirect
 	github.com/muesli/cancelreader v0.2.2 // indirect
+	github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
+	github.com/nikolalohinski/gonja/v2 v2.6.0 // indirect
 	github.com/openai/openai-go/v2 v2.7.1 // indirect
+	github.com/pkg/errors v0.9.1 // indirect
+	github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 // indirect
+	github.com/prometheus/client_golang v1.23.2 // indirect
+	github.com/prometheus/client_model v0.6.2 // indirect
+	github.com/prometheus/common v0.67.5 // indirect
+	github.com/prometheus/procfs v0.19.2 // indirect
 	github.com/rivo/uniseg v0.4.7 // indirect
+	github.com/sirupsen/logrus v1.9.4 // indirect
+	github.com/spiffe/go-spiffe/v2 v2.6.0 // indirect
 	github.com/tidwall/gjson v1.18.0 // indirect
 	github.com/tidwall/match v1.1.1 // indirect
 	github.com/tidwall/pretty v1.2.1 // indirect
 	github.com/tidwall/sjson v1.2.5 // indirect
+	github.com/ulikunitz/xz v0.5.15 // indirect
 	github.com/xo/terminfo v0.0.0-20220910002029-abceb7e1c41e // indirect
-	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel v1.37.0 // indirect
-	go.opentelemetry.io/otel/metric v1.37.0 // indirect
-	go.opentelemetry.io/otel/trace v1.37.0 // indirect
-	golang.org/x/crypto v0.44.0 // indirect
-	golang.org/x/exp v0.0.0-20231006140011-7918f672742d // indirect
-	golang.org/x/net v0.47.0 // indirect
-	golang.org/x/oauth2 v0.34.0 // indirect
+	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
+	go.opentelemetry.io/contrib/detectors/gcp v1.40.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.65.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.65.0 // indirect
+	go.opentelemetry.io/otel v1.40.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.40.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.40.0 // indirect
+	go.opentelemetry.io/otel/metric v1.40.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.40.0 // indirect
+	go.opentelemetry.io/otel/sdk/metric v1.40.0 // indirect
+	go.opentelemetry.io/otel/trace v1.40.0 // indirect
+	go.opentelemetry.io/proto/otlp v1.9.0 // indirect
+	go.yaml.in/yaml/v2 v2.4.3 // indirect
+	golang.org/x/crypto v0.48.0 // indirect
+	golang.org/x/exp v0.0.0-20260212183809-81e46e3db34a // indirect
+	golang.org/x/net v0.50.0 // indirect
+	golang.org/x/oauth2 v0.35.0 // indirect
 	golang.org/x/sync v0.19.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.32.0 // indirect
+	golang.org/x/sys v0.41.0 // indirect
+	golang.org/x/text v0.34.0 // indirect
 	golang.org/x/time v0.14.0 // indirect
-	google.golang.org/api v0.239.0 // indirect
-	google.golang.org/genai v1.40.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20250804133106-a7a43d27e69b // indirect
-	google.golang.org/grpc v1.76.0 // indirect
-	google.golang.org/protobuf v1.36.10 // indirect
+	google.golang.org/api v0.266.0 // indirect
+	google.golang.org/genai v1.46.0 // indirect
+	google.golang.org/genproto v0.0.0-20260209200024-4cfbd4190f57 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20260209200024-4cfbd4190f57 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260209200024-4cfbd4190f57 // indirect
+	google.golang.org/grpc v1.79.1 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
 )

