docs: refresh planner priorities for 4427

.github/loop/PRIORITIES.md

@@ -21,9 +21,8 @@ changes, architectural rewrites. Those go to the human.
 
 ## Work queue (ranked)
 
-1. **Make micro new zero-to-one contract offline** ([#4463](https://github.com/micro/go-micro/issues/4463)) — The current developer-adoption gate can fail before a new user reaches an agent: `micro new` runs `go mod tidy` against the public Go proxy before the contract test rewrites the module to the local checkout. Fix this first because the no-secret scaffold → run → call path is the 0→1 contract and must be deterministic in CI and constrained environments.
-2. **Fix AtlasCloud tool streaming capability mismatch** ([#4438](https://github.com/micro/go-micro/issues/4438)) — The provider matrix still advertises AtlasCloud streaming capability beyond its tool-streaming implementation, causing the live agent streaming conformance path to run an unsupported assertion. Fixing the capability/implementation seam keeps streaming honest without blocking no-secret adoption work.
-3. **Broaden provider streaming conformance** ([#4386](https://github.com/micro/go-micro/issues/4386)) — Once the provider-specific AtlasCloud failures are resolved, expand the broader streaming matrix so chat, agent RPC, and A2A streaming regressions are caught across keyed providers while local CI continues to skip cleanly without secrets.
+1. **Broaden provider streaming conformance** ([#4386](https://github.com/micro/go-micro/issues/4386)) — The blog and roadmap now agree that Anthropic streaming shipped, but the roadmap still calls for provider-backed streaming across chat and A2A. Add a focused, provider-gated conformance slice so streaming stays end-to-end rather than becoming a one-provider success story.
+2. **CI-verify the getting-started 0→1 and 0→hero contract** ([#4428](https://github.com/micro/go-micro/issues/4428)) — Developer adoption is the current goal, and the README/website promise scaffold → run → call plus a no-secret services → agents → workflows path. Keep that on-ramp as a CI-verifiable contract with clear failure boundaries so first-agent success stays weighted alongside harness depth.
 
 _Seeded by Claude Code from the roadmap + open issues; thereafter maintained by the
 architecture-review pass._

CHANGELOG.md

@@ -17,41 +17,13 @@ below is kept current between tags and rolled into the next version when it ship
 
 ## [Unreleased]
 
-### Added
-- **Agent stream provider conformance** — provider conformance now covers agent streaming behavior so streaming-capable providers stay aligned with the harness contract. (`agent/`, `internal/harness/`)
-
-### Changed
-- **Provider model call timeouts** — model call timeout enforcement now wraps provider calls more defensively, reducing hangs in agent and harness paths. (`agent/`, `ai/`)
-- **First-agent harness diagnostics** — getting-started harness logs now make first-run and 0→hero failures easier to locate. (`internal/harness/`)
-
-### Fixed
-- **Partial text tool calls** — text tool-call recovery now repairs partial function-style calls more reliably before fallback parsing continues. (`agent/`)
-- **Retry timeout test stability** — retry timeout coverage is less race-prone. (`agent/`)
-- **Checkpointed tool-call resume** — resumed agent runs now preserve checkpointed tool calls across startup resume paths. (`agent/`)
-
-### Documentation
-- **Roadmap agent status** — public roadmap docs now reflect the current agent lifecycle status more consistently. (`internal/website/docs/`)
-- **Agent resume limits** — docs now describe checkpoint resume boundaries for agent runs. (`internal/website/docs/`)
-
----
-
-## [6.4.0] - July 2026
-
 ### Added
 - **Provider HTTP retry signals** — provider failures now preserve HTTP status and `Retry-After` details so retry classification and backoff can respond to rate limits and unavailable providers. (`ai/`)
-- **Zero-to-hero deploy dry-run verification** — the maintained 0→hero harness now covers deploy dry-run boundaries for the services → agents → workflows lifecycle. (`internal/harness/`)
-- **First-agent CLI wayfinding verification** — the harness now checks that first-agent CLI wayfinding stays discoverable. (`internal/harness/`)
-- **Agent startup resume verification** — agent startup resume now has focused checkpoint coverage. (`agent/`, `internal/harness/`)
-- **Direct first-agent chat prompts** — first-agent flows can accept direct chat prompts, reducing friction in the first useful conversation. (`cmd/micro/`, `agent/`)
-- **Workflow run info on tool spans** — agent tool spans now include workflow run details for easier trace correlation. (`agent/`, `flow/`)
 
