Carry proposal exchanges into repair replay

This commit is contained in:
2026-11-11 04:18:05 +00:00
parent eb45d0b623
commit 00848203d7
10 changed files with 267 additions and 41 deletions

View File

@@ -37,16 +37,17 @@ type StructuredCompletionResponse = structuredoutput.Response
// ModuleRunSpec identifies one resolved module instance in a pipeline.
type ModuleRunSpec struct {
ModuleKey string `json:"module_key"`
InstanceName string `json:"instance_name"`
ReplacementPolicy proposals.ReplacementPolicy `json:"replacement_policy"`
Index int `json:"-"`
ID *string `json:"-"`
Settings config.Stage `json:"-"`
Glossary []glossary.Entry `json:"-"`
ProtectedTerms []glossary.Term `json:"-"`
ProposalClient StructuredLLMClient `json:"-"`
ValidationClient StructuredLLMClient `json:"-"`
ModuleKey string `json:"module_key"`
InstanceName string `json:"instance_name"`
ReplacementPolicy proposals.ReplacementPolicy `json:"replacement_policy"`
Index int `json:"-"`
ID *string `json:"-"`
Settings config.Stage `json:"-"`
Glossary []glossary.Entry `json:"-"`
ProtectedTerms []glossary.Term `json:"-"`
CaptureProposalExchange bool `json:"-"`
ProposalClient StructuredLLMClient `json:"-"`
ValidationClient StructuredLLMClient `json:"-"`
}
// SectionMetadata captures chunk-level metadata without embedding full segment payloads.
@@ -92,6 +93,7 @@ type ProposalRequest struct {
}
type ProposalResult struct {
Exchange *structuredoutput.Exchange `json:"-"`
Proposals []proposals.CorrectionProposal `json:"proposals,omitempty"`
Operations []outcomes.Operation `json:"operations,omitempty"`
}

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@@ -5,6 +5,7 @@ import (
"encoding/json"
"errors"
"fmt"
"reflect"
"sync"
"time"
@@ -72,6 +73,7 @@ func (c *RoleClient) CompleteStructured(parent context.Context, req structuredou
var record structuredoutput.CallRecord
if c.hooks.OnCall != nil || c.hooks.OnEventWithCall != nil {
record.CallID = c.runtime.nextCallID.Add(1)
record.RequestedPromptID = req.PromptID
record.Context = copyContext(req.Context)
record.Context.Role = c.role
}
@@ -106,8 +108,27 @@ func (c *RoleClient) CompleteStructured(parent context.Context, req structuredou
for name, value := range prompts.SharedVariables() {
vars[name] = value
}
baseID, baseVars := req.PromptID, vars
var suffix []pk.RenderedMessage
if req.Replay != nil {
if req.Replay.Exchange == nil {
return response, &structuredoutput.Failure{Class: structuredoutput.FailureFatal, Reason: outcomes.ReasonSetupFailure, Message: "repair exchange is unavailable"}
}
instruction, renderErr := c.runtime.Engine.Prepare(ctx, pk.RunRequest{PromptID: req.PromptID, ProfileID: c.profileID, Vars: vars})
if renderErr != nil {
return response, classifiedFailure(parent, ctx, renderErr, nil)
}
response.RepairInstruction = convertMessages(instruction.Messages)
exchange := req.Replay.Exchange
baseID, baseVars = exchange.PromptID, exchange.Variables
suffix = append(suffix, pk.RenderedMessage{Role: pk.RoleAssistant, Content: exchange.FinalContent})
for _, message := range req.Replay.Turns {
suffix = append(suffix, pk.RenderedMessage{Role: message.Role, Content: message.Content})
}
suffix = append(suffix, instruction.Messages...)
}
handle, prepErr := c.runtime.Engine.PrepareExecution(ctx, pk.RunRequest{
PromptID: req.PromptID, ProfileID: c.profileID, Vars: vars,
PromptID: baseID, ProfileID: c.profileID, Vars: baseVars, AppendedMessages: suffix,
TransientRetries: &c.settings.TransientRetries,
Validation: contract,
Observer: func(event pk.ExecutionEvent) {
@@ -130,6 +151,12 @@ func (c *RoleClient) CompleteStructured(parent context.Context, req structuredou
}
defer handle.Discard()
details := handle.Details()
if req.Replay != nil {
prefix := req.Replay.Exchange.Messages
if len(details.Messages) < len(prefix) || !reflect.DeepEqual(convertMessages(details.Messages[:len(prefix)]), prefix) {
return response, &structuredoutput.Failure{Class: structuredoutput.FailureFatal, Reason: outcomes.ReasonInternalFailure, Message: "repair conversation prefix changed"}
}
}
if name := details.EffectiveModelParams.APIKeyEnv; name != "" {
c.credentialMu.Lock()
if c.credentialNames == nil {
@@ -168,6 +195,13 @@ func (c *RoleClient) CompleteStructured(parent context.Context, req structuredou
}
return response, &structuredoutput.Failure{Class: structuredoutput.FailureFatal, Reason: outcomes.ReasonInternalFailure, Message: "validated structured output could not be decoded", Cause: decodeErr}
}
if req.CaptureExchange && req.Replay == nil {
frozen := make(map[string]string, len(vars))
for key, value := range vars {
frozen[key] = value
}
response.Exchange = &structuredoutput.Exchange{PromptID: req.PromptID, Variables: frozen, Messages: convertMessages(details.Messages), FinalContent: result.RawOutput}
}
response.Content = json.RawMessage(result.RawOutput)
response.Provider = "openai-compatible"
return response, nil
@@ -277,3 +311,11 @@ func (c *RoleClient) ConfiguredSecrets(ctx context.Context) []string {
c.credentialMu.Unlock()
return c.runtime.ConfiguredSecrets(ctx, names...)
}
func convertMessages(messages []pk.RenderedMessage) []structuredoutput.Message {
result := make([]structuredoutput.Message, len(messages))
for i, message := range messages {
result[i] = structuredoutput.Message{Role: string(message.Role), Content: message.Content}
}
return result
}