examples/go.sum 🔗

@@ -1,45 +1,85 @@
-cloud.google.com/go v0.116.0 h1:B3fRrSDkLRt5qSHWe40ERJvhvnQwdZiHu0bJOpldweE=
-cloud.google.com/go v0.116.0/go.mod h1:cEPSRWPzZEswwdr9BxE6ChEn01dWlTaF05LiC2Xs70U=
-cloud.google.com/go/auth v0.18.0 h1:wnqy5hrv7p3k7cShwAU/Br3nzod7fxoqG+k0VZ+/Pk0=
-cloud.google.com/go/auth v0.18.0/go.mod h1:wwkPM1AgE1f2u6dG443MiWoD8C3BtOywNsUMcUTVDRo=
+cel.dev/expr v0.25.1 h1:1KrZg61W6TWSxuNZ37Xy49ps13NUovb66QLprthtwi4=
+cel.dev/expr v0.25.1/go.mod h1:hrXvqGP6G6gyx8UAHSHJ5RGk//1Oj5nXQ2NI02Nrsg4=
+cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
+cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
+cloud.google.com/go/auth v0.18.2 h1:+Nbt5Ev0xEqxlNjd6c+yYUeosQ5TtEUaNcN/3FozlaM=
+cloud.google.com/go/auth v0.18.2/go.mod h1:xD+oY7gcahcu7G2SG2DsBerfFxgPAJz17zz2joOFF3M=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
 cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
 cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
-github.com/RealAlexandreAI/json-repair v0.0.14 h1:4kTqotVonDVTio5n2yweRUELVcNe2x518wl0bCsw0t0=
-github.com/RealAlexandreAI/json-repair v0.0.14/go.mod h1:GKJi5borR78O8c7HCVbgqjhoiVibZ6hJldxbc6dGrAI=
-github.com/aws/aws-sdk-go-v2 v1.41.0 h1:tNvqh1s+v0vFYdA1xq0aOJH+Y5cRyZ5upu6roPgPKd4=
-github.com/aws/aws-sdk-go-v2 v1.41.0/go.mod h1:MayyLB8y+buD9hZqkCW3kX1AKq07Y5pXxtgB+rRFhz0=
-github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.3 h1:tW1/Rkad38LA15X4UQtjXZXNKsCgkshC3EbmcUmghTg=
-github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.3/go.mod h1:UbnqO+zjqk3uIt9yCACHJ9IVNhyhOCnYk8yA19SAWrM=
-github.com/aws/aws-sdk-go-v2/config v1.32.6 h1:hFLBGUKjmLAekvi1evLi5hVvFQtSo3GYwi+Bx4lpJf8=
-github.com/aws/aws-sdk-go-v2/config v1.32.6/go.mod h1:lcUL/gcd8WyjCrMnxez5OXkO3/rwcNmvfno62tnXNcI=
-github.com/aws/aws-sdk-go-v2/credentials v1.19.6 h1:F9vWao2TwjV2MyiyVS+duza0NIRtAslgLUM0vTA1ZaE=
-github.com/aws/aws-sdk-go-v2/credentials v1.19.6/go.mod h1:SgHzKjEVsdQr6Opor0ihgWtkWdfRAIwxYzSJ8O85VHY=
-github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.16 h1:80+uETIWS1BqjnN9uJ0dBUaETh+P1XwFy5vwHwK5r9k=
-github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.16/go.mod h1:wOOsYuxYuB/7FlnVtzeBYRcjSRtQpAW0hCP7tIULMwo=
-github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.16 h1:rgGwPzb82iBYSvHMHXc8h9mRoOUBZIGFgKb9qniaZZc=
-github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.16/go.mod h1:L/UxsGeKpGoIj6DxfhOWHWQ/kGKcd4I1VncE4++IyKA=
-github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.16 h1:1jtGzuV7c82xnqOVfx2F0xmJcOw5374L7N6juGW6x6U=
-github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.16/go.mod h1:M2E5OQf+XLe+SZGmmpaI2yy+J326aFf6/+54PoxSANc=
+cloud.google.com/go/iam v1.5.3 h1:+vMINPiDF2ognBJ97ABAYYwRgsaqxPbQDlMnbHMjolc=
+cloud.google.com/go/iam v1.5.3/go.mod h1:MR3v9oLkZCTlaqljW6Eb2d3HGDGK5/bDv93jhfISFvU=
+cloud.google.com/go/logging v1.13.2 h1:qqlHCBvieJT9Cdq4QqYx1KPadCQ2noD4FK02eNqHAjA=
+cloud.google.com/go/logging v1.13.2/go.mod h1:zaybliM3yun1J8mU2dVQ1/qDzjbOqEijZCn6hSBtKak=
+cloud.google.com/go/longrunning v0.8.0 h1:LiKK77J3bx5gDLi4SMViHixjD2ohlkwBi+mKA7EhfW8=
+cloud.google.com/go/longrunning v0.8.0/go.mod h1:UmErU2Onzi+fKDg2gR7dusz11Pe26aknR4kHmJJqIfk=
+cloud.google.com/go/monitoring v1.24.3 h1:dde+gMNc0UhPZD1Azu6at2e79bfdztVDS5lvhOdsgaE=
+cloud.google.com/go/monitoring v1.24.3/go.mod h1:nYP6W0tm3N9H/bOw8am7t62YTzZY+zUeQ+Bi6+2eonI=
+cloud.google.com/go/storage v1.60.0 h1:oBfZrSOCimggVNz9Y/bXY35uUcts7OViubeddTTVzQ8=
+cloud.google.com/go/storage v1.60.0/go.mod h1:q+5196hXfejkctrnx+VYU8RKQr/L3c0cBIlrjmiAKE0=
+cloud.google.com/go/trace v1.11.7 h1:kDNDX8JkaAG3R2nq1lIdkb7FCSi1rCmsEtKVsty7p+U=
+cloud.google.com/go/trace v1.11.7/go.mod h1:TNn9d5V3fQVf6s4SCveVMIBS2LJUqo73GACmq/Tky0s=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.31.0 h1:DHa2U07rk8syqvCge0QIGMCE1WxGj9njT44GH7zNJLQ=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.31.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.55.0 h1:UnDZ/zFfG1JhH/DqxIZYU/1CUAlTUScoXD/LcM2Ykk8=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.55.0/go.mod h1:IA1C1U7jO/ENqm/vhi7V9YYpBsp+IMyqNrEN94N7tVc=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/cloudmock v0.55.0 h1:7t/qx5Ost0s0wbA/VDrByOooURhp+ikYwv20i9Y07TQ=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/cloudmock v0.55.0/go.mod h1:vB2GH9GAYYJTO3mEn8oYwzEdhlayZIdQz6zdzgUIRvA=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.55.0 h1:0s6TxfCu2KHkkZPnBfsQ2y5qia0jl3MMrmBhu3nCOYk=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.55.0/go.mod h1:Mf6O40IAyB9zR/1J8nGDDPirZQQPbYJni8Yisy7NTMc=
+github.com/MakeNowJust/heredoc v1.0.0 h1:cXCdzVdstXyiTqTvfqk9SDHpKNjxuom+DOlyEeQ4pzQ=
+github.com/MakeNowJust/heredoc v1.0.0/go.mod h1:mG5amYoWBHf8vpLOuehzbGGw0EHxpZZ6lCpQ4fNJ8LE=
+github.com/ardanlabs/kronk v1.19.2 h1:nqQ5AXT8cMfyq69XbXaWV2R5bOfq5KS58QPMwBb2vMM=
+github.com/ardanlabs/kronk v1.19.2/go.mod h1:ccF957wmXTfiQUFSnVwreoX4o5PPQrRt8T6VFAglZ+Q=
+github.com/aws/aws-sdk-go-v2 v1.41.1 h1:ABlyEARCDLN034NhxlRUSZr4l71mh+T5KAeGh6cerhU=
+github.com/aws/aws-sdk-go-v2 v1.41.1/go.mod h1:MayyLB8y+buD9hZqkCW3kX1AKq07Y5pXxtgB+rRFhz0=
+github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.4 h1:489krEF9xIGkOaaX3CE/Be2uWjiXrkCH6gUX+bZA/BU=
+github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.4/go.mod h1:IOAPF6oT9KCsceNTvvYMNHy0+kMF8akOjeDvPENWxp4=
+github.com/aws/aws-sdk-go-v2/config v1.32.7 h1:vxUyWGUwmkQ2g19n7JY/9YL8MfAIl7bTesIUykECXmY=
+github.com/aws/aws-sdk-go-v2/config v1.32.7/go.mod h1:2/Qm5vKUU/r7Y+zUk/Ptt2MDAEKAfUtKc1+3U1Mo3oY=
+github.com/aws/aws-sdk-go-v2/credentials v1.19.7 h1:tHK47VqqtJxOymRrNtUXN5SP/zUTvZKeLx4tH6PGQc8=
+github.com/aws/aws-sdk-go-v2/credentials v1.19.7/go.mod h1:qOZk8sPDrxhf+4Wf4oT2urYJrYt3RejHSzgAquYeppw=
+github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.17 h1:I0GyV8wiYrP8XpA70g1HBcQO1JlQxCMTW9npl5UbDHY=
+github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.17/go.mod h1:tyw7BOl5bBe/oqvoIeECFJjMdzXoa/dfVz3QQ5lgHGA=
+github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.17 h1:xOLELNKGp2vsiteLsvLPwxC+mYmO6OZ8PYgiuPJzF8U=
+github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.17/go.mod h1:5M5CI3D12dNOtH3/mk6minaRwI2/37ifCURZISxA/IQ=
+github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.17 h1:WWLqlh79iO48yLkj1v3ISRNiv+3KdQoZ6JWyfcsyQik=
+github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.17/go.mod h1:EhG22vHRrvF8oXSTYStZhJc1aUgKtnJe+aOiFEV90cM=
 github.com/aws/aws-sdk-go-v2/internal/ini v1.8.4 h1:WKuaxf++XKWlHWu9ECbMlha8WOEGm0OUEZqm4K/Gcfk=
 github.com/aws/aws-sdk-go-v2/internal/ini v1.8.4/go.mod h1:ZWy7j6v1vWGmPReu0iSGvRiise4YI5SkR3OHKTZ6Wuc=
+github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.17 h1:JqcdRG//czea7Ppjb+g/n4o8i/R50aTBHkA7vu0lK+k=
+github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.17/go.mod h1:CO+WeGmIdj/MlPel2KwID9Gt7CNq4M65HUfBW97liM0=
 github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.4 h1:0ryTNEdJbzUCEWkVXEXoqlXV72J5keC1GvILMOuD00E=
 github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.4/go.mod h1:HQ4qwNZh32C3CBeO6iJLQlgtMzqeG17ziAA/3KDJFow=
-github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.16 h1:oHjJHeUy0ImIV0bsrX0X91GkV5nJAyv1l1CC9lnO0TI=
-github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.16/go.mod h1:iRSNGgOYmiYwSCXxXaKb9HfOEj40+oTKn8pTxMlYkRM=
-github.com/aws/aws-sdk-go-v2/service/signin v1.0.4 h1:HpI7aMmJ+mm1wkSHIA2t5EaFFv5EFYXePW30p1EIrbQ=
-github.com/aws/aws-sdk-go-v2/service/signin v1.0.4/go.mod h1:C5RdGMYGlfM0gYq/tifqgn4EbyX99V15P2V3R+VHbQU=
-github.com/aws/aws-sdk-go-v2/service/sso v1.30.8 h1:aM/Q24rIlS3bRAhTyFurowU8A0SMyGDtEOY/l/s/1Uw=
-github.com/aws/aws-sdk-go-v2/service/sso v1.30.8/go.mod h1:+fWt2UHSb4kS7Pu8y+BMBvJF0EWx+4H0hzNwtDNRTrg=
-github.com/aws/aws-sdk-go-v2/service/ssooidc v1.35.12 h1:AHDr0DaHIAo8c9t1emrzAlVDFp+iMMKnPdYy6XO4MCE=
-github.com/aws/aws-sdk-go-v2/service/ssooidc v1.35.12/go.mod h1:GQ73XawFFiWxyWXMHWfhiomvP3tXtdNar/fi8z18sx0=
-github.com/aws/aws-sdk-go-v2/service/sts v1.41.5 h1:SciGFVNZ4mHdm7gpD1dgZYnCuVdX1s+lFTg4+4DOy70=
-github.com/aws/aws-sdk-go-v2/service/sts v1.41.5/go.mod h1:iW40X4QBmUxdP+fZNOpfmkdMZqsovezbAeO+Ubiv2pk=
+github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.8 h1:Z5EiPIzXKewUQK0QTMkutjiaPVeVYXX7KIqhXu/0fXs=
+github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.8/go.mod h1:FsTpJtvC4U1fyDXk7c71XoDv3HlRm8V3NiYLeYLh5YE=
+github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.17 h1:RuNSMoozM8oXlgLG/n6WLaFGoea7/CddrCfIiSA+xdY=
+github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.17/go.mod h1:F2xxQ9TZz5gDWsclCtPQscGpP0VUOc8RqgFM3vDENmU=
+github.com/aws/aws-sdk-go-v2/service/internal/s3shared v1.19.17 h1:bGeHBsGZx0Dvu/eJC0Lh9adJa3M1xREcndxLNZlve2U=
+github.com/aws/aws-sdk-go-v2/service/internal/s3shared v1.19.17/go.mod h1:dcW24lbU0CzHusTE8LLHhRLI42ejmINN8Lcr22bwh/g=
+github.com/aws/aws-sdk-go-v2/service/s3 v1.96.0 h1:oeu8VPlOre74lBA/PMhxa5vewaMIMmILM+RraSyB8KA=
+github.com/aws/aws-sdk-go-v2/service/s3 v1.96.0/go.mod h1:5jggDlZ2CLQhwJBiZJb4vfk4f0GxWdEDruWKEJ1xOdo=
+github.com/aws/aws-sdk-go-v2/service/signin v1.0.5 h1:VrhDvQib/i0lxvr3zqlUwLwJP4fpmpyD9wYG1vfSu+Y=
+github.com/aws/aws-sdk-go-v2/service/signin v1.0.5/go.mod h1:k029+U8SY30/3/ras4G/Fnv/b88N4mAfliNn08Dem4M=
+github.com/aws/aws-sdk-go-v2/service/sso v1.30.9 h1:v6EiMvhEYBoHABfbGB4alOYmCIrcgyPPiBE1wZAEbqk=
+github.com/aws/aws-sdk-go-v2/service/sso v1.30.9/go.mod h1:yifAsgBxgJWn3ggx70A3urX2AN49Y5sJTD1UQFlfqBw=
+github.com/aws/aws-sdk-go-v2/service/ssooidc v1.35.13 h1:gd84Omyu9JLriJVCbGApcLzVR3XtmC4ZDPcAI6Ftvds=
+github.com/aws/aws-sdk-go-v2/service/ssooidc v1.35.13/go.mod h1:sTGThjphYE4Ohw8vJiRStAcu3rbjtXRsdNB0TvZ5wwo=
+github.com/aws/aws-sdk-go-v2/service/sts v1.41.6 h1:5fFjR/ToSOzB2OQ/XqWpZBmNvmP/pJ1jOWYlFDJTjRQ=
+github.com/aws/aws-sdk-go-v2/service/sts v1.41.6/go.mod h1:qgFDZQSD/Kys7nJnVqYlWKnh0SSdMjAi0uSwON4wgYQ=
 github.com/aws/smithy-go v1.24.0 h1:LpilSUItNPFr1eY85RYgTIg5eIEPtvFbskaFcmmIUnk=
 github.com/aws/smithy-go v1.24.0/go.mod h1:LEj2LM3rBRQJxPZTB4KuzZkaZYnZPnvgIhb4pu07mx0=
 github.com/aymanbagabas/go-udiff v0.2.0 h1:TK0fH4MteXUDspT88n8CKzvK0X9O2xu9yQjWpi6yML8=
 github.com/aymanbagabas/go-udiff v0.2.0/go.mod h1:RE4Ex0qsGkTAJoQdQQCA0uG+nAzJO/pI/QwceO5fgrA=
+github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM=
+github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw=
+github.com/bgentry/go-netrc v0.0.0-20140422174119-9fd32a8b3d3d h1:xDfNPAt8lFiC1UJrqV3uuy861HCTo708pDMbjHHdCas=
+github.com/bgentry/go-netrc v0.0.0-20140422174119-9fd32a8b3d3d/go.mod h1:6QX/PXZ00z/TKoufEY6K/a0k6AhaJrQKdFe6OfVXsa4=
+github.com/cenkalti/backoff/v5 v5.0.3 h1:ZN+IMa753KfX5hd8vVaMixjnqRZ3y8CuJKRKj1xcsSM=
+github.com/cenkalti/backoff/v5 v5.0.3/go.mod h1:rkhZdG3JZukswDf7f0cwqPNk4K0sa+F97BxZthm/crw=
+github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
+github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
 github.com/charmbracelet/anthropic-sdk-go v0.0.0-20251024181547-21d6f3d9a904 h1:rwLdEpG9wE6kL69KkEKDiWprO8pQOZHZXeod6+9K+mw=
 github.com/charmbracelet/anthropic-sdk-go v0.0.0-20251024181547-21d6f3d9a904/go.mod h1:8TIYxZxsuCqqeJ0lga/b91tBwrbjoHDC66Sq5t8N2R4=
 github.com/charmbracelet/colorprofile v0.3.2 h1:9J27WdztfJQVAQKX2WOlSSRB+5gaKqqITmrvb1uTIiI=
@@ -66,17 +106,28 @@ github.com/charmbracelet/x/termios v0.1.1 h1:o3Q2bT8eqzGnGPOYheoYS8eEleT5ZVNYNy8
 github.com/charmbracelet/x/termios v0.1.1/go.mod h1:rB7fnv1TgOPOyyKRJ9o+AsTU/vK5WHJ2ivHeut/Pcwo=
 github.com/charmbracelet/x/windows v0.2.2 h1:IofanmuvaxnKHuV04sC0eBy/smG6kIKrWG2/jYn2GuM=
 github.com/charmbracelet/x/windows v0.2.2/go.mod h1:/8XtdKZzedat74NQFn0NGlGL4soHB0YQZrETF96h75k=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
-github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
+github.com/cncf/xds/go v0.0.0-20260202195803-dba9d589def2 h1:aBangftG7EVZoUb69Os8IaYg++6uMOdKK83QtkkvJik=
+github.com/cncf/xds/go v0.0.0-20260202195803-dba9d589def2/go.mod h1:qwXFYgsP6T7XnJtbKlf1HP8AjxZZyzxMmc+Lq5GjlU4=
+github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
-github.com/envoyproxy/go-control-plane/envoy v1.32.4 h1:jb83lalDRZSpPWW2Z7Mck/8kXZ5CQAFYVjQcdVIr83A=
-github.com/envoyproxy/go-control-plane/envoy v1.32.4/go.mod h1:Gzjc5k8JcJswLjAx1Zm+wSYE20UrLtt7JZMWiWQXQEw=
-github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfUKS7KJ7spH3d86P8=
-github.com/envoyproxy/protoc-gen-validate v1.2.1/go.mod h1:d/C80l/jxXLdfEIhX1W2TmLfsJ31lvEjwamM4DxlWXU=
+github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
+github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY=
+github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
+github.com/ebitengine/purego v0.10.0-alpha.4 h1:JzPbdf+cqbyT9sZtP4xnqelwUXwf7LvD8xKS6+ofTds=
+github.com/ebitengine/purego v0.10.0-alpha.4/go.mod h1:iIjxzd6CiRiOG0UyXP+V1+jWqUXVjPKLAI0mRfJZTmQ=
+github.com/envoyproxy/go-control-plane v0.14.0 h1:hbG2kr4RuFj222B6+7T83thSPqLjwBIfQawTkC++2HA=
+github.com/envoyproxy/go-control-plane v0.14.0/go.mod h1:NcS5X47pLl/hfqxU70yPwL9ZMkUlwlKxtAohpi2wBEU=
+github.com/envoyproxy/go-control-plane/envoy v1.36.0 h1:yg/JjO5E7ubRyKX3m07GF3reDNEnfOboJ0QySbH736g=
+github.com/envoyproxy/go-control-plane/envoy v1.36.0/go.mod h1:ty89S1YCCVruQAm9OtKeEkQLTb+Lkz0k8v9W0Oxsv98=
+github.com/envoyproxy/go-control-plane/ratelimit v0.1.0 h1:/G9QYbddjL25KvtKTv3an9lx6VBE2cnb8wp1vEGNYGI=
+github.com/envoyproxy/go-control-plane/ratelimit v0.1.0/go.mod h1:Wk+tMFAFbCXaJPzVVHnPgRKdUdwW/KdbRt94AzgRee4=
+github.com/envoyproxy/protoc-gen-validate v1.3.0 h1:TvGH1wof4H33rezVKWSpqKz5NXWg5VPuZ0uONDT6eb4=
+github.com/envoyproxy/protoc-gen-validate v1.3.0/go.mod h1:HvYl7zwPa5mffgyeTUHA9zHIH36nmrm7oCbo4YKoSWA=
 github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
 github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
+github.com/go-jose/go-jose/v4 v4.1.3 h1:CVLmWDhDVRa6Mi/IgCgaopNosCaHz7zrMeF9MlZRkrs=
+github.com/go-jose/go-jose/v4 v4.1.3/go.mod h1:x4oUasVrzR7071A4TnHLGSPpNOm2a21K9Kf04k1rs08=
 github.com/go-json-experiment/json v0.0.0-20251027170946-4849db3c2f7e h1:Lf/gRkoycfOBPa42vU2bbgPurFong6zXeFtPoxholzU=
 github.com/go-json-experiment/json v0.0.0-20251027170946-4849db3c2f7e/go.mod h1:uNVvRXArCGbZ508SxYYTC5v1JWoz2voff5pm25jU1Ok=
 github.com/go-logfmt/logfmt v0.6.0 h1:wGYYu3uicYdqXVgoYbvnkrPVXkuLM1p1ifugDMEdRi4=
@@ -86,49 +137,112 @@ github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
 github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
 github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
-github.com/go-viper/mapstructure/v2 v2.4.0 h1:EBsztssimR/CONLSZZ04E8qAkxNYq4Qp9LvH92wZUgs=
-github.com/go-viper/mapstructure/v2 v2.4.0/go.mod h1:oJDH3BJKyqBA2TXFhDsKDGDTlndYOZ6rGS0BRZIxGhM=
-github.com/goccy/go-yaml v1.19.0 h1:EmkZ9RIsX+Uq4DYFowegAuJo8+xdX3T/2dwNPXbxEYE=
-github.com/goccy/go-yaml v1.19.0/go.mod h1:XBurs7gK8ATbW4ZPGKgcbrY1Br56PdM69F7LkFRi1kA=
+github.com/go-task/slim-sprig/v3 v3.0.0 h1:sUs3vkvUymDpBKi3qH1YSqBQk9+9D/8M2mN1vB6EwHI=
+github.com/go-task/slim-sprig/v3 v3.0.0/go.mod h1:W848ghGpv3Qj3dhTPRyJypKRiqCdHZiAzKg9hl15HA8=
+github.com/go-viper/mapstructure/v2 v2.5.0 h1:vM5IJoUAy3d7zRSVtIwQgBj7BiWtMPfmPEgAXnvj1Ro=
+github.com/go-viper/mapstructure/v2 v2.5.0/go.mod h1:oJDH3BJKyqBA2TXFhDsKDGDTlndYOZ6rGS0BRZIxGhM=
+github.com/goccy/go-yaml v1.19.2 h1:PmFC1S6h8ljIz6gMRBopkjP1TVT7xuwrButHID66PoM=
+github.com/goccy/go-yaml v1.19.2/go.mod h1:XBurs7gK8ATbW4ZPGKgcbrY1Br56PdM69F7LkFRi1kA=
 github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
 github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
 github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
 github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
+github.com/google/gofuzz v1.0.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
+github.com/google/martian/v3 v3.3.3 h1:DIhPTQrbPkgs2yJYdXU/eNACCG5DVQjySNRNlflZ9Fc=
+github.com/google/martian/v3 v3.3.3/go.mod h1:iEPrYcgCF7jA9OtScMFQyAlZZ4YXTKEtJ1E6RWzmBA0=
+github.com/google/pprof v0.0.0-20250403155104-27863c87afa6 h1:BHT72Gu3keYf3ZEu2J0b1vyeLSOYI8bm5wbJM/8yDe8=
+github.com/google/pprof v0.0.0-20250403155104-27863c87afa6/go.mod h1:boTsfXsheKC2y+lKOCMpSfarhxDeIzfZG1jqGcPl3cA=
 github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
 github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.7 h1:zrn2Ee/nWmHulBx5sAVrGgAa0f2/R35S4DJwfFaUPFQ=
-github.com/googleapis/enterprise-certificate-proxy v0.3.7/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
-github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
-github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
+github.com/googleapis/enterprise-certificate-proxy v0.3.12 h1:Fg+zsqzYEs1ZnvmcztTYxhgCBsx3eEhEwQ1W/lHq/sQ=
+github.com/googleapis/enterprise-certificate-proxy v0.3.12/go.mod h1:vqVt9yG9480NtzREnTlmGSBmFrA+bzb0yl0TxoBQXOg=
+github.com/googleapis/gax-go/v2 v2.17.0 h1:RksgfBpxqff0EZkDWYuz9q/uWsTVz+kf43LsZ1J6SMc=
+github.com/googleapis/gax-go/v2 v2.17.0/go.mod h1:mzaqghpQp4JDh3HvADwrat+6M3MOIDp5YKHhb9PAgDY=
 github.com/gorilla/websocket v1.5.3 h1:saDtZ6Pbx/0u+bgYQ3q96pZgCzfhKXGPqt7kZ72aNNg=
 github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
-github.com/kaptinlin/go-i18n v0.2.2 h1:kebVCZme/BrCTqonh/J+VYCl1+Of5C18bvyn3DRPl5M=
-github.com/kaptinlin/go-i18n v0.2.2/go.mod h1:MiwkeHryBopAhC/M3zEwIM/2IN8TvTqJQswPw6kceqM=
-github.com/kaptinlin/jsonpointer v0.4.8 h1:HocHcXrOBfP/nUJw0YYjed/TlQvuCAY6uRs3Qok7F6g=
-github.com/kaptinlin/jsonpointer v0.4.8/go.mod h1:9y0LgXavlmVE5FSHShY5LRlURJJVhbyVJSRWkilrTqA=