 ### Fixed
 - **Stream fallback memory** — unsupported streaming attempts no longer leave stale duplicate user turns before fallback paths continue with non-streaming agent calls. (`agent/`)
 - **Function-style text tool calls** — agent fallback parsing now recognizes provider replies that render tools as function-style calls, including nested JSON arguments. (`agent/`)
 - **Plan/delegate notify recovery** — plan-delegate recovery now waits for recovered notify side effects and routes retries through the communications agent that owns the notification. (`internal/harness/`)
-- **Onboarding side-effect enforcement** — the agent-flow harness now fails when required onboarding side effects are missing, making lifecycle regressions visible. (`internal/harness/`)
-- **Plan/delegate notify stability** — notify recovery is more deterministic across retry and replay paths. (`agent/`, `internal/harness/`)
-- **AtlasCloud MiniMax tool fallback** — AtlasCloud MiniMax service-tool fallback now handles 400 responses and follow-up retries more reliably. (`ai/atlascloud/`, `agent/`)
 
 ### Documentation
 - **First-agent docs wayfinding guard** — the local harness now includes a focused no-network check for first-agent and 0→hero docs links. (`Makefile`, `internal/harness/`)

agent/agent.go

@@ -414,15 +414,6 @@ func (a *agentImpl) askLocked(ctx context.Context, runID, message, parentRunID s
 				continue
 			}
 		}
-		if toolName := partialTextToolCallName(resp.Reply, toolList); len(resp.ToolCalls) == 0 && toolName != "" && planCompletionTurn < maxPlanCompletionTurns {
-			if resp.Reply != "" {
-				a.mem.Add("assistant", resp.Reply)
-			}
-			message = fmt.Sprintf("Your previous response started a %q tool call but did not finish valid tool-call markup or JSON arguments, so no tool was executed. Retry the same step now by emitting one complete valid tool call for %q. Do not describe the action in prose, and do not claim completion until the tool call succeeds.", toolName, toolName)
-			a.mem.Add("user", message)
-			messages = a.mem.Messages()
-			continue
-		}
 		break
 	}
 

agent/conformance_test.go

@@ -4,7 +4,6 @@ import (
 	"context"
 	"errors"
 	"fmt"
-	"io"
 	"os"
 	"strings"
 	"testing"
@@ -46,116 +45,6 @@ func TestAgentProviderConformanceMatrix(t *testing.T) {
 	}
 }
 