View File

@@ -3,6 +3,7 @@ package llm
import (
"context"
"encoding/json"
"errors"
"fmt"
"io"
"net/http"
@@ -11,9 +12,12 @@ import (
"reflect"
"strings"
"testing"
"time"
"gitea.maximumdirect.net/eric/audita/v3/internal/core/config"
"gitea.maximumdirect.net/eric/audita/v3/internal/framework/responseschema"
"gitea.maximumdirect.net/eric/audita/v3/internal/framework/structuredoutput"
"gitea.maximumdirect.net/eric/audita/v3/internal/prompts"
ck "go.maximumdirect.net/configkit"
pk "go.maximumdirect.net/promptkit"
)
@@ -148,3 +152,140 @@ prompts:
}
}
}
func TestRoleClientCapturesAndReplaysRepairConversation(t *testing.T) {
dir := t.TempDir()
for name, content := range map[string]string{
"config.yml": "version: 3\n",
"prompts.yml": "profiles:\n - id: proposal\n endpoint: https://example.invalid/v1\n model: proposal\n - id: repair\n endpoint: https://example.invalid/v1\n model: repair\n",
} {
if err := os.WriteFile(filepath.Join(dir, name), []byte(content), 0644); err != nil {
t.Fatal(err)
}
}
loaded, err := config.Load(ck.Input{Source: ck.File(filepath.Join(dir, "config.yml"))}, "")
if err != nil {
t.Fatal(err)
}
var messages [][]structuredoutput.Message
var models []string
outputs := []string{`{"corrections":[]}`, `{"proposal_ref":1,"action":"revise","correction":{"id":1,"original_text":"a","corrected_text":"b","confidence":0.8}}`, `{"proposal_ref":1,"action":"withdraw","correction":null}`, `{"proposal_ref":1,"action":"withdraw","correction":null}`}
transport := transportFunc(func(r *http.Request) (*http.Response, error) {
var req struct {
Model string `json:"model"`
Messages []structuredoutput.Message `json:"messages"`
}
if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
t.Fatal(err)
}
models = append(models, req.Model)
messages = append(messages, req.Messages)
content, _ := json.Marshal(outputs[len(messages)-1])
body := fmt.Sprintf(`{"model":%q,"choices":[{"message":{"content":%s}}]}`, req.Model, content)
return &http.Response{StatusCode: 200, Header: make(http.Header), Body: io.NopCloser(strings.NewReader(body)), Request: r}, nil
})
runtime, err := NewRuntime(context.Background(), loaded, &http.Client{Transport: transport})
if err != nil {
t.Fatal(err)
}
settings := config.LLM{OperationTimeout: 10 * time.Second}
proposal, err := runtime.NewRoleClient("proposal", "proposal", settings, CallHooks{})
if err != nil {
t.Fatal(err)
}
repair, err := runtime.NewRoleClient("repair", "repair", settings, CallHooks{})
if err != nil {
t.Fatal(err)
}
vars := map[string]string{"TranscriptDescriptionBlock": "", "GlossaryJSON": "[]", "SectionJSON": "[]"}
initial, err := proposal.CompleteStructured(context.Background(), structuredoutput.Request{PromptID: prompts.PromptIDModuleGrammarProposal, Schema: responseschema.CorrectionSetKey, Variables: vars, CaptureExchange: true}, &map[string]any{})
if err != nil || initial.Exchange == nil {
t.Fatalf("capture: %+v %v", initial, err)
}
vars["SectionJSON"] = "changed"
replay := &structuredoutput.Replay{Exchange: initial.Exchange}
for _, finding := range []string{"first", "second"} {
result, err := repair.CompleteStructured(context.Background(), structuredoutput.Request{PromptID: prompts.PromptIDModuleGrammarRepair, Schema: responseschema.CorrectionRepairKey, Variables: map[string]string{"RepairRequestJSON": finding}, Replay: replay}, &map[string]any{})
if err != nil {
t.Fatal(err)
}
if len(result.RepairInstruction) != 1 {
t.Fatalf("instruction: %+v", result)
}
replay.Turns = append(replay.Turns, result.RepairInstruction...)
replay.Turns = append(replay.Turns, structuredoutput.Message{Role: "assistant", Content: result.FinalContent})
}
if !reflect.DeepEqual(models, []string{"proposal", "repair", "repair"}) {
t.Fatalf("models = %v", models)
}
prefix := initial.Exchange.Messages
if len(messages) != 3 || !reflect.DeepEqual(messages[0], prefix) || !reflect.DeepEqual(messages[1][:len(prefix)], prefix) || !reflect.DeepEqual(messages[2][:len(prefix)], prefix) {
t.Fatalf("prefixes: %+v", messages)
}
if len(messages[1]) != len(prefix)+2 || len(messages[2]) != len(prefix)+4 || messages[2][len(prefix)+2].Content != outputs[1] {