-github.com/kaptinlin/jsonschema v0.6.5 h1:hC7upwWlvamWqeTVQ3ab20F4w0XKNKR1drY9apoqGOU=
-github.com/kaptinlin/jsonschema v0.6.5/go.mod h1:EbhSbdxZ4QjzIORdMWOrRXJeCHrLTJqXDA8JzNaeFc8=
-github.com/kaptinlin/messageformat-go v0.4.7 h1:HQ/OvFUSU7+fAHWkZnP2ug9y+A/ZyTE8j33jfWr8O3Q=
-github.com/kaptinlin/messageformat-go v0.4.7/go.mod h1:DusKpv8CIybczGvwIVn3j13hbR3psr5mOwhFudkiq1c=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.8 h1:NpbJl/eVbvrGE0MJ6X16X9SAifesl6Fwxg/YmCvubRI=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.8/go.mod h1:mi7YA+gCzVem12exXy46ZespvGtX/lZmD/RLnQhVW7U=
+github.com/hashicorp/aws-sdk-go-base/v2 v2.0.0-beta.70 h1:0HADrxxqaQkGycO1JoUUA+B4FnIkuo8d2bz/hSaTFFQ=
+github.com/hashicorp/aws-sdk-go-base/v2 v2.0.0-beta.70/go.mod h1:fm2FdDCzJdtbXF7WKAMvBb5NEPouXPHFbGNYs9ShFns=
+github.com/hashicorp/go-cleanhttp v0.5.2 h1:035FKYIWjmULyFRBKPs8TBQoi0x6d9G4xc9neXJWAZQ=
+github.com/hashicorp/go-cleanhttp v0.5.2/go.mod h1:kO/YDlP8L1346E6Sodw+PrpBSV4/SoxCXGY6BqNFT48=
+github.com/hashicorp/go-getter v1.8.4 h1:hGEd2xsuVKgwkMtPVufq73fAmZU/x65PPcqH3cb0D9A=
+github.com/hashicorp/go-getter v1.8.4/go.mod h1:x27pPGSg9kzoB147QXI8d/nDvp2IgYGcwuRjpaXE9Yg=
+github.com/hashicorp/go-version v1.8.0 h1:KAkNb1HAiZd1ukkxDFGmokVZe1Xy9HG6NUp+bPle2i4=
+github.com/hashicorp/go-version v1.8.0/go.mod h1:fltr4n8CU8Ke44wwGCBoEymUuxUHl09ZGVZPK5anwXA=
+github.com/hybridgroup/yzma v1.9.0 h1:iSXkgdlca2V+whBxiwarNCHSr/rgfsD3EYraO2Awh/c=
+github.com/hybridgroup/yzma v1.9.0/go.mod h1:gjqXCQrLTZgWli62IQ4bxsZA952SQh4ELTSpPbaisEg=
+github.com/json-iterator/go v1.1.12 h1:PV8peI4a0ysnczrg+LtxykD8LfKY9ML6u2jnxaEnrnM=
+github.com/json-iterator/go v1.1.12/go.mod h1:e30LSqwooZae/UwlEbR2852Gd8hjQvJoHmT4TnhNGBo=
+github.com/jupiterrider/ffi v0.6.0 h1:UX378KcZvH5c8qgLi9KL/bL82SZTHdRspZ+jj7bvBng=
+github.com/jupiterrider/ffi v0.6.0/go.mod h1:PqZ5Go6X9by8CIXgfprxfMPYmn8oT5m2O7AA56s64bY=
+github.com/kaptinlin/go-i18n v0.2.8 h1:ODxZe3pnvW0B6lFK2gSZQoqmwQm15llvN4My5T4XoSc=
+github.com/kaptinlin/go-i18n v0.2.8/go.mod h1:VuJlI2EpoW+dxCM8GStCKW6jSSDPDEf8/pQE7H3efyQ=
+github.com/kaptinlin/jsonpointer v0.4.15 h1:rvq0lBgS2eEB3XVBUpLf1dDMus2B67II9k3ETr7Dob0=
+github.com/kaptinlin/jsonpointer v0.4.15/go.mod h1:SsfsjqnHG5zuKo1DTBzk1VknaHlL4osHw+X9kZKukpU=
+github.com/kaptinlin/jsonschema v0.7.1 h1:SYnr1+T2mMN7wSoJHvnHawZ4pQSUqSH72yMElEWa4Xg=
+github.com/kaptinlin/jsonschema v0.7.1/go.mod h1:r6pAMpgRZqHqE8C8cPhV5xsTS62/DCO1iFnAhNHX6EU=
+github.com/kaptinlin/messageformat-go v0.4.16 h1:vxPJ/onD5KFie7jj/Ow0TLPLeba8jSRELyZcPzHLH4E=
+github.com/kaptinlin/messageformat-go v0.4.16/go.mod h1:ntI3154RnqJgr7GaC+vZBnIExl2V3sv9selvRNNEM24=
+github.com/klauspost/compress v1.18.4 h1:RPhnKRAQ4Fh8zU2FY/6ZFDwTVTxgJ/EMydqSTzE9a2c=
+github.com/klauspost/compress v1.18.4/go.mod h1:R0h/fSBs8DE4ENlcrlib3PsXS61voFxhIs2DeRhCvJ4=
+github.com/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE=
+github.com/kr/pretty v0.3.1/go.mod h1:hoEshYVHaxMs3cyo3Yncou5ZscifuDolrwPKZanG3xk=
+github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
+github.com/kr/text v0.2.0/go.mod h1:eLer722TekiGuMkidMxC/pM04lWEeraHUUmBw8l2grE=
 github.com/lucasb-eyer/go-colorful v1.3.0 h1:2/yBRLdWBZKrf7gB40FoiKfAWYQ0lqNcbuQwVHXptag=
 github.com/lucasb-eyer/go-colorful v1.3.0/go.mod h1:R4dSotOR9KMtayYi1e77YzuveK+i7ruzyGqttikkLy0=
 github.com/mattn/go-runewidth v0.0.17 h1:78v8ZlW0bP43XfmAfPsdXcoNCelfMHsDmd/pkENfrjQ=
 github.com/mattn/go-runewidth v0.0.17/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
+github.com/mitchellh/go-homedir v1.1.0 h1:lukF9ziXFxDFPkA1vsr5zpc1XuPDn/wFntq5mG+4E0Y=
+github.com/mitchellh/go-homedir v1.1.0/go.mod h1:SfyaCUpYCn1Vlf4IUYiD9fPX4A5wJrkLzIz1N1q0pr0=
+github.com/modern-go/concurrent v0.0.0-20180228061459-e0a39a4cb421/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
+github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd h1:TRLaZ9cD/w8PVh93nsPXa1VrQ6jlwL5oN8l14QlcNfg=
+github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
+github.com/modern-go/reflect2 v1.0.2 h1:xBagoLtFs94CBntxluKeaWgTMpvLxC4ur3nMaC9Gz0M=
+github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjYzDa0/r8luk=
 github.com/muesli/cancelreader v0.2.2 h1:3I4Kt4BQjOR54NavqnDogx/MIoWBFa0StPA8ELUXHmA=
 github.com/muesli/cancelreader v0.2.2/go.mod h1:3XuTXfFS2VjM+HTLZY9Ak0l6eUKfijIfMUZ4EgX0QYo=
+github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 h1:C3w9PqII01/Oq1c1nUAm88MOHcQC9l5mIlSMApZMrHA=
+github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822/go.mod h1:+n7T8mK8HuQTcFwEeznm/DIxMOiR9yIdICNftLE1DvQ=
+github.com/nikolalohinski/gonja/v2 v2.6.0 h1:IKGrHn3OnegccenPl4w4xf0gRkTqILx4R5X3KxZhPSY=
+github.com/nikolalohinski/gonja/v2 v2.6.0/go.mod h1:UIzXPVuOsr5h7dZ5DUbqk3/Z7oFA/NLGQGMjqT4L2aU=
+github.com/onsi/ginkgo/v2 v2.23.4 h1:ktYTpKJAVZnDT4VjxSbiBenUjmlL/5QkBEocaWXiQus=
+github.com/onsi/ginkgo/v2 v2.23.4/go.mod h1:Bt66ApGPBFzHyR+JO10Zbt0Gsp4uWxu5mIOTusL46e8=
+github.com/onsi/gomega v1.37.0 h1:CdEG8g0S133B4OswTDC/5XPSzE1OeP29QOioj2PID2Y=
+github.com/onsi/gomega v1.37.0/go.mod h1:8D9+Txp43QWKhM24yyOBEdpkzN8FvJyAwecBgsU4KU0=
 github.com/openai/openai-go/v2 v2.7.1 h1:/tfvTJhfv7hTSL8mWwc5VL4WLLSDL5yn9VqVykdu9r8=
 github.com/openai/openai-go/v2 v2.7.1/go.mod h1:jrJs23apqJKKbT+pqtFgNKpRju/KP9zpUTZhz3GElQE=
 github.com/pelletier/go-toml/v2 v2.2.4 h1:mye9XuhQ6gvn5h28+VilKrrPoQVanw5PMw/TB0t5Ec4=
 github.com/pelletier/go-toml/v2 v2.2.4/go.mod h1:2gIqNv+qfxSVS7cM2xJQKtLSTLUE9V8t9Stt+h56mCY=
+github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
+github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 h1:GFCKgmp0tecUJ0sJuv4pzYCqS9+RGSn52M3FUwPs+uo=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10/go.mod h1:t/avpk3KcrXxUnYOhZhMXJlSEyie6gQbtLq5NM3loB8=
-github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRIccs7FGNTlIRMkT8wgtp5eCXdBlqhYGL6U=
+github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/prometheus/client_golang v1.23.2 h1:Je96obch5RDVy3FDMndoUsjAhG5Edi49h0RJWRi/o0o=
+github.com/prometheus/client_golang v1.23.2/go.mod h1:Tb1a6LWHB3/SPIzCoaDXI4I8UHKeFTEQ1YCr+0Gyqmg=
+github.com/prometheus/client_model v0.6.2 h1:oBsgwpGs7iVziMvrGhE53c/GrLUsZdHnqNwqPLxwZyk=
+github.com/prometheus/client_model v0.6.2/go.mod h1:y3m2F6Gdpfy6Ut/GBsUqTWZqCUvMVzSfMLjcu6wAwpE=
+github.com/prometheus/common v0.67.5 h1:pIgK94WWlQt1WLwAC5j2ynLaBRDiinoAb86HZHTUGI4=
+github.com/prometheus/common v0.67.5/go.mod h1:SjE/0MzDEEAyrdr5Gqc6G+sXI67maCxzaT3A2+HqjUw=
+github.com/prometheus/procfs v0.19.2 h1:zUMhqEW66Ex7OXIiDkll3tl9a1ZdilUOd/F6ZXw4Vws=
+github.com/prometheus/procfs v0.19.2/go.mod h1:M0aotyiemPhBCM0z5w87kL22CxfcH05ZpYlu+b4J7mw=
 github.com/rivo/uniseg v0.2.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJtxc=
 github.com/rivo/uniseg v0.4.7 h1:WUdvkW8uEhrYfLC4ZzdpI2ztxP1I582+49Oc5Mq64VQ=
 github.com/rivo/uniseg v0.4.7/go.mod h1:FN3SvrM+Zdj16jyLfmOkMNblXMcoc8DfTHruCPUcx88=
+github.com/rogpeppe/go-internal v1.14.1 h1:UQB4HGPB6osV0SQTLymcB4TgvyWu6ZyliaW0tI/otEQ=
+github.com/rogpeppe/go-internal v1.14.1/go.mod h1:MaRKkUm5W0goXpeCfT7UZI6fk/L7L7so1lCWt35ZSgc=
+github.com/sirupsen/logrus v1.9.4 h1:TsZE7l11zFCLZnZ+teH4Umoq5BhEIfIzfRDZ1Uzql2w=
+github.com/sirupsen/logrus v1.9.4/go.mod h1:ftWc9WdOfJ0a92nsE2jF5u5ZwH8Bv2zdeOC42RjbV2g=
+github.com/spiffe/go-spiffe/v2 v2.6.0 h1:l+DolpxNWYgruGQVV0xsfeya3CsC7m8iBzDnMpsbLuo=
+github.com/spiffe/go-spiffe/v2 v2.6.0/go.mod h1:gm2SeUoMZEtpnzPNs2Csc0D/gX33k1xIx7lEzqblHEs=
+github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
+github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
 github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
 github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
 github.com/tidwall/gjson v1.14.2/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
@@ -141,51 +255,78 @@ github.com/tidwall/pretty v1.2.1 h1:qjsOFOWWQl+N3RsoF5/ssm1pHmJJwhjlSbZ51I6wMl4=
 github.com/tidwall/pretty v1.2.1/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhsoaGGjNU=
 github.com/tidwall/sjson v1.2.5 h1:kLy8mja+1c9jlljvWTlSazM7cKDRfJuR/bOJhcY5NcY=
 github.com/tidwall/sjson v1.2.5/go.mod h1:Fvgq9kS/6ociJEDnK0Fk1cpYF4FIW6ZF7LAe+6jwd28=
+github.com/ulikunitz/xz v0.5.15 h1:9DNdB5s+SgV3bQ2ApL10xRc35ck0DuIX/isZvIk+ubY=
+github.com/ulikunitz/xz v0.5.15/go.mod h1:nbz6k7qbPmH4IRqmfOplQw/tblSgqTqBwxkY0oWt/14=
 github.com/xo/terminfo v0.0.0-20220910002029-abceb7e1c41e h1:JVG44RsyaB9T2KIHavMF/ppJZNG9ZpyihvCd0w101no=
 github.com/xo/terminfo v0.0.0-20220910002029-abceb7e1c41e/go.mod h1:RbqR21r5mrJuqunuUZ/Dhy/avygyECGrLceyNeo4LiM=
-go.opentelemetry.io/auto/sdk v1.1.0 h1:cH53jehLUN6UFLY71z+NDOiNJqDdPRaXzTel0sJySYA=
-go.opentelemetry.io/auto/sdk v1.1.0/go.mod h1:3wSPjt5PWp2RhlCcmmOial7AvC4DQqZb7a7wCow3W8A=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 h1:q4XOmH/0opmeuJtPsbFNivyl7bCt7yRBbeEm2sC/XtQ=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0/go.mod h1:snMWehoOh2wsEwnvvwtDyFCxVeDAODenXHtn5vzrKjo=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 h1:F7Jx+6hwnZ41NSFTO5q4LYDtJRXBf2PD0rNBkeB/lus=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0/go.mod h1:UHB22Z8QsdRDrnAtX4PntOl36ajSxcdUMt1sF7Y6E7Q=
-go.opentelemetry.io/otel v1.37.0 h1:9zhNfelUvx0KBfu/gb+ZgeAfAgtWrfHJZcAqFC228wQ=
-go.opentelemetry.io/otel v1.37.0/go.mod h1:ehE/umFRLnuLa/vSccNq9oS1ErUlkkK71gMcN34UG8I=
-go.opentelemetry.io/otel/metric v1.37.0 h1:mvwbQS5m0tbmqML4NqK+e3aDiO02vsf/WgbsdpcPoZE=
-go.opentelemetry.io/otel/metric v1.37.0/go.mod h1:04wGrZurHYKOc+RKeye86GwKiTb9FKm1WHtO+4EVr2E=
-go.opentelemetry.io/otel/sdk v1.37.0 h1:ItB0QUqnjesGRvNcmAcU0LyvkVyGJ2xftD29bWdDvKI=
-go.opentelemetry.io/otel/sdk v1.37.0/go.mod h1:VredYzxUvuo2q3WRcDnKDjbdvmO0sCzOvVAiY+yUkAg=
-go.opentelemetry.io/otel/sdk/metric v1.37.0 h1:90lI228XrB9jCMuSdA0673aubgRobVZFhbjxHHspCPc=
-go.opentelemetry.io/otel/sdk/metric v1.37.0/go.mod h1:cNen4ZWfiD37l5NhS+Keb5RXVWZWpRE+9WyVCpbo5ps=
-go.opentelemetry.io/otel/trace v1.37.0 h1:HLdcFNbRQBE2imdSEgm/kwqmQj1Or1l/7bW6mxVK7z4=
-go.opentelemetry.io/otel/trace v1.37.0/go.mod h1:TlgrlQ+PtQO5XFerSPUYG0JSgGyryXewPGyayAWSBS0=
-golang.org/x/crypto v0.44.0 h1:A97SsFvM3AIwEEmTBiaxPPTYpDC47w720rdiiUvgoAU=
-golang.org/x/crypto v0.44.0/go.mod h1:013i+Nw79BMiQiMsOPcVCB5ZIJbYkerPrGnOa00tvmc=
-golang.org/x/exp v0.0.0-20231006140011-7918f672742d h1:jtJma62tbqLibJ5sFQz8bKtEM8rJBtfilJ2qTU199MI=
-golang.org/x/exp v0.0.0-20231006140011-7918f672742d/go.mod h1:ldy0pHrwJyGW56pPQzzkH36rKxoZW1tw7ZJpeKx+hdo=
-golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY=
-golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU=
-golang.org/x/oauth2 v0.34.0 h1:hqK/t4AKgbqWkdkcAeI8XLmbK+4m4G5YeQRrmiotGlw=
-golang.org/x/oauth2 v0.34.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
+go.opentelemetry.io/auto/sdk v1.2.1 h1:jXsnJ4Lmnqd11kwkBV2LgLoFMZKizbCi5fNZ/ipaZ64=
+go.opentelemetry.io/auto/sdk v1.2.1/go.mod h1:KRTj+aOaElaLi+wW1kO/DZRXwkF4C5xPbEe3ZiIhN7Y=
+go.opentelemetry.io/contrib/detectors/gcp v1.40.0 h1:Awaf8gmW99tZTOWqkLCOl6aw1/rxAWVlHsHIZ3fT2sA=
+go.opentelemetry.io/contrib/detectors/gcp v1.40.0/go.mod h1:99OY9ZCqyLkzJLTh5XhECpLRSxcZl+ZDKBEO+jMBFR4=
+go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.65.0 h1:XmiuHzgJt067+a6kwyAzkhXooYVv3/TOw9cM2VfJgUM=
+go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.65.0/go.mod h1:KDgtbWKTQs4bM+VPUr6WlL9m/WXcmkCcBlIzqxPGzmI=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.65.0 h1:7iP2uCb7sGddAr30RRS6xjKy7AZ2JtTOPA3oolgVSw8=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.65.0/go.mod h1:c7hN3ddxs/z6q9xwvfLPk+UHlWRQyaeR1LdgfL/66l0=
+go.opentelemetry.io/otel v1.40.0 h1:oA5YeOcpRTXq6NN7frwmwFR0Cn3RhTVZvXsP4duvCms=
+go.opentelemetry.io/otel v1.40.0/go.mod h1:IMb+uXZUKkMXdPddhwAHm6UfOwJyh4ct1ybIlV14J0g=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.40.0 h1:QKdN8ly8zEMrByybbQgv8cWBcdAarwmIPZ6FThrWXJs=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.40.0/go.mod h1:bTdK1nhqF76qiPoCCdyFIV+N/sRHYXYCTQc+3VCi3MI=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.40.0 h1:DvJDOPmSWQHWywQS6lKL+pb8s3gBLOZUtw4N+mavW1I=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.40.0/go.mod h1:EtekO9DEJb4/jRyN4v4Qjc2yA7AtfCBuz2FynRUWTXs=
+go.opentelemetry.io/otel/exporters/stdout/stdoutmetric v1.39.0 h1:5gn2urDL/FBnK8OkCfD1j3/ER79rUuTYmCvlXBKeYL8=
+go.opentelemetry.io/otel/exporters/stdout/stdoutmetric v1.39.0/go.mod h1:0fBG6ZJxhqByfFZDwSwpZGzJU671HkwpWaNe2t4VUPI=
+go.opentelemetry.io/otel/metric v1.40.0 h1:rcZe317KPftE2rstWIBitCdVp89A2HqjkxR3c11+p9g=
+go.opentelemetry.io/otel/metric v1.40.0/go.mod h1:ib/crwQH7N3r5kfiBZQbwrTge743UDc7DTFVZrrXnqc=
+go.opentelemetry.io/otel/sdk v1.40.0 h1:KHW/jUzgo6wsPh9At46+h4upjtccTmuZCFAc9OJ71f8=
+go.opentelemetry.io/otel/sdk v1.40.0/go.mod h1:Ph7EFdYvxq72Y8Li9q8KebuYUr2KoeyHx0DRMKrYBUE=
+go.opentelemetry.io/otel/sdk/metric v1.40.0 h1:mtmdVqgQkeRxHgRv4qhyJduP3fYJRMX4AtAlbuWdCYw=
+go.opentelemetry.io/otel/sdk/metric v1.40.0/go.mod h1:4Z2bGMf0KSK3uRjlczMOeMhKU2rhUqdWNoKcYrtcBPg=
+go.opentelemetry.io/otel/trace v1.40.0 h1:WA4etStDttCSYuhwvEa8OP8I5EWu24lkOzp+ZYblVjw=
+go.opentelemetry.io/otel/trace v1.40.0/go.mod h1:zeAhriXecNGP/s2SEG3+Y8X9ujcJOTqQ5RgdEJcawiA=
+go.opentelemetry.io/proto/otlp v1.9.0 h1:l706jCMITVouPOqEnii2fIAuO3IVGBRPV5ICjceRb/A=
+go.opentelemetry.io/proto/otlp v1.9.0/go.mod h1:xE+Cx5E/eEHw+ISFkwPLwCZefwVjY+pqKg1qcK03+/4=
+go.uber.org/automaxprocs v1.6.0 h1:O3y2/QNTOdbF+e/dpXNNW7Rx2hZ4sTIPyybbxyNqTUs=
+go.uber.org/automaxprocs v1.6.0/go.mod h1:ifeIMSnPZuznNm6jmdzmU3/bfk01Fe2fotchwEFJ8r8=
+go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
+go.uber.org/goleak v1.3.0/go.mod h1:CoHD4mav9JJNrW/WLlf7HGZPjdw8EucARQHekz1X6bE=
+go.yaml.in/yaml/v2 v2.4.3 h1:6gvOSjQoTB3vt1l+CU+tSyi/HOjfOjRLJ4YwYZGwRO0=
+go.yaml.in/yaml/v2 v2.4.3/go.mod h1:zSxWcmIDjOzPXpjlTTbAsKokqkDNAVtZO0WOMiT90s8=
+golang.org/x/crypto v0.48.0 h1:/VRzVqiRSggnhY7gNRxPauEQ5Drw9haKdM0jqfcCFts=
+golang.org/x/crypto v0.48.0/go.mod h1:r0kV5h3qnFPlQnBSrULhlsRfryS2pmewsg+XfMgkVos=
+golang.org/x/exp v0.0.0-20260212183809-81e46e3db34a h1:ovFr6Z0MNmU7nH8VaX5xqw+05ST2uO1exVfZPVqRC5o=
+golang.org/x/exp v0.0.0-20260212183809-81e46e3db34a/go.mod h1:K79w1Vqn7PoiZn+TkNpx3BUWUQksGO3JcVX6qIjytmA=
+golang.org/x/net v0.50.0 h1:ucWh9eiCGyDR3vtzso0WMQinm2Dnt8cFMuQa9K33J60=
+golang.org/x/net v0.50.0/go.mod h1:UgoSli3F/pBgdJBHCTc+tp3gmrU4XswgGRgtnwWTfyM=
+golang.org/x/oauth2 v0.35.0 h1:Mv2mzuHuZuY2+bkyWXIHMfhNdJAdwW3FuWeCPYN5GVQ=
+golang.org/x/oauth2 v0.35.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
 golang.org/x/sync v0.19.0 h1:vV+1eWNmZ5geRlYjzm2adRgW2/mcpevXNg50YZtPCE4=
 golang.org/x/sync v0.19.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
-golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
-golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
-golang.org/x/text v0.32.0 h1:ZD01bjUt1FQ9WJ0ClOL5vxgxOI/sVCNgX1YtKwcY0mU=
-golang.org/x/text v0.32.0/go.mod h1:o/rUWzghvpD5TXrTIBuJU77MTaN0ljMWE47kxGJQ7jY=
+golang.org/x/sys v0.41.0 h1:Ivj+2Cp/ylzLiEU89QhWblYnOE9zerudt9Ftecq2C6k=
+golang.org/x/sys v0.41.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.34.0 h1:oL/Qq0Kdaqxa1KbNeMKwQq0reLCCaFtqu2eNuSeNHbk=
+golang.org/x/text v0.34.0/go.mod h1:homfLqTYRFyVYemLBFl5GgL/DWEiH5wcsQ5gSh1yziA=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
+golang.org/x/tools v0.42.0 h1:uNgphsn75Tdz5Ji2q36v/nsFSfR/9BRFvqhGBaJGd5k=
+golang.org/x/tools v0.42.0/go.mod h1:Ma6lCIwGZvHK6XtgbswSoWroEkhugApmsXyrUmBhfr0=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
 gonum.org/v1/gonum v0.16.0/go.mod h1:fef3am4MQ93R2HHpKnLk4/Tbh/s0+wqD5nfa6Pnwy4E=
-google.golang.org/api v0.239.0 h1:2hZKUnFZEy81eugPs4e2XzIJ5SOwQg0G82bpXD65Puo=
-google.golang.org/api v0.239.0/go.mod h1:cOVEm2TpdAGHL2z+UwyS+kmlGr3bVWQQ6sYEqkKje50=
-google.golang.org/genai v1.40.0 h1:kYxyQSH+vsib8dvsgyLJzsVEIv5k3ZmHJyVqdvGncmc=
-google.golang.org/genai v1.40.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20250804133106-a7a43d27e69b h1:zPKJod4w6F1+nRGDI9ubnXYhU9NSWoFAijkHkUXeTK8=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20250804133106-a7a43d27e69b/go.mod h1:qQ0YXyHHx3XkvlzUtpXDkS29lDSafHMZBAZDc03LQ3A=
-google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
-google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+google.golang.org/api v0.266.0 h1:hco+oNCf9y7DmLeAtHJi/uBAY7n/7XC9mZPxu1ROiyk=
+google.golang.org/api v0.266.0/go.mod h1:Jzc0+ZfLnyvXma3UtaTl023TdhZu6OMBP9tJ+0EmFD0=
+google.golang.org/genai v1.46.0 h1:RSsfeMaV30m8PxLOW4RUIb5ybw+mw+UBf1vSpsQTQbE=
+google.golang.org/genai v1.46.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
+google.golang.org/genproto v0.0.0-20260209200024-4cfbd4190f57 h1:uZSB/r2MjH9IsqpG2vRNSV1Juteix90oHe8oTcLW9tk=
+google.golang.org/genproto v0.0.0-20260209200024-4cfbd4190f57/go.mod h1:nGuPfp0lnDJcJD0J47StV0Skgnw3qMSQhjsLKiejq5Y=
+google.golang.org/genproto/googleapis/api v0.0.0-20260209200024-4cfbd4190f57 h1:JLQynH/LBHfCTSbDWl+py8C+Rg/k1OVH3xfcaiANuF0=
+google.golang.org/genproto/googleapis/api v0.0.0-20260209200024-4cfbd4190f57/go.mod h1:kSJwQxqmFXeo79zOmbrALdflXQeAYcUbgS7PbpMknCY=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260209200024-4cfbd4190f57 h1:mWPCjDEyshlQYzBpMNHaEof6UX1PmHcaUODUywQ0uac=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260209200024-4cfbd4190f57/go.mod h1:j9x/tPzZkyxcgEFkiKEEGxfvyumM01BEtsW8xzOahRQ=
+google.golang.org/grpc v1.79.1 h1:zGhSi45ODB9/p3VAawt9a+O/MULLl9dpizzNNpq7flY=
+google.golang.org/grpc v1.79.1/go.mod h1:KmT0Kjez+0dde/v2j9vzwoAScgEPx/Bw1CYChhHLrHQ=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
+gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
+gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=