-func TestAgentProviderStreamConformanceMatrix(t *testing.T) {
-	providers := []conformanceProvider{
-		{name: "fake"},
-		{name: "openai", key: "OPENAI_API_KEY", model: "GO_MICRO_CONFORMANCE_OPENAI_MODEL", live: true},
-		{name: "anthropic", key: "ANTHROPIC_API_KEY", model: "GO_MICRO_CONFORMANCE_ANTHROPIC_MODEL", live: true},
-		{name: "atlascloud", key: "ATLASCLOUD_API_KEY", model: "GO_MICRO_CONFORMANCE_ATLASCLOUD_MODEL", live: true},
-		{name: "groq", key: "GROQ_API_KEY", model: "GO_MICRO_CONFORMANCE_GROQ_MODEL", live: true},
-		{name: "minimax", key: "MINIMAX_API_KEY", model: "GO_MICRO_CONFORMANCE_MINIMAX_MODEL", live: true},
-		{name: "mistral", key: "MISTRAL_API_KEY", model: "GO_MICRO_CONFORMANCE_MISTRAL_MODEL", live: true},
-		{name: "together", key: "TOGETHER_API_KEY", model: "GO_MICRO_CONFORMANCE_TOGETHER_MODEL", live: true},
-	}
-
-	selected := selectedConformanceProviders(os.Getenv("GO_MICRO_AGENT_CONFORMANCE_PROVIDERS"))
-	for _, provider := range providers {
-		provider := provider
-		if len(selected) > 0 && !selected[provider.name] {
-			continue
-		}
-		t.Run(provider.name, func(t *testing.T) {
-			runAgentStreamConformanceScenario(t, provider)
-		})
-	}
-}
-
-func runAgentStreamConformanceScenario(t *testing.T, provider conformanceProvider) {
-	t.Helper()
-	if provider.live {
-		if os.Getenv(provider.key) == "" {
-			t.Skipf("%s not set; skipping live %s stream conformance", provider.key, provider.name)
-		}
-		if os.Getenv("GO_MICRO_AGENT_CONFORMANCE_LIVE") == "" {
-			t.Skipf("GO_MICRO_AGENT_CONFORMANCE_LIVE not set; skipping live %s stream conformance", provider.name)
-		}
-		if caps := ai.ProviderCapabilities(provider.name); !caps.Stream {
-			t.Fatalf("ProviderCapabilities(%q).Stream = false, want true for stream conformance", provider.name)
-		}
-	} else {
-		var sawToolSchema bool
-		fakeStream = func(ctx context.Context, opts ai.Options, req *ai.Request) (ai.Stream, error) {
-			if req.Prompt != "Stream exactly: agent-stream-conformance-ok" {
-				return nil, fmt.Errorf("prompt = %q", req.Prompt)
-			}
-			if len(req.Messages) == 0 || req.Messages[len(req.Messages)-1].Role != "user" || req.Messages[len(req.Messages)-1].Content != req.Prompt {
-				return nil, fmt.Errorf("messages = %#v, want current user turn", req.Messages)
-			}
-			for _, tool := range req.Tools {
-				if tool.Name == "conformance_echo" {
-					sawToolSchema = true
-				}
-			}
-			if !sawToolSchema {
-				return nil, errors.New("stream request omitted conformance tool schema")
-			}
-			return &sliceStream{chunks: []string{"agent-stream-", "conformance-ok"}}, nil
-		}
-		defer func() { fakeStream = nil }()
-	}
-
-	agentOpts := []Option{
-		Name("stream-conformance-" + provider.name),
-		Provider(provider.name),
-		APIKey(os.Getenv(provider.key)),
-		Prompt("Stream conformance: preserve the exact requested marker in the final answer."),
-		WithRegistry(registry.NewMemoryRegistry()),
-		WithStore(store.NewMemoryStore()),
-		WithMemory(NewInMemory(8)),
-		ModelCallTimeout(45 * time.Second),
-		WithTool("conformance_echo", "Echo a conformance value and return a deterministic marker.", map[string]any{
-			"value": map[string]any{"type": "string", "description": "value to echo"},
-		}, func(ctx context.Context, input map[string]any) (string, error) {
-			return `{"marker":"agent-stream-conformance-ok"}`, nil
-		}),
-	}
-	if provider.model != "" {
-		if model := os.Getenv(provider.model); model != "" {
-			agentOpts = append(agentOpts, Model(model))
-		}
-	}
-
-	stream, err := New(agentOpts...).Stream(context.Background(), "Stream exactly: agent-stream-conformance-ok")
-	if err != nil {
-		t.Fatalf("Stream: %v", err)
-	}
-	defer stream.Close()
-
-	var reply strings.Builder
-	deadline := time.After(45 * time.Second)
-	for {
-		select {
-		case <-deadline:
-			t.Fatal("timed out waiting for streamed final output")
-		default:
-		}
-		chunk, err := stream.Recv()
-		if errors.Is(err, io.EOF) {
-			break
-		}
-		if err != nil {
-			t.Fatalf("Recv: %v", err)
-		}
-		reply.WriteString(chunk.Reply)
-		if strings.Contains(reply.String(), "agent-stream-conformance-ok") {
-			return
-		}
-	}
-	if got := reply.String(); !strings.Contains(got, "agent-stream-conformance-ok") {
-		t.Fatalf("streamed reply %q does not include conformance marker", got)
-	}
-}
-
 func selectedConformanceProviders(csv string) map[string]bool {
 	out := map[string]bool{}
 	for _, part := range strings.Split(csv, ",") {
@@ -742,61 +631,6 @@ func TestAgentExecutesProviderTextToolCallFallback(t *testing.T) {
 	}
 }
 