t.Fatalf("turns: %+v", messages)
}
_, err = repair.CompleteStructured(context.Background(), structuredoutput.Request{PromptID: prompts.PromptIDModuleGrammarRepair, Schema: responseschema.CorrectionRepairKey, Variables: map[string]string{"RepairRequestJSON": "independent"}, Replay: &structuredoutput.Replay{Exchange: initial.Exchange}}, &map[string]any{})
if err != nil || len(messages) != 4 || len(messages[3]) != len(prefix)+2 || !strings.Contains(messages[3][len(prefix)+1].Content, "independent") {
t.Fatalf("independent branch: %v %+v", err, messages)
}
bad := *initial.Exchange
bad.Messages = append([]structuredoutput.Message(nil), bad.Messages...)
bad.Messages[0].Content = "changed"
_, err = repair.CompleteStructured(context.Background(), structuredoutput.Request{PromptID: prompts.PromptIDModuleGrammarRepair, Schema: responseschema.CorrectionRepairKey, Variables: map[string]string{"RepairRequestJSON": "failure"}, Replay: &structuredoutput.Replay{Exchange: &bad}}, &map[string]any{})
var failure *structuredoutput.Failure
if !errors.As(err, &failure) || failure.Class != structuredoutput.FailureFatal || len(messages) != 4 {
t.Fatalf("prefix failure: %v, calls %d", err, len(messages))
}
}
func TestRepairReplayUsesReplacementAndCountsStructuralRepair(t *testing.T) {
dir := t.TempDir()
files := map[string]string{
"config.yml": "version: 3\n",
"prompts.yml": "profiles:\n - id: fixture\n endpoint: https://example.invalid/v1\n model: fixture\ncollections:\n audita:\n prompts:\n - id: modules.grammar.repair\n messages:\n - role: user\n content_file: repair.txt\n output:\n format: json\n validation_mode: json_schema\n schema_path: correction_repair.v1.json\n",
"repair.txt": "Replace {{.RepairRequestJSON}}",
}
for name, content := range files {
if err := os.WriteFile(filepath.Join(dir, name), []byte(content), 0644); err != nil {
t.Fatal(err)
}
}
loaded, err := config.Load(ck.Input{Source: ck.File(filepath.Join(dir, "config.yml"))}, "")
if err != nil {
t.Fatal(err)
}
outputs := []string{`{"corrections":[]}`, `{"bad":true}`, `{"proposal_ref":1,"action":"withdraw","correction":null}`}
var requests [][]structuredoutput.Message
transport := transportFunc(func(r *http.Request) (*http.Response, error) {
var req struct {
Messages []structuredoutput.Message `json:"messages"`
}
if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
t.Fatal(err)
}
requests = append(requests, req.Messages)
content, _ := json.Marshal(outputs[len(requests)-1])
body := fmt.Sprintf(`{"model":"fixture","choices":[{"message":{"content":%s}}]}`, content)
return &http.Response{StatusCode: 200, Header: make(http.Header), Body: io.NopCloser(strings.NewReader(body)), Request: r}, nil
})
runtime, err := NewRuntime(context.Background(), loaded, &http.Client{Transport: transport})
if err != nil {
t.Fatal(err)
}
client, err := runtime.NewRoleClient("repair", "fixture", config.LLM{OperationTimeout: 10 * time.Second, RepairAttempts: 1}, CallHooks{})
if err != nil {
t.Fatal(err)
}
base, err := client.CompleteStructured(context.Background(), structuredoutput.Request{PromptID: prompts.PromptIDModuleGrammarProposal, Schema: responseschema.CorrectionSetKey, Variables: map[string]string{"TranscriptDescriptionBlock": "", "GlossaryJSON": "[]", "SectionJSON": "[]"}, CaptureExchange: true}, &map[string]any{})
if err != nil {
t.Fatal(err)
}
result, err := client.CompleteStructured(context.Background(), structuredoutput.Request{PromptID: prompts.PromptIDModuleGrammarRepair, Schema: responseschema.CorrectionRepairKey, Variables: map[string]string{"RepairRequestJSON": "fixture"}, Replay: &structuredoutput.Replay{Exchange: base.Exchange}}, &map[string]any{})
if err != nil {
t.Fatal(err)
}
if len(requests) != 3 || result.Execution.ProviderAttempts != 2 || result.Execution.StructuralRepairs != 1 || result.FinalContent != outputs[2] || len(result.RepairInstruction) != 1 || result.RepairInstruction[0].Content != "Replace fixture" {
t.Fatalf("result=%+v calls=%d", result, len(requests))
}
}