examples/kronk/simple/main.go 🔗

@@ -0,0 +1,93 @@
+package main
+
+// This is a basic example illustrating how to create an agent with a custom
+// tool call.
+
+import (
+	"context"
+	"fmt"
+	"os"
+	"time"
+
+	"charm.land/fantasy"
+	"charm.land/fantasy/providers/kronk"
+)
+
+const modelURL = "Qwen/Qwen3-8B-GGUF/Qwen3-8B-Q8_0.gguf"
+
+func main() {
+	if err := run(); err != nil {
+		fmt.Printf("\nERROR: %s\n", err)
+		os.Exit(1)
+	}
+}
+
+func run() error {
+	ctx, cancel := context.WithTimeout(context.Background(), 10*time.Minute)
+	defer cancel()
+
+	// Create the provider with optional logging.
+	provider, err := kronk.New(
+		kronk.WithName("kronk"),
+		kronk.WithLogger(kronk.FmtLogger),
+	)
+	if err != nil {
+		return fmt.Errorf("unable to create provider: %w", err)
+	}
+
+	// Clean up when done.
+	defer func() {
+		fmt.Println("\nUnloading Kronk")
+		if closer, ok := provider.(interface{ Close(context.Context) error }); ok {
+			if err := closer.Close(context.Background()); err != nil {
+				fmt.Printf("failed to close provider: %v\n", err)
+			}
+		}
+	}()
+
+	// Get a language model by providing the model URL.
+	// The provider will download and initialize the model automatically.
+	model, err := provider.LanguageModel(ctx, modelURL)
+	if err != nil {
+		return fmt.Errorf("unable to get language model: %w", err)
+	}
+
+	// -------------------------------------------------------------------------
+
+	// Let's make a tool that fetches info about cute dogs. Here's a schema
+	// for the tool's input.
+	type cuteDogQuery struct {
+		Location string `json:"location" description:"The location to search for cute dogs."`
+	}
+
+	// And here's the implementation of that tool.
+	fetchCuteDogInfo := func(ctx context.Context, input cuteDogQuery, _ fantasy.ToolCall) (fantasy.ToolResponse, error) {
+		if input.Location == "Silver Lake, Los Angeles" {
+			return fantasy.NewTextResponse("Cute dogs are everywhere!"), nil
+		}
+		return fantasy.NewTextResponse("No cute dogs found."), nil
+	}
+
+	// Add the tool.
+	cuteDogTool := fantasy.NewAgentTool("cute_dog_tool", "Provide up-to-date info on cute dogs.", fetchCuteDogInfo)
+
+	// Equip your agent.
+	agent := fantasy.NewAgent(model,
+		fantasy.WithSystemPrompt("You are a moderately helpful, dog-centric assistant."),
+		fantasy.WithTools(cuteDogTool),
+		fantasy.WithMaxOutputTokens(2048),
+		fantasy.WithTemperature(0.7),
+		fantasy.WithTopP(0.8),
+		fantasy.WithTopK(20),
+	)
+
+	// Put that agent to work!
+	const prompt = "Find all the cute dogs in Silver Lake, Los Angeles. Use the cute dog tool."
+	result, err := agent.Generate(ctx, fantasy.AgentCall{Prompt: prompt})
+	if err != nil {
+		return fmt.Errorf("agent generate failed: %w", err)
+	}
+	fmt.Println(result.Response.Content.Text())
+
+	return nil
+}