-func TestAgentRepairsPartialTextToolCallFallback(t *testing.T) {
-	attempts := 0
-	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
-		if opts.ToolHandler == nil {
-			return nil, errors.New("missing tool handler")
-		}
-		attempts++
-		if attempts == 1 {
-			return &ai.Response{Reply: `<tool_call name="conformance_echo">`}, nil
-		}
-		if !strings.Contains(req.Prompt, "did not finish valid tool-call markup") {
-			return nil, fmt.Errorf("repair prompt = %q, want partial tool-call repair guidance", req.Prompt)
-		}
-		return &ai.Response{
-			Reply: `<tool_call name="conformance_echo">{"value":"agent-conformance"}</tool_call>`,
-		}, nil
-	}
-	defer func() { fakeGen = nil }()
-
-	var sawTool bool
-	a := New(
-		Name("conformance-partial-text-tool"),
-		Provider("fake"),
-		WithRegistry(registry.NewMemoryRegistry()),
-		WithStore(store.NewMemoryStore()),
-		WithMemory(NewInMemory(4)),
-		WithTool("conformance_echo", "Echo a conformance value.", map[string]any{
-			"value": map[string]any{"type": "string"},
-		}, func(ctx context.Context, input map[string]any) (string, error) {
-			sawTool = true
-			if input["value"] != "agent-conformance" {
-				return "", fmt.Errorf("unexpected value %v", input["value"])
-			}
-			return `{"marker":"agent-conformance-ok"}`, nil
-		}),
-	)
-
-	resp, err := a.Ask(context.Background(), "Run the partial text tool call fallback.")
-	if err != nil {
-		t.Fatalf("Ask: %v", err)
-	}
-	if attempts != 2 {
-		t.Fatalf("attempts = %d, want repair retry", attempts)
-	}
-	if !sawTool {
-		t.Fatal("repaired text tool call fallback did not execute the tool")
-	}
-	if len(resp.ToolCalls) != 1 || resp.ToolCalls[0].Name != "conformance_echo" {
-		t.Fatalf("ToolCalls = %+v, want conformance_echo", resp.ToolCalls)
-	}
-	if !strings.Contains(resp.Reply, "agent-conformance-ok") {
-		t.Fatalf("Reply = %q, want tool result marker", resp.Reply)
-	}
-}
-
 func TestAgentExecutesTextToolCallFallbackAfterStructuredToolCall(t *testing.T) {
 	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
 		if opts.ToolHandler == nil {

agent/text_tool_calls.go

@@ -15,7 +15,6 @@ var fencedJSONBlock = regexp.MustCompile("(?s)```(?:json)?\\s*(.*?)\\s*```")
 var taggedToolCallBlock = regexp.MustCompile(`(?s)<[^<>]*(?:tool_call|tool_calls|function=)[^<>]*>(.*?)</[^<>]*>`)
 var singleTaggedToolCall = regexp.MustCompile(`(?s)<(tool_call\b[^<>]*|[^<>]*function\s*=[^<>]*)>(.*?)</[^<>]*>`)
 var taggedToolNameAttr = regexp.MustCompile(`(?i)(?:function|name|tool)\s*=\s*["\']?([^"\'\s>]+)`)
-var openingTaggedToolCall = regexp.MustCompile(`(?i)<(tool_call\b[^<>]*|[^<>]*function\s*=[^<>]*)>`)
 
 type textToolCall struct {
 	ID        string         `json:"id"`
@@ -114,37 +113,6 @@ func parseTextToolCalls(text string, tools []ai.Tool) []ai.ToolCall {
 	return nil
 }
 
-func partialTextToolCallName(text string, tools []ai.Tool) string {
-	text = html.UnescapeString(text)
-	allowed := textToolNames(tools)
-	if len(allowed) == 0 {
-		return ""
-	}
-	openMatches := openingTaggedToolCall.FindAllStringSubmatchIndex(text, -1)
-	if len(openMatches) == 0 {
-		return ""
-	}
-	closedMatches := singleTaggedToolCall.FindAllStringSubmatchIndex(text, -1)
-	for _, open := range openMatches {
-		closed := false
-		for _, match := range closedMatches {
-			if match[0] == open[0] {
-				closed = true
-				break
-			}
-		}
-		if closed {
-			continue
-		}
-		tag := text[open[2]:open[3]]
-		name := taggedToolName(tag)
-		if canonical := allowed[name]; canonical != "" {
-			return canonical
-		}
-	}
-	return ""
-}
-
 func textToolNames(tools []ai.Tool) map[string]string {
 	allowed := map[string]string{}
 	for _, tool := range tools {

ai/atlascloud/atlascloud.go

@@ -139,33 +139,6 @@ func (p *Provider) Generate(ctx context.Context, req *ai.Request, opts ...ai.Gen
 		}
 	}
 