View File

@@ -62,6 +62,7 @@ type Request struct {
Variables map[string]string `json:"variables"`
StageName string `json:"stage_name,omitempty"`
StartIndex int `json:"start_index"`
CaptureExchange bool
LLMClient contracts.StructuredLLMClient
DiagnosticsDir string
DiagnosticsWriter InteractionDiagnosticsWriter
@@ -69,6 +70,7 @@ type Request struct {
// Result contains generated candidate proposals and optional diagnostics paths.
type Result struct {
Exchange *structuredoutput.Exchange `json:"-"`
Corrections []proposals.CorrectionProposal `json:"corrections"`
Enriched []proposals.EnrichedCorrectionProposal `json:"enriched"`
Operations []outcomes.Operation `json:"operations,omitempty"`
@@ -106,8 +108,9 @@ func GenerateCandidates(ctx context.Context, req Request) (Result, error) {
artifacts InteractionArtifacts
)
completion, callErr = req.LLMClient.CompleteStructured(ctx, contracts.StructuredCompletionRequest{
PromptID: req.PromptID,
Variables: req.Variables, Schema: responseschema.CorrectionSetKey,
CaptureExchange: req.CaptureExchange,
PromptID: req.PromptID,
Variables: req.Variables, Schema: responseschema.CorrectionSetKey,
Context: structuredoutput.DiagnosticContext{StageIndex: req.StageIndex, StageID: req.StageID, Role: "proposal", ModuleKey: req.ModuleKey, ModuleInstance: req.ModuleInstance, SectionIndex: sectionIndexPtr(req.Section)},
}, &response)
sectionIndex := 0
@@ -216,6 +219,7 @@ func GenerateCandidates(ctx context.Context, req Request) (Result, error) {
return Result{
Corrections: corrections,
Exchange: completion.Exchange,
Enriched: enriched,
Operations: []outcomes.Operation{operation},
Artifacts: artifacts,