examples/kronk/stream/main.go 🔗

@@ -0,0 +1,181 @@
+package main
+
+// This example demonstrates how to hook into the various parts of a streaming
+// tool call.
+
+import (
+	"context"
+	"fmt"
+	"math/rand/v2"
+	"os"
+	"strings"
+	"time"
+
+	"charm.land/fantasy"
+	"charm.land/fantasy/providers/kronk"
+)
+
+const modelURL = "Qwen/Qwen3-8B-GGUF/Qwen3-8B-Q8_0.gguf"
+
+const systemPrompt = `
+You are moderately helpful assistant with a new puppy named Chuck. Chuck is
+moody and ranges from very happy to very annoyed. He's pretty happy-go-lucky,
+but new encounters make him pretty uncomfortable.
+
+You despise emojis and never use them. Same with Markdown. Same with em-dashes.
+You prefer "welp" to "well" when starting a sentence (that's just how you were
+raised). You also don't use run-on sentences, including entering a comma where
+there should be a period. You had a decent education and did well in elementary
+school grammar. You grew up in the United States, specifically Kansas City,
+Missouri.
+`
+
+// Input for a tool call. The LLM will look at the struct tags and fill out the
+// values as necessary.
+type dogInteraction struct {
+	OtherDogName string `json:"dogName" description:"Name of the other dog. Just make something up. All the dogs are named after Japanese cars from the 80s."`
+}
+
+// Here's a tool call. In this case it's a set of random barks.
+func letsBark(ctx context.Context, i dogInteraction, _ fantasy.ToolCall) (fantasy.ToolResponse, error) {
+	var r fantasy.ToolResponse
+	if rand.Float64() >= 0.5 {
+		r.Content = randomBarks(1, 3)
+	} else {
+		r.Content = randomBarks(5, 10)
+	}
+	return r, nil
+}
+
+func main() {
+	if err := run(); err != nil {
+		fmt.Printf("\nERROR: %s\n", err)
+		os.Exit(1)
+	}
+}
+
+func run() error {
+	ctx, cancel := context.WithTimeout(context.Background(), 10*time.Minute)
+	defer cancel()
+
+	// Create the provider with optional logging.
+	provider, err := kronk.New(
+		kronk.WithName("kronk"),
+		kronk.WithLogger(kronk.FmtLogger),
+	)
+	if err != nil {
+		return fmt.Errorf("unable to create provider: %w", err)
+	}
+
+	// Clean up when done.
+	defer func() {
+		fmt.Println("\nUnloading Kronk")
+		if closer, ok := provider.(interface{ Close(context.Context) error }); ok {
+			if err := closer.Close(context.Background()); err != nil {
+				fmt.Printf("failed to close provider: %v\n", err)
+			}
+		}
+	}()
+
+	// Get a language model by providing the model URL.
+	// The provider will download and initialize the model automatically.
+	model, err := provider.LanguageModel(ctx, modelURL)
+	if err != nil {
+		return fmt.Errorf("unable to get language model: %w", err)
+	}
+
+	// -------------------------------------------------------------------------
+
+	// Let's add a tool to our belt. A tool for dogs.
+	barkTool := fantasy.NewAgentTool(
+		"bark",
+		"Have Chuck express his feelings by barking. A few barks means he's happy and many barks means he's not.",
+		letsBark,
+	)
+
+	// Time to make the agent.
+	agent := fantasy.NewAgent(
+		model,
+		fantasy.WithSystemPrompt(systemPrompt),
+		fantasy.WithTools(barkTool),
+	)
+
+	// Alright, let's setup a streaming request!
+	streamCall := fantasy.AgentStreamCall{
+		// The prompt.
+		Prompt: "what does Chuck say when he is happy",
+
+		// When reasoning starts (Qwen3 models use "thinking" mode).
+		OnReasoningStart: func(id string, content fantasy.ReasoningContent) error {
+			fmt.Print("\n[Thinking: ")
+			return nil
+		},
+
+		// When we receive reasoning content.
+		OnReasoningDelta: func(id, text string) error {
+			// Print reasoning in a subdued way
+			fmt.Print(text)
+			return nil
+		},
+
+		// When reasoning ends.
+		OnReasoningEnd: func(id string, reasoning fantasy.ReasoningContent) error {
+			fmt.Print("]\n\n")
+			return nil
+		},
+
+		// When we receive a chunk of streaming data.
+		OnTextDelta: func(id, text string) error {
+			_, fmtErr := fmt.Print(text)
+			return fmtErr
+		},
+
+		// When tool calls are invoked.
+		OnToolCall: func(toolCall fantasy.ToolCallContent) error {
+			fmt.Printf("\n-> Invoking the %s tool with input %s\n", toolCall.ToolName, toolCall.Input)
+			return nil
+		},
+
+		// When a tool call completes.
+		OnToolResult: func(res fantasy.ToolResultContent) error {
+			text, ok := fantasy.AsToolResultOutputType[fantasy.ToolResultOutputContentText](res.Result)
+			if !ok {
+				return fmt.Errorf("failed to cast result to text")
+			}
+			_, fmtErr := fmt.Printf("\n-> Using the %s tool: %s", res.ToolName, text.Text)
+			return fmtErr
+		},
+
+		// When a step finishes, such as a tool call or a response from the
+		// LLM.
+		OnStepFinish: func(_ fantasy.StepResult) error {
+			fmt.Print("\n-> Step completed\n")
+			return nil
+		},
+	}
+
+	fmt.Println("Generating...")
+
+	// Finally, let's stream everything!
+	_, err = agent.Stream(ctx, streamCall)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "Error generating response: %v\n", err)
+		os.Exit(1)
+	}
+
+	return nil
+}
+
+// Return a random number of barks between low and high.
+func randomBarks(low, high int) string {
+	const bark = "ruff"
+	numBarks := low + rand.IntN(high-low+1)
+	var barks strings.Builder
+	for i := range numBarks {
+		if i > 0 {
+			barks.WriteString(" ")
+		}
+		barks.WriteString(bark)
+	}
+	return barks.String()
+}

go.mod 🔗

@@ -1,10 +1,11 @@
 module charm.land/fantasy
 
-go 1.26
+go 1.26.0
 
 require (
 	charm.land/x/vcr v0.1.1
 	cloud.google.com/go/auth v0.18.2
+	github.com/ardanlabs/kronk v1.19.2
 	github.com/aws/aws-sdk-go-v2 v1.41.1
 	github.com/aws/aws-sdk-go-v2/config v1.32.7
 	github.com/aws/smithy-go v1.24.0
@@ -22,59 +23,112 @@ require (
 )
 
 require (
-	cloud.google.com/go v0.116.0 // indirect
+	cel.dev/expr v0.25.1 // indirect
+	cloud.google.com/go v0.123.0 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
 	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	cloud.google.com/go/iam v1.5.3 // indirect
+	cloud.google.com/go/monitoring v1.24.3 // indirect
+	cloud.google.com/go/storage v1.60.0 // indirect
 	github.com/Azure/azure-sdk-for-go/sdk/azcore v1.17.0 // indirect
 	github.com/Azure/azure-sdk-for-go/sdk/internal v1.10.0 // indirect
-	github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.3 // indirect
+	github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.31.0 // indirect
+	github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.55.0 // indirect
+	github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.55.0 // indirect
+	github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.4 // indirect
 	github.com/aws/aws-sdk-go-v2/credentials v1.19.7 // indirect
 	github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.17 // indirect
 	github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.17 // indirect
 	github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.17 // indirect
 	github.com/aws/aws-sdk-go-v2/internal/ini v1.8.4 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.17 // indirect
 	github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.4 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.8 // indirect
 	github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.17 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/s3shared v1.19.17 // indirect
+	github.com/aws/aws-sdk-go-v2/service/s3 v1.96.0 // indirect
 	github.com/aws/aws-sdk-go-v2/service/signin v1.0.5 // indirect
 	github.com/aws/aws-sdk-go-v2/service/sso v1.30.9 // indirect
 	github.com/aws/aws-sdk-go-v2/service/ssooidc v1.35.13 // indirect
 	github.com/aws/aws-sdk-go-v2/service/sts v1.41.6 // indirect
+	github.com/beorn7/perks v1.0.1 // indirect
+	github.com/bgentry/go-netrc v0.0.0-20140422174119-9fd32a8b3d3d // indirect
+	github.com/cenkalti/backoff/v5 v5.0.3 // indirect
 	github.com/cespare/xxhash/v2 v2.3.0 // indirect
-	github.com/davecgh/go-spew v1.1.1 // indirect
+	github.com/cncf/xds/go v0.0.0-20260202195803-dba9d589def2 // indirect
+	github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect
+	github.com/dustin/go-humanize v1.0.1 // indirect
+	github.com/ebitengine/purego v0.10.0-alpha.4 // indirect
+	github.com/envoyproxy/go-control-plane/envoy v1.36.0 // indirect
+	github.com/envoyproxy/protoc-gen-validate v1.3.0 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
+	github.com/go-jose/go-jose/v4 v4.1.3 // indirect
 	github.com/go-json-experiment/json v0.0.0-20251027170946-4849db3c2f7e // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/goccy/go-yaml v1.19.2 // indirect
 	github.com/google/go-cmp v0.7.0 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.11 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.12 // indirect
 	github.com/googleapis/gax-go/v2 v2.17.0 // indirect
 	github.com/gorilla/websocket v1.5.3 // indirect
+	github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.8 // indirect
+	github.com/hashicorp/aws-sdk-go-base/v2 v2.0.0-beta.70 // indirect
+	github.com/hashicorp/go-cleanhttp v0.5.2 // indirect
+	github.com/hashicorp/go-getter v1.8.4 // indirect
+	github.com/hashicorp/go-version v1.8.0 // indirect
+	github.com/hybridgroup/yzma v1.9.0 // indirect
+	github.com/json-iterator/go v1.1.12 // indirect
+	github.com/jupiterrider/ffi v0.6.0 // indirect
 	github.com/kaptinlin/go-i18n v0.2.8 // indirect
 	github.com/kaptinlin/jsonpointer v0.4.15 // indirect
 	github.com/kaptinlin/messageformat-go v0.4.16 // indirect
-	github.com/pmezard/go-difflib v1.0.0 // indirect
+	github.com/klauspost/compress v1.18.4 // indirect
+	github.com/mitchellh/go-homedir v1.1.0 // indirect
+	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
+	github.com/modern-go/reflect2 v1.0.2 // indirect
+	github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
+	github.com/nikolalohinski/gonja/v2 v2.6.0 // indirect
+	github.com/pkg/errors v0.9.1 // indirect
+	github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 // indirect
+	github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect
+	github.com/prometheus/client_golang v1.23.2 // indirect
+	github.com/prometheus/client_model v0.6.2 // indirect
+	github.com/prometheus/common v0.67.5 // indirect
+	github.com/prometheus/procfs v0.19.2 // indirect
+	github.com/sirupsen/logrus v1.9.4 // indirect
+	github.com/spiffe/go-spiffe/v2 v2.6.0 // indirect
 	github.com/tidwall/gjson v1.18.0 // indirect
 	github.com/tidwall/match v1.1.1 // indirect
 	github.com/tidwall/pretty v1.2.1 // indirect
 	github.com/tidwall/sjson v1.2.5 // indirect
+	github.com/ulikunitz/xz v0.5.15 // indirect
 	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
-	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel v1.39.0 // indirect
-	go.opentelemetry.io/otel/metric v1.39.0 // indirect
-	go.opentelemetry.io/otel/trace v1.39.0 // indirect
+	go.opentelemetry.io/contrib/detectors/gcp v1.40.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.65.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.65.0 // indirect
+	go.opentelemetry.io/otel v1.40.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.40.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.40.0 // indirect
+	go.opentelemetry.io/otel/metric v1.40.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.40.0 // indirect
+	go.opentelemetry.io/otel/sdk/metric v1.40.0 // indirect
+	go.opentelemetry.io/otel/trace v1.40.0 // indirect
+	go.opentelemetry.io/proto/otlp v1.9.0 // indirect
+	go.yaml.in/yaml/v2 v2.4.3 // indirect
 	go.yaml.in/yaml/v4 v4.0.0-rc.3 // indirect
-	golang.org/x/crypto v0.47.0 // indirect
-	golang.org/x/net v0.49.0 // indirect
+	golang.org/x/crypto v0.48.0 // indirect
+	golang.org/x/exp v0.0.0-20260212183809-81e46e3db34a // indirect
+	golang.org/x/net v0.50.0 // indirect
 	golang.org/x/sync v0.19.0 // indirect
-	golang.org/x/sys v0.40.0 // indirect
+	golang.org/x/sys v0.41.0 // indirect
 	golang.org/x/text v0.34.0 // indirect
 	golang.org/x/time v0.14.0 // indirect
-	google.golang.org/api v0.264.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 // indirect
-	google.golang.org/grpc v1.78.0 // indirect
+	google.golang.org/api v0.266.0 // indirect
+	google.golang.org/genproto v0.0.0-20260209200024-4cfbd4190f57 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20260209200024-4cfbd4190f57 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260209200024-4cfbd4190f57 // indirect
+	google.golang.org/grpc v1.79.1 // indirect
 	google.golang.org/protobuf v1.36.11 // indirect
 	gopkg.in/dnaeon/go-vcr.v4 v4.0.6-0.20251110073552-01de4eb40290 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect

go.sum 🔗

@@ -1,13 +1,27 @@
+cel.dev/expr v0.25.1 h1:1KrZg61W6TWSxuNZ37Xy49ps13NUovb66QLprthtwi4=
+cel.dev/expr v0.25.1/go.mod h1:hrXvqGP6G6gyx8UAHSHJ5RGk//1Oj5nXQ2NI02Nrsg4=
 charm.land/x/vcr v0.1.1 h1:PXCFMUG0rPtyk35rhfzYCJEduOzWXCIbrXTFq4OF/9Q=
 charm.land/x/vcr v0.1.1/go.mod h1:eByq2gqzWvcct/8XE2XO5KznoWEBiXH56+y2gphbltM=
-cloud.google.com/go v0.116.0 h1:B3fRrSDkLRt5qSHWe40ERJvhvnQwdZiHu0bJOpldweE=
-cloud.google.com/go v0.116.0/go.mod h1:cEPSRWPzZEswwdr9BxE6ChEn01dWlTaF05LiC2Xs70U=
+cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
+cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
 cloud.google.com/go/auth v0.18.2 h1:+Nbt5Ev0xEqxlNjd6c+yYUeosQ5TtEUaNcN/3FozlaM=
 cloud.google.com/go/auth v0.18.2/go.mod h1:xD+oY7gcahcu7G2SG2DsBerfFxgPAJz17zz2joOFF3M=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
 cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
 cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
+cloud.google.com/go/iam v1.5.3 h1:+vMINPiDF2ognBJ97ABAYYwRgsaqxPbQDlMnbHMjolc=
+cloud.google.com/go/iam v1.5.3/go.mod h1:MR3v9oLkZCTlaqljW6Eb2d3HGDGK5/bDv93jhfISFvU=
+cloud.google.com/go/logging v1.13.2 h1:qqlHCBvieJT9Cdq4QqYx1KPadCQ2noD4FK02eNqHAjA=
+cloud.google.com/go/logging v1.13.2/go.mod h1:zaybliM3yun1J8mU2dVQ1/qDzjbOqEijZCn6hSBtKak=
+cloud.google.com/go/longrunning v0.8.0 h1:LiKK77J3bx5gDLi4SMViHixjD2ohlkwBi+mKA7EhfW8=
+cloud.google.com/go/longrunning v0.8.0/go.mod h1:UmErU2Onzi+fKDg2gR7dusz11Pe26aknR4kHmJJqIfk=
+cloud.google.com/go/monitoring v1.24.3 h1:dde+gMNc0UhPZD1Azu6at2e79bfdztVDS5lvhOdsgaE=
+cloud.google.com/go/monitoring v1.24.3/go.mod h1:nYP6W0tm3N9H/bOw8am7t62YTzZY+zUeQ+Bi6+2eonI=
+cloud.google.com/go/storage v1.60.0 h1:oBfZrSOCimggVNz9Y/bXY35uUcts7OViubeddTTVzQ8=
+cloud.google.com/go/storage v1.60.0/go.mod h1:q+5196hXfejkctrnx+VYU8RKQr/L3c0cBIlrjmiAKE0=
+cloud.google.com/go/trace v1.11.7 h1:kDNDX8JkaAG3R2nq1lIdkb7FCSi1rCmsEtKVsty7p+U=
+cloud.google.com/go/trace v1.11.7/go.mod h1:TNn9d5V3fQVf6s4SCveVMIBS2LJUqo73GACmq/Tky0s=
 github.com/Azure/azure-sdk-for-go/sdk/azcore v1.17.0 h1:g0EZJwz7xkXQiZAI5xi9f3WWFYBlX1CPTrR+NDToRkQ=
 github.com/Azure/azure-sdk-for-go/sdk/azcore v1.17.0/go.mod h1:XCW7KnZet0Opnr7HccfUw1PLc4CjHqpcaxW8DHklNkQ=
 github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.7.0 h1:tfLQ34V6F7tVSwoTf/4lH5sE0o6eCJuNDTmH09nDpbc=
@@ -16,10 +30,22 @@ github.com/Azure/azure-sdk-for-go/sdk/internal v1.10.0 h1:ywEEhmNahHBihViHepv3xP
 github.com/Azure/azure-sdk-for-go/sdk/internal v1.10.0/go.mod h1:iZDifYGJTIgIIkYRNWPENUnqx6bJ2xnSDFI2tjwZNuY=
 github.com/AzureAD/microsoft-authentication-library-for-go v1.2.2 h1:XHOnouVk1mxXfQidrMEnLlPk9UMeRtyBTnEFtxkV0kU=
 github.com/AzureAD/microsoft-authentication-library-for-go v1.2.2/go.mod h1:wP83P5OoQ5p6ip3ScPr0BAq0BvuPAvacpEuSzyouqAI=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.31.0 h1:DHa2U07rk8syqvCge0QIGMCE1WxGj9njT44GH7zNJLQ=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.31.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.55.0 h1:UnDZ/zFfG1JhH/DqxIZYU/1CUAlTUScoXD/LcM2Ykk8=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.55.0/go.mod h1:IA1C1U7jO/ENqm/vhi7V9YYpBsp+IMyqNrEN94N7tVc=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/cloudmock v0.55.0 h1:7t/qx5Ost0s0wbA/VDrByOooURhp+ikYwv20i9Y07TQ=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/cloudmock v0.55.0/go.mod h1:vB2GH9GAYYJTO3mEn8oYwzEdhlayZIdQz6zdzgUIRvA=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.55.0 h1:0s6TxfCu2KHkkZPnBfsQ2y5qia0jl3MMrmBhu3nCOYk=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.55.0/go.mod h1:Mf6O40IAyB9zR/1J8nGDDPirZQQPbYJni8Yisy7NTMc=
+github.com/MakeNowJust/heredoc v1.0.0 h1:cXCdzVdstXyiTqTvfqk9SDHpKNjxuom+DOlyEeQ4pzQ=
+github.com/MakeNowJust/heredoc v1.0.0/go.mod h1:mG5amYoWBHf8vpLOuehzbGGw0EHxpZZ6lCpQ4fNJ8LE=
+github.com/ardanlabs/kronk v1.19.2 h1:nqQ5AXT8cMfyq69XbXaWV2R5bOfq5KS58QPMwBb2vMM=
+github.com/ardanlabs/kronk v1.19.2/go.mod h1:ccF957wmXTfiQUFSnVwreoX4o5PPQrRt8T6VFAglZ+Q=
 github.com/aws/aws-sdk-go-v2 v1.41.1 h1:ABlyEARCDLN034NhxlRUSZr4l71mh+T5KAeGh6cerhU=
 github.com/aws/aws-sdk-go-v2 v1.41.1/go.mod h1:MayyLB8y+buD9hZqkCW3kX1AKq07Y5pXxtgB+rRFhz0=
-github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.3 h1:tW1/Rkad38LA15X4UQtjXZXNKsCgkshC3EbmcUmghTg=
-github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.3/go.mod h1:UbnqO+zjqk3uIt9yCACHJ9IVNhyhOCnYk8yA19SAWrM=
+github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.4 h1:489krEF9xIGkOaaX3CE/Be2uWjiXrkCH6gUX+bZA/BU=
+github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.4/go.mod h1:IOAPF6oT9KCsceNTvvYMNHy0+kMF8akOjeDvPENWxp4=
 github.com/aws/aws-sdk-go-v2/config v1.32.7 h1:vxUyWGUwmkQ2g19n7JY/9YL8MfAIl7bTesIUykECXmY=
 github.com/aws/aws-sdk-go-v2/config v1.32.7/go.mod h1:2/Qm5vKUU/r7Y+zUk/Ptt2MDAEKAfUtKc1+3U1Mo3oY=
 github.com/aws/aws-sdk-go-v2/credentials v1.19.7 h1:tHK47VqqtJxOymRrNtUXN5SP/zUTvZKeLx4tH6PGQc8=
@@ -32,10 +58,18 @@ github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.17 h1:WWLqlh79iO48yLkj1v
 github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.17/go.mod h1:EhG22vHRrvF8oXSTYStZhJc1aUgKtnJe+aOiFEV90cM=
 github.com/aws/aws-sdk-go-v2/internal/ini v1.8.4 h1:WKuaxf++XKWlHWu9ECbMlha8WOEGm0OUEZqm4K/Gcfk=
 github.com/aws/aws-sdk-go-v2/internal/ini v1.8.4/go.mod h1:ZWy7j6v1vWGmPReu0iSGvRiise4YI5SkR3OHKTZ6Wuc=
+github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.17 h1:JqcdRG//czea7Ppjb+g/n4o8i/R50aTBHkA7vu0lK+k=
+github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.17/go.mod h1:CO+WeGmIdj/MlPel2KwID9Gt7CNq4M65HUfBW97liM0=
 github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.4 h1:0ryTNEdJbzUCEWkVXEXoqlXV72J5keC1GvILMOuD00E=
 github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.4/go.mod h1:HQ4qwNZh32C3CBeO6iJLQlgtMzqeG17ziAA/3KDJFow=
+github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.8 h1:Z5EiPIzXKewUQK0QTMkutjiaPVeVYXX7KIqhXu/0fXs=
+github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.8/go.mod h1:FsTpJtvC4U1fyDXk7c71XoDv3HlRm8V3NiYLeYLh5YE=
 github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.17 h1:RuNSMoozM8oXlgLG/n6WLaFGoea7/CddrCfIiSA+xdY=
 github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.17/go.mod h1:F2xxQ9TZz5gDWsclCtPQscGpP0VUOc8RqgFM3vDENmU=
+github.com/aws/aws-sdk-go-v2/service/internal/s3shared v1.19.17 h1:bGeHBsGZx0Dvu/eJC0Lh9adJa3M1xREcndxLNZlve2U=
+github.com/aws/aws-sdk-go-v2/service/internal/s3shared v1.19.17/go.mod h1:dcW24lbU0CzHusTE8LLHhRLI42ejmINN8Lcr22bwh/g=
+github.com/aws/aws-sdk-go-v2/service/s3 v1.96.0 h1:oeu8VPlOre74lBA/PMhxa5vewaMIMmILM+RraSyB8KA=
+github.com/aws/aws-sdk-go-v2/service/s3 v1.96.0/go.mod h1:5jggDlZ2CLQhwJBiZJb4vfk4f0GxWdEDruWKEJ1xOdo=
 github.com/aws/aws-sdk-go-v2/service/signin v1.0.5 h1:VrhDvQib/i0lxvr3zqlUwLwJP4fpmpyD9wYG1vfSu+Y=
 github.com/aws/aws-sdk-go-v2/service/signin v1.0.5/go.mod h1:k029+U8SY30/3/ras4G/Fnv/b88N4mAfliNn08Dem4M=
 github.com/aws/aws-sdk-go-v2/service/sso v1.30.9 h1:v6EiMvhEYBoHABfbGB4alOYmCIrcgyPPiBE1wZAEbqk=
@@ -46,6 +80,12 @@ github.com/aws/aws-sdk-go-v2/service/sts v1.41.6 h1:5fFjR/ToSOzB2OQ/XqWpZBmNvmP/
 github.com/aws/aws-sdk-go-v2/service/sts v1.41.6/go.mod h1:qgFDZQSD/Kys7nJnVqYlWKnh0SSdMjAi0uSwON4wgYQ=
 github.com/aws/smithy-go v1.24.0 h1:LpilSUItNPFr1eY85RYgTIg5eIEPtvFbskaFcmmIUnk=
 github.com/aws/smithy-go v1.24.0/go.mod h1:LEj2LM3rBRQJxPZTB4KuzZkaZYnZPnvgIhb4pu07mx0=
+github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM=
+github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw=
+github.com/bgentry/go-netrc v0.0.0-20140422174119-9fd32a8b3d3d h1:xDfNPAt8lFiC1UJrqV3uuy861HCTo708pDMbjHHdCas=
+github.com/bgentry/go-netrc v0.0.0-20140422174119-9fd32a8b3d3d/go.mod h1:6QX/PXZ00z/TKoufEY6K/a0k6AhaJrQKdFe6OfVXsa4=
+github.com/cenkalti/backoff/v5 v5.0.3 h1:ZN+IMa753KfX5hd8vVaMixjnqRZ3y8CuJKRKj1xcsSM=
+github.com/cenkalti/backoff/v5 v5.0.3/go.mod h1:rkhZdG3JZukswDf7f0cwqPNk4K0sa+F97BxZthm/crw=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
 github.com/charmbracelet/anthropic-sdk-go v0.0.0-20251024181547-21d6f3d9a904 h1:rwLdEpG9wE6kL69KkEKDiWprO8pQOZHZXeod6+9K+mw=
@@ -54,17 +94,28 @@ github.com/charmbracelet/x/exp/slice v0.0.0-20250904123553-b4e2667e5ad5 h1:DTSZx
 github.com/charmbracelet/x/exp/slice v0.0.0-20250904123553-b4e2667e5ad5/go.mod h1:vI5nDVMWi6veaYH+0Fmvpbe/+cv/iJfMntdh+N0+Tms=
 github.com/charmbracelet/x/json v0.2.0 h1:DqB+ZGx2h+Z+1s98HOuOyli+i97wsFQIxP2ZQANTPrQ=
 github.com/charmbracelet/x/json v0.2.0/go.mod h1:opFIflx2YgXgi49xVUu8gEQ21teFAxyMwvOiZhIvWNM=
-github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f h1:Y8xYupdHxryycyPlc9Y+bSQAYZnetRJ70VMVKm5CKI0=
-github.com/cncf/xds/go v0.0.0-20251022180443-0feb69152e9f/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
-github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
+github.com/cncf/xds/go v0.0.0-20260202195803-dba9d589def2 h1:aBangftG7EVZoUb69Os8IaYg++6uMOdKK83QtkkvJik=
+github.com/cncf/xds/go v0.0.0-20260202195803-dba9d589def2/go.mod h1:qwXFYgsP6T7XnJtbKlf1HP8AjxZZyzxMmc+Lq5GjlU4=
+github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/envoyproxy/go-control-plane v0.13.5-0.20251024222203-75eaa193e329 h1:K+fnvUM0VZ7ZFJf0n4L/BRlnsb9pL/GuDG6FqaH+PwM=
-github.com/envoyproxy/go-control-plane/envoy v1.35.0 h1:ixjkELDE+ru6idPxcHLj8LBVc2bFP7iBytj353BoHUo=
-github.com/envoyproxy/go-control-plane/envoy v1.35.0/go.mod h1:09qwbGVuSWWAyN5t/b3iyVfz5+z8QWGrzkoqm/8SbEs=
-github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfUKS7KJ7spH3d86P8=
-github.com/envoyproxy/protoc-gen-validate v1.2.1/go.mod h1:d/C80l/jxXLdfEIhX1W2TmLfsJ31lvEjwamM4DxlWXU=
+github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
+github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY=
+github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
+github.com/ebitengine/purego v0.10.0-alpha.4 h1:JzPbdf+cqbyT9sZtP4xnqelwUXwf7LvD8xKS6+ofTds=
+github.com/ebitengine/purego v0.10.0-alpha.4/go.mod h1:iIjxzd6CiRiOG0UyXP+V1+jWqUXVjPKLAI0mRfJZTmQ=
+github.com/envoyproxy/go-control-plane v0.14.0 h1:hbG2kr4RuFj222B6+7T83thSPqLjwBIfQawTkC++2HA=
+github.com/envoyproxy/go-control-plane v0.14.0/go.mod h1:NcS5X47pLl/hfqxU70yPwL9ZMkUlwlKxtAohpi2wBEU=
+github.com/envoyproxy/go-control-plane/envoy v1.36.0 h1:yg/JjO5E7ubRyKX3m07GF3reDNEnfOboJ0QySbH736g=
+github.com/envoyproxy/go-control-plane/envoy v1.36.0/go.mod h1:ty89S1YCCVruQAm9OtKeEkQLTb+Lkz0k8v9W0Oxsv98=
+github.com/envoyproxy/go-control-plane/ratelimit v0.1.0 h1:/G9QYbddjL25KvtKTv3an9lx6VBE2cnb8wp1vEGNYGI=
+github.com/envoyproxy/go-control-plane/ratelimit v0.1.0/go.mod h1:Wk+tMFAFbCXaJPzVVHnPgRKdUdwW/KdbRt94AzgRee4=
+github.com/envoyproxy/protoc-gen-validate v1.3.0 h1:TvGH1wof4H33rezVKWSpqKz5NXWg5VPuZ0uONDT6eb4=
+github.com/envoyproxy/protoc-gen-validate v1.3.0/go.mod h1:HvYl7zwPa5mffgyeTUHA9zHIH36nmrm7oCbo4YKoSWA=
 github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
 github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
+github.com/go-jose/go-jose/v4 v4.1.3 h1:CVLmWDhDVRa6Mi/IgCgaopNosCaHz7zrMeF9MlZRkrs=
+github.com/go-jose/go-jose/v4 v4.1.3/go.mod h1:x4oUasVrzR7071A4TnHLGSPpNOm2a21K9Kf04k1rs08=
 github.com/go-json-experiment/json v0.0.0-20251027170946-4849db3c2f7e h1:Lf/gRkoycfOBPa42vU2bbgPurFong6zXeFtPoxholzU=
 github.com/go-json-experiment/json v0.0.0-20251027170946-4849db3c2f7e/go.mod h1:uNVvRXArCGbZ508SxYYTC5v1JWoz2voff5pm25jU1Ok=
 github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
@@ -72,28 +123,51 @@ github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
 github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
 github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
+github.com/go-task/slim-sprig/v3 v3.0.0 h1:sUs3vkvUymDpBKi3qH1YSqBQk9+9D/8M2mN1vB6EwHI=
+github.com/go-task/slim-sprig/v3 v3.0.0/go.mod h1:W848ghGpv3Qj3dhTPRyJypKRiqCdHZiAzKg9hl15HA8=
 github.com/go-viper/mapstructure/v2 v2.5.0 h1:vM5IJoUAy3d7zRSVtIwQgBj7BiWtMPfmPEgAXnvj1Ro=
 github.com/go-viper/mapstructure/v2 v2.5.0/go.mod h1:oJDH3BJKyqBA2TXFhDsKDGDTlndYOZ6rGS0BRZIxGhM=
 github.com/goccy/go-yaml v1.19.2 h1:PmFC1S6h8ljIz6gMRBopkjP1TVT7xuwrButHID66PoM=
 github.com/goccy/go-yaml v1.19.2/go.mod h1:XBurs7gK8ATbW4ZPGKgcbrY1Br56PdM69F7LkFRi1kA=
-github.com/golang-jwt/jwt/v5 v5.2.1 h1:OuVbFODueb089Lh128TAcimifWaLhJwVflnrgM17wHk=
-github.com/golang-jwt/jwt/v5 v5.2.1/go.mod h1:pqrtFR0X4osieyHYxtmOUWsAWrfe1Q5UVIyoH402zdk=
+github.com/golang-jwt/jwt/v5 v5.3.0 h1:pv4AsKCKKZuqlgs5sUmn4x8UlGa0kEVt/puTpKx9vvo=
+github.com/golang-jwt/jwt/v5 v5.3.0/go.mod h1:fxCRLWMO43lRc8nhHWY6LGqRcf+1gQWArsqaEUEa5bE=
 github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
 github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
 github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
 github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
+github.com/google/gofuzz v1.0.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
+github.com/google/martian/v3 v3.3.3 h1:DIhPTQrbPkgs2yJYdXU/eNACCG5DVQjySNRNlflZ9Fc=
+github.com/google/martian/v3 v3.3.3/go.mod h1:iEPrYcgCF7jA9OtScMFQyAlZZ4YXTKEtJ1E6RWzmBA0=
+github.com/google/pprof v0.0.0-20250403155104-27863c87afa6 h1:BHT72Gu3keYf3ZEu2J0b1vyeLSOYI8bm5wbJM/8yDe8=
+github.com/google/pprof v0.0.0-20250403155104-27863c87afa6/go.mod h1:boTsfXsheKC2y+lKOCMpSfarhxDeIzfZG1jqGcPl3cA=
 github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
 github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.11 h1:vAe81Msw+8tKUxi2Dqh/NZMz7475yUvmRIkXr4oN2ao=
-github.com/googleapis/enterprise-certificate-proxy v0.3.11/go.mod h1:RFV7MUdlb7AgEq2v7FmMCfeSMCllAzWxFgRdusoGks8=
+github.com/googleapis/enterprise-certificate-proxy v0.3.12 h1:Fg+zsqzYEs1ZnvmcztTYxhgCBsx3eEhEwQ1W/lHq/sQ=
+github.com/googleapis/enterprise-certificate-proxy v0.3.12/go.mod h1:vqVt9yG9480NtzREnTlmGSBmFrA+bzb0yl0TxoBQXOg=
 github.com/googleapis/gax-go/v2 v2.17.0 h1:RksgfBpxqff0EZkDWYuz9q/uWsTVz+kf43LsZ1J6SMc=
 github.com/googleapis/gax-go/v2 v2.17.0/go.mod h1:mzaqghpQp4JDh3HvADwrat+6M3MOIDp5YKHhb9PAgDY=
 github.com/gorilla/websocket v1.5.3 h1:saDtZ6Pbx/0u+bgYQ3q96pZgCzfhKXGPqt7kZ72aNNg=
 github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.8 h1:NpbJl/eVbvrGE0MJ6X16X9SAifesl6Fwxg/YmCvubRI=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.8/go.mod h1:mi7YA+gCzVem12exXy46ZespvGtX/lZmD/RLnQhVW7U=
+github.com/hashicorp/aws-sdk-go-base/v2 v2.0.0-beta.70 h1:0HADrxxqaQkGycO1JoUUA+B4FnIkuo8d2bz/hSaTFFQ=
+github.com/hashicorp/aws-sdk-go-base/v2 v2.0.0-beta.70/go.mod h1:fm2FdDCzJdtbXF7WKAMvBb5NEPouXPHFbGNYs9ShFns=
+github.com/hashicorp/go-cleanhttp v0.5.2 h1:035FKYIWjmULyFRBKPs8TBQoi0x6d9G4xc9neXJWAZQ=
+github.com/hashicorp/go-cleanhttp v0.5.2/go.mod h1:kO/YDlP8L1346E6Sodw+PrpBSV4/SoxCXGY6BqNFT48=
+github.com/hashicorp/go-getter v1.8.4 h1:hGEd2xsuVKgwkMtPVufq73fAmZU/x65PPcqH3cb0D9A=
+github.com/hashicorp/go-getter v1.8.4/go.mod h1:x27pPGSg9kzoB147QXI8d/nDvp2IgYGcwuRjpaXE9Yg=
+github.com/hashicorp/go-version v1.8.0 h1:KAkNb1HAiZd1ukkxDFGmokVZe1Xy9HG6NUp+bPle2i4=
+github.com/hashicorp/go-version v1.8.0/go.mod h1:fltr4n8CU8Ke44wwGCBoEymUuxUHl09ZGVZPK5anwXA=
+github.com/hybridgroup/yzma v1.9.0 h1:iSXkgdlca2V+whBxiwarNCHSr/rgfsD3EYraO2Awh/c=
+github.com/hybridgroup/yzma v1.9.0/go.mod h1:gjqXCQrLTZgWli62IQ4bxsZA952SQh4ELTSpPbaisEg=
 github.com/joho/godotenv v1.5.1 h1:7eLL/+HRGLY0ldzfGMeQkb7vMd0as4CfYvUVzLqw0N0=
 github.com/joho/godotenv v1.5.1/go.mod h1:f4LDr5Voq0i2e/R5DDNOoa2zzDfwtkZa6DnEwAbqwq4=
+github.com/json-iterator/go v1.1.12 h1:PV8peI4a0ysnczrg+LtxykD8LfKY9ML6u2jnxaEnrnM=
+github.com/json-iterator/go v1.1.12/go.mod h1:e30LSqwooZae/UwlEbR2852Gd8hjQvJoHmT4TnhNGBo=
+github.com/jupiterrider/ffi v0.6.0 h1:UX378KcZvH5c8qgLi9KL/bL82SZTHdRspZ+jj7bvBng=
+github.com/jupiterrider/ffi v0.6.0/go.mod h1:PqZ5Go6X9by8CIXgfprxfMPYmn8oT5m2O7AA56s64bY=
 github.com/kaptinlin/go-i18n v0.2.8 h1:ODxZe3pnvW0B6lFK2gSZQoqmwQm15llvN4My5T4XoSc=
 github.com/kaptinlin/go-i18n v0.2.8/go.mod h1:VuJlI2EpoW+dxCM8GStCKW6jSSDPDEf8/pQE7H3efyQ=
 github.com/kaptinlin/jsonpointer v0.4.15 h1:rvq0lBgS2eEB3XVBUpLf1dDMus2B67II9k3ETr7Dob0=
@@ -102,24 +176,58 @@ github.com/kaptinlin/jsonschema v0.7.1 h1:SYnr1+T2mMN7wSoJHvnHawZ4pQSUqSH72yMElE
 github.com/kaptinlin/jsonschema v0.7.1/go.mod h1:r6pAMpgRZqHqE8C8cPhV5xsTS62/DCO1iFnAhNHX6EU=
 github.com/kaptinlin/messageformat-go v0.4.16 h1:vxPJ/onD5KFie7jj/Ow0TLPLeba8jSRELyZcPzHLH4E=
 github.com/kaptinlin/messageformat-go v0.4.16/go.mod h1:ntI3154RnqJgr7GaC+vZBnIExl2V3sv9selvRNNEM24=
+github.com/klauspost/compress v1.18.4 h1:RPhnKRAQ4Fh8zU2FY/6ZFDwTVTxgJ/EMydqSTzE9a2c=
+github.com/klauspost/compress v1.18.4/go.mod h1:R0h/fSBs8DE4ENlcrlib3PsXS61voFxhIs2DeRhCvJ4=
 github.com/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE=
 github.com/kr/pretty v0.3.1/go.mod h1:hoEshYVHaxMs3cyo3Yncou5ZscifuDolrwPKZanG3xk=
 github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
 github.com/kr/text v0.2.0/go.mod h1:eLer722TekiGuMkidMxC/pM04lWEeraHUUmBw8l2grE=
 github.com/kylelemons/godebug v1.1.0 h1:RPNrshWIDI6G2gRW9EHilWtl7Z6Sb1BR0xunSBf0SNc=
 github.com/kylelemons/godebug v1.1.0/go.mod h1:9/0rRGxNHcop5bhtWyNeEfOS8JIWk580+fNqagV/RAw=
+github.com/mitchellh/go-homedir v1.1.0 h1:lukF9ziXFxDFPkA1vsr5zpc1XuPDn/wFntq5mG+4E0Y=
+github.com/mitchellh/go-homedir v1.1.0/go.mod h1:SfyaCUpYCn1Vlf4IUYiD9fPX4A5wJrkLzIz1N1q0pr0=
+github.com/modern-go/concurrent v0.0.0-20180228061459-e0a39a4cb421/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
+github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd h1:TRLaZ9cD/w8PVh93nsPXa1VrQ6jlwL5oN8l14QlcNfg=
+github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
+github.com/modern-go/reflect2 v1.0.2 h1:xBagoLtFs94CBntxluKeaWgTMpvLxC4ur3nMaC9Gz0M=
+github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjYzDa0/r8luk=
+github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 h1:C3w9PqII01/Oq1c1nUAm88MOHcQC9l5mIlSMApZMrHA=
+github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822/go.mod h1:+n7T8mK8HuQTcFwEeznm/DIxMOiR9yIdICNftLE1DvQ=
+github.com/nikolalohinski/gonja/v2 v2.6.0 h1:IKGrHn3OnegccenPl4w4xf0gRkTqILx4R5X3KxZhPSY=
+github.com/nikolalohinski/gonja/v2 v2.6.0/go.mod h1:UIzXPVuOsr5h7dZ5DUbqk3/Z7oFA/NLGQGMjqT4L2aU=
+github.com/onsi/ginkgo/v2 v2.23.4 h1:ktYTpKJAVZnDT4VjxSbiBenUjmlL/5QkBEocaWXiQus=
+github.com/onsi/ginkgo/v2 v2.23.4/go.mod h1:Bt66ApGPBFzHyR+JO10Zbt0Gsp4uWxu5mIOTusL46e8=
+github.com/onsi/gomega v1.37.0 h1:CdEG8g0S133B4OswTDC/5XPSzE1OeP29QOioj2PID2Y=
+github.com/onsi/gomega v1.37.0/go.mod h1:8D9+Txp43QWKhM24yyOBEdpkzN8FvJyAwecBgsU4KU0=
 github.com/openai/openai-go/v2 v2.7.1 h1:/tfvTJhfv7hTSL8mWwc5VL4WLLSDL5yn9VqVykdu9r8=
 github.com/openai/openai-go/v2 v2.7.1/go.mod h1:jrJs23apqJKKbT+pqtFgNKpRju/KP9zpUTZhz3GElQE=
 github.com/pelletier/go-toml/v2 v2.2.4 h1:mye9XuhQ6gvn5h28+VilKrrPoQVanw5PMw/TB0t5Ec4=
 github.com/pelletier/go-toml/v2 v2.2.4/go.mod h1:2gIqNv+qfxSVS7cM2xJQKtLSTLUE9V8t9Stt+h56mCY=
 github.com/pkg/browser v0.0.0-20240102092130-5ac0b6a4141c h1:+mdjkGKdHQG3305AYmdv1U2eRNDiU2ErMBj1gwrq8eQ=
 github.com/pkg/browser v0.0.0-20240102092130-5ac0b6a4141c/go.mod h1:7rwL4CYBLnjLxUqIJNnCWiEdr3bn6IUYi15bNlnbCCU=
+github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
+github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 h1:GFCKgmp0tecUJ0sJuv4pzYCqS9+RGSn52M3FUwPs+uo=
 github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10/go.mod h1:t/avpk3KcrXxUnYOhZhMXJlSEyie6gQbtLq5NM3loB8=
-github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRIccs7FGNTlIRMkT8wgtp5eCXdBlqhYGL6U=
+github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/prometheus/client_golang v1.23.2 h1:Je96obch5RDVy3FDMndoUsjAhG5Edi49h0RJWRi/o0o=
+github.com/prometheus/client_golang v1.23.2/go.mod h1:Tb1a6LWHB3/SPIzCoaDXI4I8UHKeFTEQ1YCr+0Gyqmg=
+github.com/prometheus/client_model v0.6.2 h1:oBsgwpGs7iVziMvrGhE53c/GrLUsZdHnqNwqPLxwZyk=
+github.com/prometheus/client_model v0.6.2/go.mod h1:y3m2F6Gdpfy6Ut/GBsUqTWZqCUvMVzSfMLjcu6wAwpE=
+github.com/prometheus/common v0.67.5 h1:pIgK94WWlQt1WLwAC5j2ynLaBRDiinoAb86HZHTUGI4=
+github.com/prometheus/common v0.67.5/go.mod h1:SjE/0MzDEEAyrdr5Gqc6G+sXI67maCxzaT3A2+HqjUw=
+github.com/prometheus/procfs v0.19.2 h1:zUMhqEW66Ex7OXIiDkll3tl9a1ZdilUOd/F6ZXw4Vws=
+github.com/prometheus/procfs v0.19.2/go.mod h1:M0aotyiemPhBCM0z5w87kL22CxfcH05ZpYlu+b4J7mw=
 github.com/rogpeppe/go-internal v1.14.1 h1:UQB4HGPB6osV0SQTLymcB4TgvyWu6ZyliaW0tI/otEQ=
 github.com/rogpeppe/go-internal v1.14.1/go.mod h1:MaRKkUm5W0goXpeCfT7UZI6fk/L7L7so1lCWt35ZSgc=
+github.com/sirupsen/logrus v1.9.4 h1:TsZE7l11zFCLZnZ+teH4Umoq5BhEIfIzfRDZ1Uzql2w=
+github.com/sirupsen/logrus v1.9.4/go.mod h1:ftWc9WdOfJ0a92nsE2jF5u5ZwH8Bv2zdeOC42RjbV2g=
+github.com/spiffe/go-spiffe/v2 v2.6.0 h1:l+DolpxNWYgruGQVV0xsfeya3CsC7m8iBzDnMpsbLuo=
+github.com/spiffe/go-spiffe/v2 v2.6.0/go.mod h1:gm2SeUoMZEtpnzPNs2Csc0D/gX33k1xIx7lEzqblHEs=
+github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
+github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
 github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
 github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
 github.com/tidwall/gjson v1.14.2/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
@@ -132,48 +240,74 @@ github.com/tidwall/pretty v1.2.1 h1:qjsOFOWWQl+N3RsoF5/ssm1pHmJJwhjlSbZ51I6wMl4=
 github.com/tidwall/pretty v1.2.1/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhsoaGGjNU=
 github.com/tidwall/sjson v1.2.5 h1:kLy8mja+1c9jlljvWTlSazM7cKDRfJuR/bOJhcY5NcY=
 github.com/tidwall/sjson v1.2.5/go.mod h1:Fvgq9kS/6ociJEDnK0Fk1cpYF4FIW6ZF7LAe+6jwd28=
+github.com/ulikunitz/xz v0.5.15 h1:9DNdB5s+SgV3bQ2ApL10xRc35ck0DuIX/isZvIk+ubY=
+github.com/ulikunitz/xz v0.5.15/go.mod h1:nbz6k7qbPmH4IRqmfOplQw/tblSgqTqBwxkY0oWt/14=
 go.opentelemetry.io/auto/sdk v1.2.1 h1:jXsnJ4Lmnqd11kwkBV2LgLoFMZKizbCi5fNZ/ipaZ64=
 go.opentelemetry.io/auto/sdk v1.2.1/go.mod h1:KRTj+aOaElaLi+wW1kO/DZRXwkF4C5xPbEe3ZiIhN7Y=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 h1:q4XOmH/0opmeuJtPsbFNivyl7bCt7yRBbeEm2sC/XtQ=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0/go.mod h1:snMWehoOh2wsEwnvvwtDyFCxVeDAODenXHtn5vzrKjo=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 h1:F7Jx+6hwnZ41NSFTO5q4LYDtJRXBf2PD0rNBkeB/lus=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0/go.mod h1:UHB22Z8QsdRDrnAtX4PntOl36ajSxcdUMt1sF7Y6E7Q=
-go.opentelemetry.io/otel v1.39.0 h1:8yPrr/S0ND9QEfTfdP9V+SiwT4E0G7Y5MO7p85nis48=
-go.opentelemetry.io/otel v1.39.0/go.mod h1:kLlFTywNWrFyEdH0oj2xK0bFYZtHRYUdv1NklR/tgc8=
-go.opentelemetry.io/otel/metric v1.39.0 h1:d1UzonvEZriVfpNKEVmHXbdf909uGTOQjA0HF0Ls5Q0=
-go.opentelemetry.io/otel/metric v1.39.0/go.mod h1:jrZSWL33sD7bBxg1xjrqyDjnuzTUB0x1nBERXd7Ftcs=
-go.opentelemetry.io/otel/sdk v1.39.0 h1:nMLYcjVsvdui1B/4FRkwjzoRVsMK8uL/cj0OyhKzt18=
-go.opentelemetry.io/otel/sdk v1.39.0/go.mod h1:vDojkC4/jsTJsE+kh+LXYQlbL8CgrEcwmt1ENZszdJE=
-go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6qT5wthqPoM=
-go.opentelemetry.io/otel/sdk/metric v1.38.0/go.mod h1:dg9PBnW9XdQ1Hd6ZnRz689CbtrUp0wMMs9iPcgT9EZA=
-go.opentelemetry.io/otel/trace v1.39.0 h1:2d2vfpEDmCJ5zVYz7ijaJdOF59xLomrvj7bjt6/qCJI=
-go.opentelemetry.io/otel/trace v1.39.0/go.mod h1:88w4/PnZSazkGzz/w84VHpQafiU4EtqqlVdxWy+rNOA=
+go.opentelemetry.io/contrib/detectors/gcp v1.40.0 h1:Awaf8gmW99tZTOWqkLCOl6aw1/rxAWVlHsHIZ3fT2sA=
+go.opentelemetry.io/contrib/detectors/gcp v1.40.0/go.mod h1:99OY9ZCqyLkzJLTh5XhECpLRSxcZl+ZDKBEO+jMBFR4=
+go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.65.0 h1:XmiuHzgJt067+a6kwyAzkhXooYVv3/TOw9cM2VfJgUM=
+go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.65.0/go.mod h1:KDgtbWKTQs4bM+VPUr6WlL9m/WXcmkCcBlIzqxPGzmI=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.65.0 h1:7iP2uCb7sGddAr30RRS6xjKy7AZ2JtTOPA3oolgVSw8=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.65.0/go.mod h1:c7hN3ddxs/z6q9xwvfLPk+UHlWRQyaeR1LdgfL/66l0=
+go.opentelemetry.io/otel v1.40.0 h1:oA5YeOcpRTXq6NN7frwmwFR0Cn3RhTVZvXsP4duvCms=
+go.opentelemetry.io/otel v1.40.0/go.mod h1:IMb+uXZUKkMXdPddhwAHm6UfOwJyh4ct1ybIlV14J0g=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.40.0 h1:QKdN8ly8zEMrByybbQgv8cWBcdAarwmIPZ6FThrWXJs=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.40.0/go.mod h1:bTdK1nhqF76qiPoCCdyFIV+N/sRHYXYCTQc+3VCi3MI=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.40.0 h1:DvJDOPmSWQHWywQS6lKL+pb8s3gBLOZUtw4N+mavW1I=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.40.0/go.mod h1:EtekO9DEJb4/jRyN4v4Qjc2yA7AtfCBuz2FynRUWTXs=
+go.opentelemetry.io/otel/exporters/stdout/stdoutmetric v1.39.0 h1:5gn2urDL/FBnK8OkCfD1j3/ER79rUuTYmCvlXBKeYL8=
+go.opentelemetry.io/otel/exporters/stdout/stdoutmetric v1.39.0/go.mod h1:0fBG6ZJxhqByfFZDwSwpZGzJU671HkwpWaNe2t4VUPI=
+go.opentelemetry.io/otel/metric v1.40.0 h1:rcZe317KPftE2rstWIBitCdVp89A2HqjkxR3c11+p9g=
+go.opentelemetry.io/otel/metric v1.40.0/go.mod h1:ib/crwQH7N3r5kfiBZQbwrTge743UDc7DTFVZrrXnqc=
+go.opentelemetry.io/otel/sdk v1.40.0 h1:KHW/jUzgo6wsPh9At46+h4upjtccTmuZCFAc9OJ71f8=
+go.opentelemetry.io/otel/sdk v1.40.0/go.mod h1:Ph7EFdYvxq72Y8Li9q8KebuYUr2KoeyHx0DRMKrYBUE=
+go.opentelemetry.io/otel/sdk/metric v1.40.0 h1:mtmdVqgQkeRxHgRv4qhyJduP3fYJRMX4AtAlbuWdCYw=
+go.opentelemetry.io/otel/sdk/metric v1.40.0/go.mod h1:4Z2bGMf0KSK3uRjlczMOeMhKU2rhUqdWNoKcYrtcBPg=
+go.opentelemetry.io/otel/trace v1.40.0 h1:WA4etStDttCSYuhwvEa8OP8I5EWu24lkOzp+ZYblVjw=
+go.opentelemetry.io/otel/trace v1.40.0/go.mod h1:zeAhriXecNGP/s2SEG3+Y8X9ujcJOTqQ5RgdEJcawiA=
+go.opentelemetry.io/proto/otlp v1.9.0 h1:l706jCMITVouPOqEnii2fIAuO3IVGBRPV5ICjceRb/A=
+go.opentelemetry.io/proto/otlp v1.9.0/go.mod h1:xE+Cx5E/eEHw+ISFkwPLwCZefwVjY+pqKg1qcK03+/4=
+go.uber.org/automaxprocs v1.6.0 h1:O3y2/QNTOdbF+e/dpXNNW7Rx2hZ4sTIPyybbxyNqTUs=
+go.uber.org/automaxprocs v1.6.0/go.mod h1:ifeIMSnPZuznNm6jmdzmU3/bfk01Fe2fotchwEFJ8r8=
+go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
+go.uber.org/goleak v1.3.0/go.mod h1:CoHD4mav9JJNrW/WLlf7HGZPjdw8EucARQHekz1X6bE=
+go.yaml.in/yaml/v2 v2.4.3 h1:6gvOSjQoTB3vt1l+CU+tSyi/HOjfOjRLJ4YwYZGwRO0=
+go.yaml.in/yaml/v2 v2.4.3/go.mod h1:zSxWcmIDjOzPXpjlTTbAsKokqkDNAVtZO0WOMiT90s8=
 go.yaml.in/yaml/v4 v4.0.0-rc.3 h1:3h1fjsh1CTAPjW7q/EMe+C8shx5d8ctzZTrLcs/j8Go=
 go.yaml.in/yaml/v4 v4.0.0-rc.3/go.mod h1:aZqd9kCMsGL7AuUv/m/PvWLdg5sjJsZ4oHDEnfPPfY0=
-golang.org/x/crypto v0.47.0 h1:V6e3FRj+n4dbpw86FJ8Fv7XVOql7TEwpHapKoMJ/GO8=
-golang.org/x/crypto v0.47.0/go.mod h1:ff3Y9VzzKbwSSEzWqJsJVBnWmRwRSHt/6Op5n9bQc4A=
-golang.org/x/net v0.49.0 h1:eeHFmOGUTtaaPSGNmjBKpbng9MulQsJURQUAfUwY++o=
-golang.org/x/net v0.49.0/go.mod h1:/ysNB2EvaqvesRkuLAyjI1ycPZlQHM3q01F02UY/MV8=
+golang.org/x/crypto v0.48.0 h1:/VRzVqiRSggnhY7gNRxPauEQ5Drw9haKdM0jqfcCFts=
+golang.org/x/crypto v0.48.0/go.mod h1:r0kV5h3qnFPlQnBSrULhlsRfryS2pmewsg+XfMgkVos=
+golang.org/x/exp v0.0.0-20260212183809-81e46e3db34a h1:ovFr6Z0MNmU7nH8VaX5xqw+05ST2uO1exVfZPVqRC5o=
+golang.org/x/exp v0.0.0-20260212183809-81e46e3db34a/go.mod h1:K79w1Vqn7PoiZn+TkNpx3BUWUQksGO3JcVX6qIjytmA=
+golang.org/x/net v0.50.0 h1:ucWh9eiCGyDR3vtzso0WMQinm2Dnt8cFMuQa9K33J60=
+golang.org/x/net v0.50.0/go.mod h1:UgoSli3F/pBgdJBHCTc+tp3gmrU4XswgGRgtnwWTfyM=
 golang.org/x/oauth2 v0.35.0 h1:Mv2mzuHuZuY2+bkyWXIHMfhNdJAdwW3FuWeCPYN5GVQ=
 golang.org/x/oauth2 v0.35.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
 golang.org/x/sync v0.19.0 h1:vV+1eWNmZ5geRlYjzm2adRgW2/mcpevXNg50YZtPCE4=
 golang.org/x/sync v0.19.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
-golang.org/x/sys v0.40.0 h1:DBZZqJ2Rkml6QMQsZywtnjnnGvHza6BTfYFWY9kjEWQ=
-golang.org/x/sys v0.40.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/sys v0.41.0 h1:Ivj+2Cp/ylzLiEU89QhWblYnOE9zerudt9Ftecq2C6k=
+golang.org/x/sys v0.41.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
 golang.org/x/text v0.34.0 h1:oL/Qq0Kdaqxa1KbNeMKwQq0reLCCaFtqu2eNuSeNHbk=
 golang.org/x/text v0.34.0/go.mod h1:homfLqTYRFyVYemLBFl5GgL/DWEiH5wcsQ5gSh1yziA=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
+golang.org/x/tools v0.42.0 h1:uNgphsn75Tdz5Ji2q36v/nsFSfR/9BRFvqhGBaJGd5k=
+golang.org/x/tools v0.42.0/go.mod h1:Ma6lCIwGZvHK6XtgbswSoWroEkhugApmsXyrUmBhfr0=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
 gonum.org/v1/gonum v0.16.0/go.mod h1:fef3am4MQ93R2HHpKnLk4/Tbh/s0+wqD5nfa6Pnwy4E=
-google.golang.org/api v0.264.0 h1:+Fo3DQXBK8gLdf8rFZ3uLu39JpOnhvzJrLMQSoSYZJM=
-google.golang.org/api v0.264.0/go.mod h1:fAU1xtNNisHgOF5JooAs8rRaTkl2rT3uaoNGo9NS3R8=
+google.golang.org/api v0.266.0 h1:hco+oNCf9y7DmLeAtHJi/uBAY7n/7XC9mZPxu1ROiyk=
+google.golang.org/api v0.266.0/go.mod h1:Jzc0+ZfLnyvXma3UtaTl023TdhZu6OMBP9tJ+0EmFD0=
 google.golang.org/genai v1.46.0 h1:RSsfeMaV30m8PxLOW4RUIb5ybw+mw+UBf1vSpsQTQbE=
 google.golang.org/genai v1.46.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409 h1:H86B94AW+VfJWDqFeEbBPhEtHzJwJfTbgE2lZa54ZAQ=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20260128011058-8636f8732409/go.mod h1:j9x/tPzZkyxcgEFkiKEEGxfvyumM01BEtsW8xzOahRQ=
-google.golang.org/grpc v1.78.0 h1:K1XZG/yGDJnzMdd/uZHAkVqJE+xIDOcmdSFZkBUicNc=
-google.golang.org/grpc v1.78.0/go.mod h1:I47qjTo4OKbMkjA/aOOwxDIiPSBofUtQUI5EfpWvW7U=
+google.golang.org/genproto v0.0.0-20260209200024-4cfbd4190f57 h1:uZSB/r2MjH9IsqpG2vRNSV1Juteix90oHe8oTcLW9tk=
+google.golang.org/genproto v0.0.0-20260209200024-4cfbd4190f57/go.mod h1:nGuPfp0lnDJcJD0J47StV0Skgnw3qMSQhjsLKiejq5Y=
+google.golang.org/genproto/googleapis/api v0.0.0-20260209200024-4cfbd4190f57 h1:JLQynH/LBHfCTSbDWl+py8C+Rg/k1OVH3xfcaiANuF0=
+google.golang.org/genproto/googleapis/api v0.0.0-20260209200024-4cfbd4190f57/go.mod h1:kSJwQxqmFXeo79zOmbrALdflXQeAYcUbgS7PbpMknCY=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260209200024-4cfbd4190f57 h1:mWPCjDEyshlQYzBpMNHaEof6UX1PmHcaUODUywQ0uac=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260209200024-4cfbd4190f57/go.mod h1:j9x/tPzZkyxcgEFkiKEEGxfvyumM01BEtsW8xzOahRQ=
+google.golang.org/grpc v1.79.1 h1:zGhSi45ODB9/p3VAawt9a+O/MULLl9dpizzNNpq7flY=
+google.golang.org/grpc v1.79.1/go.mod h1:KmT0Kjez+0dde/v2j9vzwoAScgEPx/Bw1CYChhHLrHQ=
 google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
 google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=