-	if toolName := atlascloudPartialTextToolCallName(resp.Reply, req.Tools); toolName != "" {
-		repairReq := map[string]any{
-			"model": p.opts.Model,
-			"messages": append(append([]map[string]any(nil), messages...),
-				map[string]any{"role": "assistant", "content": resp.Reply},
-				map[string]any{"role": "user", "content": fmt.Sprintf("Your previous response started a %q tool call but did not finish valid tool-call markup or JSON arguments, so no tool was executed. Retry the same step now by emitting one complete valid tool call for %q. Do not describe the action in prose, and do not claim completion until the tool call succeeds.", toolName, toolName)},
-			),
-		}
-		if p.opts.MaxTokens > 0 {
-			repairReq["max_tokens"] = p.opts.MaxTokens
-		}
-		if len(tools) > 0 {
-			repairReq["tools"] = tools
-		}
-		resp, rawMessage, err = p.callAPI(ctx, "chat-partial-tool-repair", repairReq)
-		if err != nil {
-			return nil, fmt.Errorf("atlascloud partial text tool-call repair failed for %q: %w", toolName, err)
-		}
-		if atlascloudPartialTextToolCallName(resp.Reply, req.Tools) != "" && len(resp.ToolCalls) == 0 {
-			if toolName == "plan" {
-				resp.Reply = atlascloudPlanFallbackTextToolCall(req.Prompt)
-			} else {
-				return nil, fmt.Errorf("atlascloud returned incomplete text tool call for %q after repair", toolName)
-			}
-		}
-	}
-
 	if len(resp.ToolCalls) == 0 {
 		return resp, nil
 	}
@@ -506,43 +479,6 @@ func atlascloudToolCallsText(calls any) string {
 	return string(b)
 }
 
-func atlascloudPartialTextToolCallName(text string, tools []ai.Tool) string {
-	if !strings.Contains(text, "<tool_call") {
-		return ""
-	}
-	if strings.Contains(text, "</tool_call>") {
-		return ""
-	}
-	for _, tool := range tools {
-		for _, name := range []string{tool.Name, tool.OriginalName} {
-			if name == "" {
-				continue
-			}
-			if strings.Contains(text, `name="`+name+`"`) || strings.Contains(text, `name='`+name+`'`) {
-				return tool.Name
-			}
-		}
-	}
-	return ""
-}
-
-func atlascloudPlanFallbackTextToolCall(prompt string) string {
-	task := strings.TrimSpace(prompt)
-	if task == "" {
-		task = "continue the requested work"
-	}
-	args, err := json.Marshal(map[string]any{
-		"steps": []map[string]string{{
-			"task":   task,
-			"status": "pending",
-		}},
-	})
-	if err != nil {
-		return `<tool_call name="plan">{"steps":[{"task":"continue the requested work","status":"pending"}]}</tool_call>`
-	}
-	return `<tool_call name="plan">` + string(args) + `</tool_call>`
-}
-
 func atlascloudMinimaxCompatTools(model string, input []ai.Tool) ([]map[string]any, string) {
 	if !atlascloudIsMinimaxModel(model) || len(input) == 0 {
 		return nil, ""

ai/atlascloud/atlascloud_test.go

@@ -520,105 +520,6 @@ func TestProvider_GeneratePreservesFollowUpTextToolCallInReply(t *testing.T) {
 	}
 }
 