View File

@@ -63,6 +63,7 @@ func ExecuteModuleProposal(ctx context.Context, req ModuleProposalRequest) (cont
Variables: variables,
StageName: stagename.ModuleProposal(req.ProposalRequest.RunSpec.InstanceName, sectionIndexPtr(req.ProposalRequest.Section)),
StartIndex: 0,
CaptureExchange: req.ProposalRequest.RunSpec.CaptureProposalExchange,
LLMClient: req.ProposalRequest.LLMClient,
DiagnosticsDir: req.ProposalRequest.DiagnosticsDir,
ReportDiagnosticError: req.ProposalRequest.ReportDiagnosticError,
@@ -73,6 +74,7 @@ func ExecuteModuleProposal(ctx context.Context, req ModuleProposalRequest) (cont
return contracts.ProposalResult{
Proposals: generated.Corrections,
Exchange: generated.Exchange,
Operations: generated.Operations,
}, nil
}

View File

@@ -18,7 +18,9 @@ import (
)
func TestExecuteModuleProposalBuildsMessagesFromSectionAndDescription(t *testing.T) {
exchange := &structuredoutput.Exchange{PromptID: "captured", FinalContent: "response"}
client := &fakeStructuredClient{
completion: structuredoutput.Response{Exchange: exchange},
responses: []StructuredCorrectionSet{
{Corrections: []StructuredCorrectionProposal{{SegmentReference: 1, OriginalText: "teh", CorrectedText: "the", Confidence: 0.9}}},
},
@@ -39,9 +41,10 @@ func TestExecuteModuleProposalBuildsMessagesFromSectionAndDescription(t *testing
Section: &section,
},
RunSpec: contracts.ModuleRunSpec{
ModuleKey: "grammar",
InstanceName: "grammar",
ReplacementPolicy: proposals.ReplacementPolicyRequireUnique,
CaptureProposalExchange: true,
ModuleKey: "grammar",
InstanceName: "grammar",
ReplacementPolicy: proposals.ReplacementPolicyRequireUnique,
},
LLMClient: client,
},
@@ -53,6 +56,9 @@ func TestExecuteModuleProposalBuildsMessagesFromSectionAndDescription(t *testing
if len(client.calls) != 1 || client.calls[0].PromptID != prompts.PromptIDModuleGrammarProposal || client.calls[0].Context.SectionIndex == nil || *client.calls[0].Context.SectionIndex != 7 {
t.Fatalf("unexpected stage name calls: %+v", client.calls)
}
if !client.calls[0].CaptureExchange || out.Exchange != exchange {
t.Fatalf("exchange was not passed through: %+v", out.Exchange)
}
variables := client.calls[0].Variables
if !strings.Contains(variables["SectionJSON"], `"section_index": 7`) ||
!strings.Contains(variables["SectionJSON"], "teh") ||

View File

@@ -17,6 +17,7 @@ import (
"gitea.maximumdirect.net/eric/audita/v3/internal/framework/outcomes"
"gitea.maximumdirect.net/eric/audita/v3/internal/framework/promptcontext"
"gitea.maximumdirect.net/eric/audita/v3/internal/framework/proposals"
"gitea.maximumdirect.net/eric/audita/v3/internal/framework/structuredoutput"
"gitea.maximumdirect.net/eric/audita/v3/internal/framework/validators"
validatormetadata "gitea.maximumdirect.net/eric/audita/v3/internal/validators/metadata"
)
@@ -309,6 +310,7 @@ type sectionProposalResult struct {
sectionPos int
section chunking.Section
corrected []proposals.CorrectionProposal
exchange *structuredoutput.Exchange
operations []outcomes.Operation
started bool
err error
@@ -366,9 +368,10 @@ func collectSectionProposals(ctx context.Context, input collectSectionProposalsI
ReportDiagnosticError: input.ReportDiagnosticError,
},
RunSpec: contracts.ModuleRunSpec{
ModuleKey: input.Spec.ModuleKey,
InstanceName: input.Spec.InstanceName,
ReplacementPolicy: input.Policy,
ModuleKey: input.Spec.ModuleKey,
InstanceName: input.Spec.InstanceName,
ReplacementPolicy: input.Policy,
CaptureProposalExchange: input.Spec.CaptureProposalExchange,
},
LLMClient: input.ProposalClient,
})
@@ -376,6 +379,7 @@ func collectSectionProposals(ctx context.Context, input collectSectionProposalsI
sectionPos: sectionPos,
section: section,
corrected: proposalResult.Proposals,
exchange: proposalResult.Exchange,
operations: proposalResult.Operations,
started: true,
err: err,
@@ -504,6 +508,7 @@ func runModulePipeline(ctx context.Context, input collectSectionProposalsInput)
SectionIndex: &sectionMetadata.Index,
Validators: validatorsOrdered,
SectionEnriched: enriched,
Exchange: sectionResult.exchange,
ValidationLLMClient: input.ValidationClient,
DiagnosticsDir: input.ValidationDiagnosticsDir,
GlossaryView: input.GlossaryView,
@@ -580,6 +585,7 @@ func runModulePipeline(ctx context.Context, input collectSectionProposalsInput)
}
type validateSectionCandidatesInput struct {
Exchange *structuredoutput.Exchange
// ReportDiagnosticError may be called concurrently; it must not affect processing.
ReportDiagnosticError func(error) `json:"-"`
Spec contracts.ModuleRunSpec