providers/kronk/README.md 🔗

@@ -0,0 +1,26 @@
+# Kronk
+
+> [!IMPORTANT]
+> The Kronk provider for Fantasy is considered experimental!
+> The API and behavior can change until we consider it stable.
+
+[Kronk][kronk] is a Go package by [ArdanLabs][ardanlabs] that uses [yzma][yzma]
+under the hood to provide hardware accelerated local inference with
+[llama.cpp][llama.cpp] directly integrated into your applications.
+Kronk provides a high-level API that feels similar to using an OpenAI compatible
+API.
+
+When using the Kronk provider in Fantasy, you only need to specify the model you
+want to use and it'll be automatically downloaded in your machine and used for
+inference.
+
+To see which models are available for you, see the [Kronk Catalog][catalog].
+
+Examples on how to use it are available in [`examples/kronk`][examples].
+
+[kronk]: https://github.com/ardanlabs/kronk
+[ardanlabs]: https://github.com/ardanlabs
+[yzma]: https://github.com/hybridgroup/yzma
+[llama.cpp]: https://github.com/ggml-org/llama.cpp
+[catalog]: https://github.com/ardanlabs/kronk_catalogs
+[examples]: https://github.com/charmbracelet/fantasy/tree/main/examples/kronk

providers/kronk/kronk.go 🔗

@@ -0,0 +1,156 @@
+// Package kronk provides an implementation of the fantasy AI SDK for local
+// models using the Kronk SDK.
+package kronk
+
+import (
+	"context"
+	"fmt"
+	"sync"
+
+	"charm.land/fantasy"
+	"github.com/ardanlabs/kronk/sdk/kronk"
+	"github.com/ardanlabs/kronk/sdk/tools/catalog"
+	"github.com/ardanlabs/kronk/sdk/tools/libs"
+	"github.com/ardanlabs/kronk/sdk/tools/models"
+)
+
+const (
+	// Name is the name of the Kronk provider.
+	Name = "kronk"
+)
+
+type provider struct {
+	options options
+	mu      sync.Mutex
+	kronks  map[string]*kronk.Kronk
+}
+
+// New creates a new Kronk provider with the given options.
+func New(opts ...Option) (fantasy.Provider, error) {
+	providerOptions := options{
+		languageModelOptions: make([]LanguageModelOption, 0),
+	}
+
+	for _, o := range opts {
+		o(&providerOptions)
+	}
+
+	if providerOptions.name == "" {
+		providerOptions.name = Name
+	}
+
+	p := provider{
+		options: providerOptions,
+		kronks:  make(map[string]*kronk.Kronk),
+	}
+
+	return &p, nil
+}
+
+// Name implements fantasy.Provider.
+func (p *provider) Name() string {
+	return p.options.name
+}
+
+// LanguageModel implements fantasy.Provider.
+// The modelURL parameter should be a URL to a GGUF model file (e.g., from Hugging Face).
+func (p *provider) LanguageModel(ctx context.Context, modelURL string) (fantasy.LanguageModel, error) {
+	p.mu.Lock()
+	defer p.mu.Unlock()
+
+	if krn, ok := p.kronks[modelURL]; ok {
+		opts := append(p.options.languageModelOptions, WithLanguageModelObjectMode(p.options.objectMode))
+		return newLanguageModel(modelURL, p.options.name, krn, opts...), nil
+	}
+
+	mp, err := p.installSystem(ctx, modelURL)
+	if err != nil {
+		return nil, fmt.Errorf("failed to install system: %w", err)
+	}
+
+	krn, err := p.newKronk(mp)
+	if err != nil {
+		return nil, fmt.Errorf("failed to create kronk instance: %w", err)
+	}
+
+	p.kronks[modelURL] = krn
+
+	opts := append(p.options.languageModelOptions, WithLanguageModelObjectMode(p.options.objectMode))
+
+	return newLanguageModel(modelURL, p.options.name, krn, opts...), nil
+}
+
+// Close unloads all Kronk instances. Call this when done with the provider.
+func (p *provider) Close(ctx context.Context) error {
+	p.mu.Lock()
+	defer p.mu.Unlock()
+
+	var errs []error
+
+	for url, krn := range p.kronks {
+		if err := krn.Unload(ctx); err != nil {
+			errs = append(errs, fmt.Errorf("failed to unload model %s: %w", url, err))
+		}
+
+		delete(p.kronks, url)
+	}
+
+	if len(errs) > 0 {
+		return errs[0]
+	}
+
+	return nil
+}
+
+func (p *provider) installSystem(ctx context.Context, modelURL string) (models.Path, error) {
+	logger := p.options.logger
+	if logger == nil {
+		logger = func(context.Context, string, ...any) {}
+	}
+
+	lbs, err := libs.New()
+	if err != nil {
+		return models.Path{}, fmt.Errorf("unable to create libs: %w", err)
+	}
+
+	if _, err := lbs.Download(ctx, libs.Logger(logger)); err != nil {
+		return models.Path{}, fmt.Errorf("unable to install llama.cpp: %w", err)
+	}
+
+	ctlg, err := catalog.New()
+	if err != nil {
+		return models.Path{}, fmt.Errorf("unable to create catalog system: %w", err)
+	}
+
+	if err := ctlg.Download(ctx); err != nil {
+		return models.Path{}, fmt.Errorf("unable to download catalog: %w", err)
+	}
+
+	mdls, err := models.New()
+	if err != nil {
+		return models.Path{}, fmt.Errorf("unable to create models: %w", err)
+	}
+
+	mp, err := mdls.Download(ctx, models.Logger(logger), modelURL, "")
+	if err != nil {
+		return models.Path{}, fmt.Errorf("unable to install model: %w", err)
+	}
+
+	return mp, nil
+}
+
+func (p *provider) newKronk(mp models.Path) (*kronk.Kronk, error) {
+	if err := kronk.Init(); err != nil {
+		return nil, fmt.Errorf("unable to init kronk: %w", err)
+	}
+
+	cfg := p.options.modelConfig
+	cfg.ModelFiles = mp.ModelFiles
+
+	krn, err := kronk.New(cfg)
+	if err != nil {
+		return nil, fmt.Errorf("unable to create inference model: %w", err)
+	}
+
+	return krn, nil
+}

providers/kronk/language_model.go 🔗

@@ -0,0 +1,669 @@
+package kronk
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"io"
+
+	"charm.land/fantasy"
+	"charm.land/fantasy/object"
+	"github.com/ardanlabs/kronk/sdk/kronk"
+	"github.com/ardanlabs/kronk/sdk/kronk/model"
+	xjson "github.com/charmbracelet/x/json"
+	"github.com/google/uuid"
+)
+
+type languageModel struct {
+	provider            string
+	modelID             string
+	kronk               *kronk.Kronk
+	objectMode          fantasy.ObjectMode
+	prepareCallFunc     LanguageModelPrepareCallFunc
+	mapFinishReasonFunc LanguageModelMapFinishReasonFunc
+	toPromptFunc        LanguageModelToPromptFunc
+}
+
+// LanguageModelOption is a function that configures a languageModel.
+type LanguageModelOption func(*languageModel)
+
+// WithLanguageModelPrepareCallFunc sets the prepare call function for the language model.
+func WithLanguageModelPrepareCallFunc(fn LanguageModelPrepareCallFunc) LanguageModelOption {
+	return func(l *languageModel) {
+		l.prepareCallFunc = fn
+	}
+}
+
+// WithLanguageModelMapFinishReasonFunc sets the map finish reason function for the language model.
+func WithLanguageModelMapFinishReasonFunc(fn LanguageModelMapFinishReasonFunc) LanguageModelOption {
+	return func(l *languageModel) {
+		l.mapFinishReasonFunc = fn
+	}
+}
+
+// WithLanguageModelToPromptFunc sets the to prompt function for the language model.
+func WithLanguageModelToPromptFunc(fn LanguageModelToPromptFunc) LanguageModelOption {
+	return func(l *languageModel) {
+		l.toPromptFunc = fn
+	}
+}
+
+// WithLanguageModelObjectMode sets the object generation mode.
+func WithLanguageModelObjectMode(om fantasy.ObjectMode) LanguageModelOption {
+	return func(l *languageModel) {
+		l.objectMode = om
+	}
+}
+
+func newLanguageModel(modelID string, provider string, krn *kronk.Kronk, opts ...LanguageModelOption) *languageModel {
+	lm := languageModel{
+		modelID:             modelID,
+		provider:            provider,
+		kronk:               krn,
+		objectMode:          fantasy.ObjectModeAuto,
+		prepareCallFunc:     DefaultPrepareCallFunc,
+		mapFinishReasonFunc: DefaultMapFinishReasonFunc,
+		toPromptFunc:        DefaultToPrompt,
+	}
+
+	for _, o := range opts {
+		o(&lm)
+	}
+
+	return &lm
+}
+
+type streamToolCall struct {
+	id          string
+	name        string
+	arguments   string
+	hasFinished bool
+}
+
+// Model implements fantasy.LanguageModel.
+func (l *languageModel) Model() string {
+	return l.modelID
+}
+
+// Provider implements fantasy.LanguageModel.
+func (l *languageModel) Provider() string {
+	return l.provider
+}
+
+func (l *languageModel) prepareDocument(call fantasy.Call) (model.D, []fantasy.CallWarning, error) {
+	messages, warnings := l.toPromptFunc(call.Prompt, l.provider, l.modelID)
+
+	if call.TopK != nil {
+		warnings = append(warnings, fantasy.CallWarning{
+			Type:    fantasy.CallWarningTypeUnsupportedSetting,
+			Setting: "top_k",
+		})
+	}
+
+	d := model.D{
+		"messages": messages,
+	}
+
+	if call.MaxOutputTokens != nil {
+		d["max_tokens"] = *call.MaxOutputTokens
+	}
+
+	if call.Temperature != nil {
+		d["temperature"] = *call.Temperature
+	}
+
+	if call.TopP != nil {
+		d["top_p"] = *call.TopP
+	}
+
+	if call.FrequencyPenalty != nil {
+		warnings = append(warnings, fantasy.CallWarning{
+			Type:    fantasy.CallWarningTypeUnsupportedSetting,
+			Setting: "frequency_penalty",
+			Details: "frequency_penalty is not supported by Kronk",
+		})
+	}
+
+	if call.PresencePenalty != nil {
+		warnings = append(warnings, fantasy.CallWarning{
+			Type:    fantasy.CallWarningTypeUnsupportedSetting,
+			Setting: "presence_penalty",
+			Details: "presence_penalty is not supported by Kronk",
+		})
+	}
+
+	optionsWarnings, err := l.prepareCallFunc(l, d, call)
+	if err != nil {
+		return nil, nil, err
+	}
+
+	if len(optionsWarnings) > 0 {
+		warnings = append(warnings, optionsWarnings...)
+	}
+
+	if len(call.Tools) > 0 {
+		tools, toolWarnings := toKronkTools(call.Tools)
+		d["tools"] = tools
+		warnings = append(warnings, toolWarnings...)
+	}
+
+	return d, warnings, nil
+}
+
+// Generate implements fantasy.LanguageModel.
+func (l *languageModel) Generate(ctx context.Context, call fantasy.Call) (*fantasy.Response, error) {
+	d, warnings, err := l.prepareDocument(call)
+	if err != nil {
+		return nil, err
+	}
+
+	ch, err := l.kronk.ChatStreaming(ctx, d)
+	if err != nil {
+		return nil, toProviderErr(err)
+	}
+
+	var lastResponse model.ChatResponse
+	var fullContent string
+
+	for resp := range ch {
+		lastResponse = resp
+
+		if len(resp.Choice) > 0 && resp.Choice[0].Delta != nil {
+			switch resp.Choice[0].FinishReason() {
+			case model.FinishReasonError:
+				return nil, &fantasy.Error{Title: "model error", Message: resp.Choice[0].Delta.Content}
+
+			case model.FinishReasonStop, model.FinishReasonTool:
+				// Final response already contains full accumulated content in Delta.Content,
+				// so we use it directly instead of continuing to accumulate.
+				fullContent = resp.Choice[0].Delta.Content
+
+			default:
+				fullContent += resp.Choice[0].Delta.Content
+			}
+		}
+	}
+
+	if len(lastResponse.Choice) == 0 {
+		return nil, &fantasy.Error{Title: "no response", Message: "no response generated"}
+	}
+
+	choice := lastResponse.Choice[0]
+	var content []fantasy.Content
+	if choice.Delta != nil {
+		content = make([]fantasy.Content, 0, 1+len(choice.Delta.ToolCalls))
+	}
+
+	if fullContent != "" {
+		content = append(content, fantasy.TextContent{
+			Text: fullContent,
+		})
+	}
+
+	if choice.Delta != nil {
+		for _, tc := range choice.Delta.ToolCalls {
+			// Marshal the underlying map directly, not the ToolCallArguments type
+			// which has a custom MarshalJSON that double-encodes to a JSON string.
+			argsJSON, _ := json.Marshal(map[string]any(tc.Function.Arguments))
+
+			content = append(content, fantasy.ToolCallContent{
+				ProviderExecuted: false,
+				ToolCallID:       tc.ID,
+				ToolName:         tc.Function.Name,
+				Input:            string(argsJSON),
+			})
+		}
+	}
+
+	usage := fantasy.Usage{}
+	if lastResponse.Usage != nil {
+		usage = fantasy.Usage{
+			InputTokens:     int64(lastResponse.Usage.PromptTokens),
+			OutputTokens:    int64(lastResponse.Usage.CompletionTokens),
+			TotalTokens:     int64(lastResponse.Usage.PromptTokens + lastResponse.Usage.CompletionTokens),
+			ReasoningTokens: int64(lastResponse.Usage.ReasoningTokens),
+		}
+	}
+
+	mappedFinishReason := l.mapFinishReasonFunc(choice.FinishReason())
+	if choice.Delta != nil && len(choice.Delta.ToolCalls) > 0 {
+		mappedFinishReason = fantasy.FinishReasonToolCalls
+	}
+
+	providerMetadata := fantasy.ProviderMetadata{}
+	if lastResponse.Usage != nil {
+		providerMetadata = fantasy.ProviderMetadata{
+			Name: &ProviderMetadata{
+				TokensPerSecond: lastResponse.Usage.TokensPerSecond,
+				OutputTokens:    int64(lastResponse.Usage.OutputTokens),
+			},
+		}
+	}
+
+	resp := fantasy.Response{
+		Content:          content,
+		Usage:            usage,
+		FinishReason:     mappedFinishReason,
+		ProviderMetadata: providerMetadata,
+		Warnings:         warnings,
+	}
+
+	return &resp, nil
+}
+
+// Stream implements fantasy.LanguageModel.
+func (l *languageModel) Stream(ctx context.Context, call fantasy.Call) (fantasy.StreamResponse, error) {
+	d, warnings, err := l.prepareDocument(call)
+	if err != nil {
+		return nil, err
+	}
+
+	ch, err := l.kronk.ChatStreaming(ctx, d)
+	if err != nil {
+		return nil, toProviderErr(err)
+	}
+
+	isActiveText := false
+	isActiveReasoning := false
+	toolCalls := make(map[int]streamToolCall)
+
+	providerMetadata := fantasy.ProviderMetadata{
+		Name: &ProviderMetadata{},
+	}
+
+	var usage fantasy.Usage
+	var finishReason string
+
+	return func(yield func(fantasy.StreamPart) bool) {
+		if len(warnings) > 0 {
+			if !yield(fantasy.StreamPart{
+				Type:     fantasy.StreamPartTypeWarnings,
+				Warnings: warnings,
+			}) {
+				return
+			}
+		}
+
+		toolIndex := 0
+		for resp := range ch {
+			if len(resp.Choice) == 0 {
+				continue
+			}
+
+			choice := resp.Choice[0]
+			if choice.Delta == nil {
+				continue
+			}
+
+			if resp.Usage != nil {
+				usage = fantasy.Usage{
+					InputTokens:     int64(resp.Usage.PromptTokens),
+					OutputTokens:    int64(resp.Usage.CompletionTokens),
+					TotalTokens:     int64(resp.Usage.PromptTokens + resp.Usage.CompletionTokens),
+					ReasoningTokens: int64(resp.Usage.ReasoningTokens),
+				}
+
+				if pm, ok := providerMetadata[Name]; ok {
+					if metadata, ok := pm.(*ProviderMetadata); ok {
+						metadata.TokensPerSecond = resp.Usage.TokensPerSecond
+						metadata.OutputTokens = int64(resp.Usage.OutputTokens)
+					}
+				}
+			}
+
+			if choice.FinishReason() != "" {
+				finishReason = choice.FinishReason()
+			}
+
+			switch choice.FinishReason() {
+			case model.FinishReasonError:
+				yield(fantasy.StreamPart{
+					Type:  fantasy.StreamPartTypeError,
+					Error: &fantasy.Error{Title: "model error", Message: choice.Delta.Content},
+				})
+				return
+
+			case model.FinishReasonTool:
+				if isActiveReasoning {
+					isActiveReasoning = false
+					if !yield(fantasy.StreamPart{
+						Type: fantasy.StreamPartTypeReasoningEnd,
+						ID:   "reasoning-0",
+					}) {
+						return
+					}
+				}
+
+				if isActiveText {
+					isActiveText = false
+					if !yield(fantasy.StreamPart{
+						Type: fantasy.StreamPartTypeTextEnd,
+						ID:   "0",
+					}) {
+						return
+					}
+				}
+
+				for _, tc := range choice.Delta.ToolCalls {
+					argsJSON, _ := json.Marshal(map[string]any(tc.Function.Arguments))
+					argsStr := string(argsJSON)
+
+					toolID := tc.ID
+					if toolID == "" {
+						toolID = uuid.NewString()
+					}
+
+					if !yield(fantasy.StreamPart{
+						Type:         fantasy.StreamPartTypeToolInputStart,
+						ID:           toolID,
+						ToolCallName: tc.Function.Name,
+					}) {
+						return
+					}
+
+					if !yield(fantasy.StreamPart{
+						Type:  fantasy.StreamPartTypeToolInputDelta,
+						ID:    toolID,
+						Delta: argsStr,
+					}) {
+						return
+					}
+
+					if !yield(fantasy.StreamPart{
+						Type: fantasy.StreamPartTypeToolInputEnd,
+						ID:   toolID,
+					}) {
+						return
+					}
+
+					if !yield(fantasy.StreamPart{
+						Type:          fantasy.StreamPartTypeToolCall,
+						ID:            toolID,
+						ToolCallName:  tc.Function.Name,
+						ToolCallInput: argsStr,
+					}) {
+						return
+					}
+
+					toolCalls[toolIndex] = streamToolCall{
+						id:          toolID,
+						name:        tc.Function.Name,
+						arguments:   argsStr,
+						hasFinished: true,
+					}
+					toolIndex++
+				}
+
+			default:
+				if choice.Delta.Reasoning != "" {
+					if !isActiveReasoning {
+						isActiveReasoning = true
+						if !yield(fantasy.StreamPart{
+							Type: fantasy.StreamPartTypeReasoningStart,
+							ID:   "reasoning-0",
+						}) {
+							return
+						}
+					}
+
+					if !yield(fantasy.StreamPart{
+						Type:  fantasy.StreamPartTypeReasoningDelta,
+						ID:    "reasoning-0",
+						Delta: choice.Delta.Reasoning,
+					}) {
+						return
+					}
+				}
+
+				hasToolCalls := len(choice.Delta.ToolCalls) > 0
+				hasContent := choice.Delta.Content != ""
+
+				if isActiveReasoning && (hasContent || hasToolCalls) {
+					isActiveReasoning = false
+					if !yield(fantasy.StreamPart{
+						Type: fantasy.StreamPartTypeReasoningEnd,
+						ID:   "reasoning-0",
+					}) {
+						return
+					}
+				}
+
+				if hasContent {
+					if !isActiveText {
+						isActiveText = true
+						if !yield(fantasy.StreamPart{
+							Type: fantasy.StreamPartTypeTextStart,
+							ID:   "0",
+						}) {
+							return
+						}
+					}
+
+					if !yield(fantasy.StreamPart{
+						Type:  fantasy.StreamPartTypeTextDelta,
+						ID:    "0",
+						Delta: choice.Delta.Content,
+					}) {
+						return
+					}
+				}
+
+				if hasToolCalls && isActiveText {
+					isActiveText = false
+					if !yield(fantasy.StreamPart{
+						Type: fantasy.StreamPartTypeTextEnd,
+						ID:   "0",
+					}) {
+						return
+					}
+				}
+
+				for _, tc := range choice.Delta.ToolCalls {
+					argsJSON, _ := json.Marshal(map[string]any(tc.Function.Arguments))
+					argsStr := string(argsJSON)
+
+					switch existingTC, ok := toolCalls[toolIndex]; ok {
+					case true:
+						if existingTC.hasFinished {
+							continue
+						}
+
+						existingTC.arguments += argsStr
+
+						if !yield(fantasy.StreamPart{
+							Type:  fantasy.StreamPartTypeToolInputDelta,
+							ID:    existingTC.id,
+							Delta: argsStr,
+						}) {
+							return
+						}
+
+						toolCalls[toolIndex] = existingTC
+
+						if xjson.IsValid(existingTC.arguments) {
+							if !yield(fantasy.StreamPart{
+								Type: fantasy.StreamPartTypeToolInputEnd,
+								ID:   existingTC.id,
+							}) {
+								return
+							}
+
+							if !yield(fantasy.StreamPart{
+								Type:          fantasy.StreamPartTypeToolCall,
+								ID:            existingTC.id,
+								ToolCallName:  existingTC.name,
+								ToolCallInput: existingTC.arguments,
+							}) {
+								return
+							}
+
+							existingTC.hasFinished = true
+							toolCalls[toolIndex] = existingTC
+						}
+
+					case false:
+						toolID := tc.ID
+						if toolID == "" {
+							toolID = uuid.NewString()
+						}
+
+						if !yield(fantasy.StreamPart{
+							Type:         fantasy.StreamPartTypeToolInputStart,
+							ID:           toolID,
+							ToolCallName: tc.Function.Name,
+						}) {
+							return
+						}
+
+						toolCalls[toolIndex] = streamToolCall{
+							id:        toolID,
+							name:      tc.Function.Name,
+							arguments: argsStr,
+						}
+
+						if argsStr != "" && argsStr != "null" {
+							if !yield(fantasy.StreamPart{
+								Type:  fantasy.StreamPartTypeToolInputDelta,
+								ID:    toolID,
+								Delta: argsStr,
+							}) {
+								return
+							}
+
+							if xjson.IsValid(argsStr) {
+								if !yield(fantasy.StreamPart{
+									Type: fantasy.StreamPartTypeToolInputEnd,
+									ID:   toolID,
+								}) {
+									return
+								}
+
+								if !yield(fantasy.StreamPart{
+									Type:          fantasy.StreamPartTypeToolCall,
+									ID:            toolID,
+									ToolCallName:  tc.Function.Name,
+									ToolCallInput: argsStr,
+								}) {
+									return
+								}
+
+								stc := toolCalls[toolIndex]
+								stc.hasFinished = true
+								toolCalls[toolIndex] = stc
+							}
+						}
+
+						toolIndex++
+					}
+				}
+			}
+		}
+
+		if isActiveReasoning {
+			if !yield(fantasy.StreamPart{
+				Type: fantasy.StreamPartTypeReasoningEnd,
+				ID:   "reasoning-0",
+			}) {
+				return
+			}
+		}
+
+		if isActiveText {
+			if !yield(fantasy.StreamPart{
+				Type: fantasy.StreamPartTypeTextEnd,
+				ID:   "0",
+			}) {
+				return
+			}
+		}
+
+		mappedFinishReason := l.mapFinishReasonFunc(finishReason)
+		if len(toolCalls) > 0 {
+			mappedFinishReason = fantasy.FinishReasonToolCalls
+		}
+
+		yield(fantasy.StreamPart{
+			Type:             fantasy.StreamPartTypeFinish,
+			Usage:            usage,
+			FinishReason:     mappedFinishReason,
+			ProviderMetadata: providerMetadata,
+		})
+	}, nil
+}
+
+// GenerateObject implements fantasy.LanguageModel.
+func (l *languageModel) GenerateObject(ctx context.Context, call fantasy.ObjectCall) (*fantasy.ObjectResponse, error) {
+	switch l.objectMode {
+	case fantasy.ObjectModeText:
+		return object.GenerateWithText(ctx, l, call)
+
+	case fantasy.ObjectModeTool:
+		return object.GenerateWithTool(ctx, l, call)
+
+	default:
+		return object.GenerateWithTool(ctx, l, call)
+	}
+}
+
+// StreamObject implements fantasy.LanguageModel.
+func (l *languageModel) StreamObject(ctx context.Context, call fantasy.ObjectCall) (fantasy.ObjectStreamResponse, error) {
+	switch l.objectMode {
+	case fantasy.ObjectModeTool:
+		return object.StreamWithTool(ctx, l, call)
+
+	case fantasy.ObjectModeText:
+		return object.StreamWithText(ctx, l, call)
+
+	default:
+		return object.StreamWithTool(ctx, l, call)
+	}
+}
+
+func toKronkTools(tools []fantasy.Tool) ([]model.D, []fantasy.CallWarning) {
+	var kronkTools []model.D
+	var warnings []fantasy.CallWarning
+
+	for _, tool := range tools {
+		if tool.GetType() == fantasy.ToolTypeFunction {
+			ft, ok := tool.(fantasy.FunctionTool)
+			if !ok {
+				continue
+			}
+
+			kronkTools = append(kronkTools, model.D{
+				"type": "function",
+				"function": model.D{
+					"name":        ft.Name,
+					"description": ft.Description,
+					"parameters":  ft.InputSchema,
+				},
+			})
+
+			continue
+		}
+
+		warnings = append(warnings, fantasy.CallWarning{
+			Type:    fantasy.CallWarningTypeUnsupportedTool,
+			Tool:    tool,
+			Message: "tool is not supported",
+		})
+	}
+
+	return kronkTools, warnings
+}
+
+func toProviderErr(err error) error {
+	if err == nil {
+		return nil
+	}
+
+	if errors.Is(err, io.EOF) {
+		return nil
+	}
+
+	return &fantasy.ProviderError{
+		Title:   "kronk error",
+		Message: err.Error(),
+		Cause:   err,
+	}
+}