-func TestProvider_GenerateRepairsInitialPartialTextToolCall(t *testing.T) {
-	var bodies []map[string]any
-	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		var body map[string]any
-		if err := json.NewDecoder(r.Body).Decode(&body); err != nil {
-			t.Fatalf("decode request: %v", err)
-		}
-		bodies = append(bodies, body)
-		w.Header().Set("Content-Type", "application/json")
-		switch len(bodies) {
-		case 1:
-			_, _ = w.Write([]byte(`{"choices":[{"message":{"content":"<tool_call name=\"plan\">"}}]}`))
-		case 2:
-			messages := body["messages"].([]any)
-			last := messages[len(messages)-1].(map[string]any)
-			if last["role"] != "user" || !strings.Contains(last["content"].(string), "did not finish valid tool-call markup") {
-				t.Fatalf("repair prompt = %#v, want partial tool-call guidance", last)
-			}
-			if _, ok := body["tools"]; !ok {
-				t.Fatalf("repair request did not keep tools available: %#v", body)
-			}
-			_, _ = w.Write([]byte(`{"choices":[{"message":{"content":"<tool_call name=\"plan\">{\"steps\":[{\"task\":\"create tasks\"}]}</tool_call>"}}]}`))
-		default:
-			t.Fatalf("unexpected API call %d", len(bodies))
-		}
-	}))
-	defer ts.Close()
-
-	p := NewProvider(
-		ai.WithAPIKey("test-key"),
-		ai.WithBaseURL(ts.URL),
-		ai.WithModel("minimaxai/minimax-m3"),
-	)
-	resp, err := p.Generate(context.Background(), &ai.Request{
-		Prompt: "plan and delegate",
-		Tools: []ai.Tool{
-			{Name: "plan", Description: "record a plan", Properties: map[string]any{"steps": map[string]any{"type": "array"}}},
-			{Name: "delegate", Description: "delegate work", Properties: map[string]any{"task": map[string]any{"type": "string"}}},
-		},
-	})
-	if err != nil {
-		t.Fatalf("Generate returned error: %v", err)
-	}
-	if !strings.Contains(resp.Reply, `<tool_call name="plan">`) || !strings.Contains(resp.Reply, `</tool_call>`) {
-		t.Fatalf("Reply = %q, want completed text tool call", resp.Reply)
-	}
-	if len(bodies) != 2 {
-		t.Fatalf("requests = %d, want initial plus repair", len(bodies))
-	}
-}
-
-func TestProvider_GenerateFallsBackAfterRepeatedPartialPlanTextToolCall(t *testing.T) {
-	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		w.Header().Set("Content-Type", "application/json")
-		_, _ = w.Write([]byte(`{"choices":[{"message":{"content":"<tool_call name=\"plan\">"}}]}`))
-	}))
-	defer ts.Close()
-
-	p := NewProvider(
-		ai.WithAPIKey("test-key"),
-		ai.WithBaseURL(ts.URL),
-		ai.WithModel("minimaxai/minimax-m3"),
-	)
-	resp, err := p.Generate(context.Background(), &ai.Request{
-		Prompt: "plan and delegate",
-		Tools:  []ai.Tool{{Name: "plan", Description: "record a plan"}},
-	})
-	if err != nil {
-		t.Fatalf("Generate returned error: %v", err)
-	}
-	if !strings.Contains(resp.Reply, `<tool_call name="plan">`) || !strings.Contains(resp.Reply, `</tool_call>`) {
-		t.Fatalf("Reply = %q, want completed fallback plan text tool call", resp.Reply)
-	}
-	if !strings.Contains(resp.Reply, "plan and delegate") {
-		t.Fatalf("Reply = %q, want fallback plan seeded from prompt", resp.Reply)
-	}
-}
-
-func TestProvider_GenerateErrorsAfterRepeatedPartialNonPlanTextToolCall(t *testing.T) {
-	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		w.Header().Set("Content-Type", "application/json")
-		_, _ = w.Write([]byte(`{"choices":[{"message":{"content":"<tool_call name=\"delegate\">"}}]}`))
-	}))
-	defer ts.Close()
-
-	p := NewProvider(
-		ai.WithAPIKey("test-key"),
-		ai.WithBaseURL(ts.URL),
-		ai.WithModel("minimaxai/minimax-m3"),
-	)
-	_, err := p.Generate(context.Background(), &ai.Request{
-		Prompt: "plan and delegate",
-		Tools:  []ai.Tool{{Name: "delegate", Description: "delegate work"}},
-	})
-	if err == nil || !strings.Contains(err.Error(), "incomplete text tool call") {
-		t.Fatalf("Generate error = %v, want incomplete text tool call error", err)
-	}
-}
-
 func TestProvider_GenerateRetriesMinimaxBuiltInsAsTextTools(t *testing.T) {
 	var bodies []map[string]any
 	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {

cmd/micro/README.md

@@ -67,11 +67,10 @@ provider-free agent path:
 ```
 micro agent demo
 micro examples
-micro zero-to-hero
 ```
 
 Those commands point at the smallest mock-model first-agent example, the no-secret
-transcript, and the 0→hero support app before you add provider-backed chat.
+transcript, and the support app before you add provider-backed chat.
 