View File

@@ -24,10 +24,12 @@ type DiagnosticContext struct {
// Request names an embedded prompt and response schema. Profile selection and
// credentials are supplied by the role-bound runtime client.
type Request struct {
PromptID string `json:"prompt_id"`
Variables map[string]string `json:"variables"`
Schema responseschema.Key `json:"schema"`
Context DiagnosticContext `json:"context"`
PromptID string `json:"prompt_id"`
Variables map[string]string `json:"variables"`
Schema responseschema.Key `json:"schema"`
Context DiagnosticContext `json:"context"`
CaptureExchange bool `json:"-"`
Replay *Replay `json:"-"`
}
// PromptMetadata is the execution snapshot returned by the runtime when available.
@@ -40,17 +42,33 @@ type PromptMetadata struct {
Model string `json:"model,omitempty"`
}
// Exchange holds a section's original prepared conversation for read-only replay.
type Exchange struct {
PromptID string
Variables map[string]string
Messages []Message
FinalContent string
}
// Replay carries a section exchange and the prior turns of one repair branch.
type Replay struct {
Exchange *Exchange
Turns []Message
}
type Response struct {
Execution outcomes.ExecutionCounts `json:"execution"`
Content json.RawMessage `json:"content,omitempty"`
Provider string `json:"provider,omitempty"`
Model string `json:"model,omitempty"`
PromptTokens int `json:"prompt_tokens,omitempty"`
CompletionTokens int `json:"completion_tokens,omitempty"`
TotalTokens int `json:"total_tokens,omitempty"`
Prompt PromptMetadata `json:"prompt"`
Prepared *PreparedSnapshot `json:"prepared,omitempty"`
FinalContent string `json:"final_content,omitempty"`
Exchange *Exchange `json:"-"`
RepairInstruction []Message `json:"-"`
Execution outcomes.ExecutionCounts `json:"execution"`
Content json.RawMessage `json:"content,omitempty"`
Provider string `json:"provider,omitempty"`
Model string `json:"model,omitempty"`
PromptTokens int `json:"prompt_tokens,omitempty"`
CompletionTokens int `json:"completion_tokens,omitempty"`
TotalTokens int `json:"total_tokens,omitempty"`
Prompt PromptMetadata `json:"prompt"`
Prepared *PreparedSnapshot `json:"prepared,omitempty"`
FinalContent string `json:"final_content,omitempty"`
}
// PreparedSnapshot is the exact rendered request snapshot. Its messages may
@@ -68,14 +86,15 @@ type Message struct {
// CallRecord brackets one logical operation, including preparation. Content
// is present only when a model returned it; consumers must protect it.
type CallRecord struct {
CallID uint64 `json:"call_id"`
Context DiagnosticContext `json:"context"`
Prompt PromptMetadata `json:"prompt"`
Started time.Time `json:"started"`
Finished time.Time `json:"finished,omitempty"`
Prepared *PreparedSnapshot `json:"prepared,omitempty"`
FinalContent string `json:"final_content,omitempty"`
Failure FailureKind `json:"failure,omitempty"`
RequestedPromptID string `json:"requested_prompt_id,omitempty"`
CallID uint64 `json:"call_id"`
Context DiagnosticContext `json:"context"`
Prompt PromptMetadata `json:"prompt"`
Started time.Time `json:"started"`
Finished time.Time `json:"finished,omitempty"`
Prepared *PreparedSnapshot `json:"prepared,omitempty"`
FinalContent string `json:"final_content,omitempty"`
Failure FailureKind `json:"failure,omitempty"`
}
type Client interface {