providers/kronk/language_model_hooks.go 🔗

@@ -0,0 +1,269 @@
+package kronk
+
+import (
+	"encoding/base64"
+	"fmt"
+	"strings"
+
+	"charm.land/fantasy"
+	"github.com/ardanlabs/kronk/sdk/kronk/model"
+)
+
+// LanguageModelPrepareCallFunc is a function that prepares the call for the language model.
+type LanguageModelPrepareCallFunc func(lm fantasy.LanguageModel, d model.D, call fantasy.Call) ([]fantasy.CallWarning, error)
+
+// LanguageModelMapFinishReasonFunc is a function that maps the finish reason for the language model.
+type LanguageModelMapFinishReasonFunc func(finishReason string) fantasy.FinishReason
+
+// LanguageModelToPromptFunc is a function that handles converting fantasy prompts to Kronk SDK messages.
+type LanguageModelToPromptFunc func(prompt fantasy.Prompt, provider, modelID string) ([]model.D, []fantasy.CallWarning)
+
+// DefaultPrepareCallFunc is the default implementation for preparing a call to the language model.
+func DefaultPrepareCallFunc(_ fantasy.LanguageModel, d model.D, call fantasy.Call) ([]fantasy.CallWarning, error) {
+	if call.ProviderOptions == nil {
+		return nil, nil
+	}
+
+	var warnings []fantasy.CallWarning
+	providerOptions := &ProviderOptions{}
+	if v, ok := call.ProviderOptions[Name]; ok {
+		providerOptions, ok = v.(*ProviderOptions)
+		if !ok {
+			return nil, &fantasy.Error{Title: "invalid argument", Message: "kronk provider options should be *kronk.ProviderOptions"}
+		}
+	}
+
+	if providerOptions.TopK != nil {
+		d["top_k"] = *providerOptions.TopK
+	}
+
+	if providerOptions.RepeatPenalty != nil {
+		d["repeat_penalty"] = *providerOptions.RepeatPenalty
+	}
+
+	if providerOptions.Seed != nil {
+		d["seed"] = *providerOptions.Seed
+	}
+
+	if providerOptions.MinP != nil {
+		d["min_p"] = *providerOptions.MinP
+	}
+
+	if providerOptions.NumPredict != nil {
+		d["num_predict"] = *providerOptions.NumPredict
+	}
+
+	if providerOptions.Stop != nil {
+		d["stop"] = providerOptions.Stop
+	}
+
+	return warnings, nil
+}
+
+// DefaultMapFinishReasonFunc is the default implementation for mapping finish reasons.
+func DefaultMapFinishReasonFunc(finishReason string) fantasy.FinishReason {
+	switch finishReason {
+	case string(model.FinishReasonStop):
+		return fantasy.FinishReasonStop
+
+	case string(model.FinishReasonTool):
+		return fantasy.FinishReasonToolCalls
+
+	case string(model.FinishReasonError):
+		return fantasy.FinishReasonError
+
+	default:
+		return fantasy.FinishReasonUnknown
+	}
+}
+
+// DefaultToPrompt is the default implementation for converting fantasy prompts to Kronk SDK messages.
+func DefaultToPrompt(prompt fantasy.Prompt, _ string, _ string) ([]model.D, []fantasy.CallWarning) {
+	var messages []model.D
+	var warnings []fantasy.CallWarning
+
+	for _, msg := range prompt {
+		switch msg.Role {
+		case fantasy.MessageRoleSystem:
+			for _, c := range msg.Content {
+				if c.GetType() == fantasy.ContentTypeText {
+					textPart, ok := fantasy.AsMessagePart[fantasy.TextPart](c)
+					if !ok {
+						warnings = append(warnings, fantasy.CallWarning{
+							Type:    fantasy.CallWarningTypeOther,
+							Message: "system message text part does not have the right type",
+						})
+
+						continue
+					}
+
+					messages = append(messages, model.TextMessage(model.RoleSystem, textPart.Text))
+				}
+			}
+
+		case fantasy.MessageRoleUser:
+			var content []model.D
+			for _, c := range msg.Content {
+				switch c.GetType() {
+				case fantasy.ContentTypeText:
+					textPart, ok := fantasy.AsMessagePart[fantasy.TextPart](c)
+					if !ok {
+						warnings = append(warnings, fantasy.CallWarning{
+							Type:    fantasy.CallWarningTypeOther,
+							Message: "user message text part does not have the right type",
+						})
+
+						continue
+					}
+
+					content = append(content, model.D{
+						"type": "text",
+						"text": textPart.Text,
+					})
+
+				case fantasy.ContentTypeFile:
+					filePart, ok := fantasy.AsMessagePart[fantasy.FilePart](c)
+					if !ok {
+						warnings = append(warnings, fantasy.CallWarning{
+							Type:    fantasy.CallWarningTypeOther,
+							Message: "user message file part does not have the right type",
+						})
+
+						continue
+					}
+
+					switch {
+					case strings.HasPrefix(filePart.MediaType, "image/"):
+						base64Encoded := base64.StdEncoding.EncodeToString(filePart.Data)
+						data := "data:" + filePart.MediaType + ";base64," + base64Encoded
+						content = append(content, model.D{
+							"type": "image_url",
+							"image_url": model.D{
+								"url": data,
+							},
+						})
+
+					default:
+						warnings = append(warnings, fantasy.CallWarning{
+							Type:    fantasy.CallWarningTypeOther,
+							Message: fmt.Sprintf("file part media type %s not supported", filePart.MediaType),
+						})
+					}
+				}
+			}
+
+			switch {
+			case len(content) == 1 && content[0]["type"] == "text":
+				messages = append(messages, model.TextMessage(model.RoleUser, content[0]["text"].(string)))
+
+			case len(content) > 0:
+				messages = append(messages, model.D{
+					"role":    model.RoleUser,
+					"content": content,
+				})
+			}
+
+		case fantasy.MessageRoleAssistant:
+			var textContent string
+			var toolCalls []model.D
+
+			for _, c := range msg.Content {
+				switch c.GetType() {
+				case fantasy.ContentTypeText:
+					textPart, ok := fantasy.AsMessagePart[fantasy.TextPart](c)
+					if !ok {
+						warnings = append(warnings, fantasy.CallWarning{
+							Type:    fantasy.CallWarningTypeOther,
+							Message: "assistant message text part does not have the right type",
+						})
+
+						continue
+					}
+
+					textContent += textPart.Text
+
+				case fantasy.ContentTypeToolCall:
+					toolCallPart, ok := fantasy.AsMessagePart[fantasy.ToolCallPart](c)
+					if !ok {
+						warnings = append(warnings, fantasy.CallWarning{
+							Type:    fantasy.CallWarningTypeOther,
+							Message: "assistant message tool part does not have the right type",
+						})
+
+						continue
+					}
+
+					toolCalls = append(toolCalls, model.D{
+						"id":   toolCallPart.ToolCallID,
+						"type": "function",
+						"function": model.D{
+							"name":      toolCallPart.ToolName,
+							"arguments": toolCallPart.Input,
+						},
+					})
+				}
+			}
+
+			assistantMsg := model.D{
+				"role": model.RoleAssistant,
+			}
+
+			if textContent != "" {
+				assistantMsg["content"] = textContent
+			}
+
+			if len(toolCalls) > 0 {
+				assistantMsg["tool_calls"] = toolCalls
+			}
+
+			if textContent != "" || len(toolCalls) > 0 {
+				messages = append(messages, assistantMsg)
+			}
+
+		case fantasy.MessageRoleTool:
+			for _, c := range msg.Content {
+				if c.GetType() != fantasy.ContentTypeToolResult {
+					warnings = append(warnings, fantasy.CallWarning{
+						Type:    fantasy.CallWarningTypeOther,
+						Message: "tool message can only have tool result content",
+					})
+
+					continue
+				}
+
+				toolResultPart, ok := fantasy.AsMessagePart[fantasy.ToolResultPart](c)
+				if !ok {
+					warnings = append(warnings, fantasy.CallWarning{
+						Type:    fantasy.CallWarningTypeOther,
+						Message: "tool message result part does not have the right type",
+					})
+
+					continue
+				}
+
+				var resultContent string
+				switch toolResultPart.Output.GetType() {
+				case fantasy.ToolResultContentTypeText:
+					output, ok := fantasy.AsToolResultOutputType[fantasy.ToolResultOutputContentText](toolResultPart.Output)
+					if ok {
+						resultContent = output.Text
+					}
+
+				case fantasy.ToolResultContentTypeError:
+					output, ok := fantasy.AsToolResultOutputType[fantasy.ToolResultOutputContentError](toolResultPart.Output)
+					if ok {
+						resultContent = output.Error.Error()
+					}
+				}
+
+				messages = append(messages, model.D{
+					"role":         "tool",
+					"content":      resultContent,
+					"tool_call_id": toolResultPart.ToolCallID,
+				})
+			}
+		}
+	}
+
+	return messages, warnings
+}

providers/kronk/options.go 🔗

@@ -0,0 +1,71 @@
+package kronk
+
+import (
+	"context"
+	"fmt"
+
+	"charm.land/fantasy"
+	"github.com/ardanlabs/kronk/sdk/kronk/model"
+)
+
+// Option defines a function that configures Kronk provider options.
+type Option func(*options)
+
+// Logger is the function signature for logging download progress.
+type Logger func(ctx context.Context, msg string, args ...any)
+
+type options struct {
+	name                 string
+	modelConfig          model.Config
+	logger               Logger
+	objectMode           fantasy.ObjectMode
+	languageModelOptions []LanguageModelOption
+}
+
+// WithName sets the name for the Kronk provider.
+func WithName(name string) Option {
+	return func(o *options) {
+		o.name = name
+	}
+}
+
+// WithModelConfig sets additional model configuration options.
+func WithModelConfig(cfg model.Config) Option {
+	return func(o *options) {
+		o.modelConfig = cfg
+	}
+}
+
+// WithLogger sets the logger function for download progress.
+func WithLogger(logger Logger) Option {
+	return func(o *options) {
+		o.logger = logger
+	}
+}
+
+// WithLanguageModelOptions sets the language model options for the Kronk provider.
+func WithLanguageModelOptions(opts ...LanguageModelOption) Option {
+	return func(o *options) {
+		o.languageModelOptions = append(o.languageModelOptions, opts...)
+	}
+}
+
+// WithObjectMode sets the object generation mode.
+func WithObjectMode(om fantasy.ObjectMode) Option {
+	return func(o *options) {
+		o.objectMode = om
+	}
+}
+
+// FmtLogger is a simple logger that prints to stdout using fmt.Printf.
+func FmtLogger(_ context.Context, msg string, args ...any) {
+	fmt.Printf("%s:", msg)
+
+	for i := 0; i < len(args); i += 2 {
+		if i+1 < len(args) {
+			fmt.Printf(" %v[%v]", args[i], args[i+1])
+		}
+	}
+
+	fmt.Println()
+}

providers/kronk/provider_options.go 🔗

@@ -0,0 +1,104 @@
+package kronk
+
+import (
+	"encoding/json"
+
+	"charm.land/fantasy"
+)
+
+// Global type identifiers for Kronk-specific provider data.
+const (
+	TypeProviderOptions  = Name + ".options"
+	TypeProviderMetadata = Name + ".metadata"
+)
+
+// Register Kronk provider-specific types with the global registry.
+func init() {
+	fantasy.RegisterProviderType(TypeProviderOptions, func(data []byte) (fantasy.ProviderOptionsData, error) {
+		var v ProviderOptions
+		if err := json.Unmarshal(data, &v); err != nil {
+			return nil, err
+		}
+		return &v, nil
+	})
+
+	fantasy.RegisterProviderType(TypeProviderMetadata, func(data []byte) (fantasy.ProviderOptionsData, error) {
+		var v ProviderMetadata
+		if err := json.Unmarshal(data, &v); err != nil {
+			return nil, err
+		}
+		return &v, nil
+	})
+}
+
+// ProviderMetadata represents additional metadata from Kronk provider.
+type ProviderMetadata struct {
+	TokensPerSecond float64 `json:"tokens_per_second"`
+	OutputTokens    int64   `json:"output_tokens"`
+}
+
+// Options implements the ProviderOptionsData interface.
+func (*ProviderMetadata) Options() {}
+
+// MarshalJSON implements custom JSON marshaling with type info for ProviderMetadata.
+func (m ProviderMetadata) MarshalJSON() ([]byte, error) {
+	type plain ProviderMetadata
+	return fantasy.MarshalProviderType(TypeProviderMetadata, plain(m))
+}
+
+// UnmarshalJSON implements custom JSON unmarshaling with type info for ProviderMetadata.
+func (m *ProviderMetadata) UnmarshalJSON(data []byte) error {
+	type plain ProviderMetadata
+	var p plain
+	if err := fantasy.UnmarshalProviderType(data, &p); err != nil {
+		return err
+	}
+	*m = ProviderMetadata(p)
+	return nil
+}
+
+// ProviderOptions represents additional options for Kronk provider.
+type ProviderOptions struct {
+	TopK          *int64   `json:"top_k"`
+	RepeatPenalty *float64 `json:"repeat_penalty"`
+	Seed          *int64   `json:"seed"`
+	MinP          *float64 `json:"min_p"`
+	NumPredict    *int64   `json:"num_predict"`
+	Stop          []string `json:"stop"`
+}
+
+// Options implements the ProviderOptionsData interface.
+func (*ProviderOptions) Options() {}
+
+// MarshalJSON implements custom JSON marshaling with type info for ProviderOptions.
+func (o ProviderOptions) MarshalJSON() ([]byte, error) {
+	type plain ProviderOptions
+	return fantasy.MarshalProviderType(TypeProviderOptions, plain(o))
+}
+
+// UnmarshalJSON implements custom JSON unmarshaling with type info for ProviderOptions.
+func (o *ProviderOptions) UnmarshalJSON(data []byte) error {
+	type plain ProviderOptions
+	var p plain
+	if err := fantasy.UnmarshalProviderType(data, &p); err != nil {
+		return err
+	}
+	*o = ProviderOptions(p)
+	return nil
+}
+
+// NewProviderOptions creates new provider options for Kronk.
+func NewProviderOptions(opts *ProviderOptions) fantasy.ProviderOptions {
+	return fantasy.ProviderOptions{
+		Name: opts,
+	}
+}
+
+// ParseOptions parses provider options from a map.
+func ParseOptions(data map[string]any) (*ProviderOptions, error) {
+	var options ProviderOptions
+	if err := fantasy.ParseOptions(data, &options); err != nil {
+		return nil, err
+	}
+	return &options, nil
+}