 ### Output
 

internal/harness/provider-conformance/main.go

@@ -421,7 +421,7 @@ func runAgentConformance(provider string, timeout time.Duration) error {
 	if provider == "mock" {
 		testProvider = "fake"
 	}
-	cmd := exec.CommandContext(ctx, "go", "test", "./agent", "-run", "TestAgentProvider(ConformanceMatrix|StreamConformanceMatrix)", "-count=1", "-v")
+	cmd := exec.CommandContext(ctx, "go", "test", "./agent", "-run", "TestAgentProviderConformanceMatrix", "-count=1", "-v")
 	cmd.Dir = repoRoot()
 	cmd.Stdout = os.Stdout
 	cmd.Stderr = os.Stderr

internal/harness/zero-to-hero-ci/docs_test.go

@@ -50,19 +50,6 @@ func TestZeroToHeroReferenceDocs(t *testing.T) {
 			t.Fatalf("0→hero CI run script missing lifecycle command %q", want)
 		}
 	}
-	for _, want := range []string{
-		"scaffold:",
-		"run/chat/inspect:",
-		"deploy dry-run:",
-		"chat/inspect:",
-		"first-agent app:",
-		"0→hero app:",
-		"flow history:",
-	} {
-		if !strings.Contains(runScript, want) {
-			t.Fatalf("0→hero CI run script missing debuggable boundary label %q", want)
-		}
-	}
 
 	readme := readFile(t, filepath.Join(root, "README.md"))
 	if !strings.Contains(readme, "internal/website/docs/guides/zero-to-hero.md") {
@@ -285,12 +272,10 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 			links: []string{
 				"internal/website/docs/guides/install-troubleshooting.md",
 				"micro agent demo",
-				"micro examples",
 				"micro zero-to-hero",
 				"internal/website/docs/guides/no-secret-first-agent.md",
 				"internal/website/docs/guides/your-first-agent.md",
 				"internal/website/docs/guides/debugging-agents.md",
-				"micro inspect agent <name>",
 				"internal/website/docs/guides/zero-to-hero.md",
 			},
 		},
@@ -312,26 +297,6 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 				"./support/",
 			},
 		},
-		{
-			name:    "repository examples wayfinding index",
-			file:    filepath.Join(root, "examples", "INDEX.md"),
-			heading: "## Recommended adoption path",
-			links: []string{
-				"./hello-world/",
-				"./first-agent/",
-				"./support/",
-			},
-		},
-		{
-			name:    "micro README first-agent on-ramp",
-			file:    filepath.Join(root, "cmd", "micro", "README.md"),
-			heading: "## First agent on-ramp",
-			links: []string{
-				"micro agent demo",
-				"micro examples",
-				"micro zero-to-hero",
-			},
-		},
 		{
 			name:    "website examples index",
 			file:    filepath.Join(root, "internal", "website", "docs", "examples", "index.md"),
@@ -351,7 +316,6 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 			links: []string{
 				"guides/install-troubleshooting.html",
 				"micro agent demo",
-				"micro examples",
 				"micro zero-to-hero",
 				"https://github.com/micro/go-micro/blob/master/examples/INDEX.md",
 				"https://github.com/micro/go-micro/tree/master/examples/support",
@@ -359,7 +323,6 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 				"guides/no-secret-first-agent.html",
 				"guides/your-first-agent.html",
 				"guides/debugging-agents.html",
-				"micro inspect agent <name>",
 				"guides/zero-to-hero.html",
 			},
 		},
@@ -370,7 +333,6 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 			links: []string{
 				"guides/install-troubleshooting.html",
 				"micro agent demo",
-				"micro examples",
 				"micro zero-to-hero",
 				"https://github.com/micro/go-micro/blob/master/examples/INDEX.md",
 				"https://github.com/micro/go-micro/tree/master/examples/support",
@@ -378,7 +340,6 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 				"guides/no-secret-first-agent.html",
 				"guides/your-first-agent.html",
 				"guides/debugging-agents.html",
-				"micro inspect agent <name>",
 				"guides/zero-to-hero.html",
 			},
 		},
@@ -393,7 +354,6 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 				"guides/no-secret-first-agent.html",
 				"guides/your-first-agent.html",
 				"guides/debugging-agents.html",
-				"micro inspect agent <name>",
 				"guides/zero-to-hero.html",
 			},
 		},
@@ -440,11 +400,6 @@ func TestFirstAgentWayfindingLinkTargetsResolve(t *testing.T) {
 			file:    filepath.Join(root, "examples", "README.md"),
 			heading: "## Recommended first-agent path",
 		},
-		{
-			name:    "repository examples wayfinding index",
-			file:    filepath.Join(root, "examples", "INDEX.md"),
-			heading: "## Recommended adoption path",
-		},
 		{
 			name:    "website examples index",
 			file:    filepath.Join(root, "internal", "website", "docs", "examples", "index.md"),
@@ -654,7 +609,6 @@ func TestGettingStartedDocsLeadWithNoSecretFirstRun(t *testing.T) {
 				"micro zero-to-hero",
 				"guides/no-secret-first-agent.html",
 				"guides/debugging-agents.html",
-				"micro inspect agent <name>",
 				"guides/zero-to-hero.html",
 			},
 		},

internal/harness/zero-to-hero-ci/run.sh

@@ -35,5 +35,5 @@ run_step "first-agent app: runnable provider-free example" \
   go test ./examples/first-agent -run TestRunFirstAgent -count=1
 run_step "0→hero app: support lifecycle smoke" \
   go test ./examples/support -run 'TestRunSupportMockSmoke|TestZeroToHeroReadmeDocumentsLifecycle' -count=1
-run_step "flow history: deterministic services → agents → workflows harnesses" \
+run_step "workflows: deterministic services → agents → workflows harnesses" \
   go test ./internal/harness/universe ./internal/harness/plan-delegate -run 'Test.*Harness|TestPlanDelegateEndToEnd|TestPlanDelegateFlowHandoff' -count=1

internal/website/docs/getting-started.md

@@ -63,7 +63,7 @@ After this quick start, follow the agent path in order:
 6. [Smallest first-agent example](https://github.com/micro/go-micro/tree/master/examples/first-agent) — run one service-backed agent with a mock model and no provider key.
 7. [No-secret first-agent transcript](guides/no-secret-first-agent.html) — run a useful support agent with a mock model before setting up a provider key.
 8. [Your First Agent](guides/your-first-agent.html) — build a service-backed agent and talk to it with `micro chat`.
-9. [Debugging your agent](guides/debugging-agents.html) — use `micro inspect agent <name>` to inspect service registration, tool calls, run history, memory, provider failures, and flow handoffs when the agent surprises you.
+9. [Debugging your agent](guides/debugging-agents.html) — inspect service registration, tool calls, run history, memory, provider failures, and flow handoffs when the agent surprises you.
 10. [0→hero reference path](guides/zero-to-hero.html) — prove the full scaffold → run → chat → inspect → deploy dry-run lifecycle with commands exercised by `make harness`.
 
 ## Write a Service

internal/website/docs/index.md

@@ -16,14 +16,14 @@ It's built on a pluggable architecture of Go interfaces: service discovery, clie
 
 ## Learn More
 
-Start with [Getting Started](getting-started.html) for install and the first local service. Then follow the first-agent on-ramp in the same order as the README: `micro agent demo` for the installed no-secret CLI affordance, `micro examples` for the provider-free examples map, `micro zero-to-hero` for the maintained lifecycle harness, [examples wayfinding index](https://github.com/micro/go-micro/blob/master/examples/INDEX.md) for the runnable examples map, [the 0→hero support reference](https://github.com/micro/go-micro/tree/master/examples/support) for the full no-secret lifecycle example, [No-secret first-agent transcript](guides/no-secret-first-agent.html) to run a mock-model support agent, [Your First Agent](guides/your-first-agent.html) to build and chat with a service-backed agent, [Debugging your agent](guides/debugging-agents.html) to use `micro inspect agent <name>` for runs and memory, and the [0→hero reference path](guides/zero-to-hero.html) to walk the full scaffold → run → chat → inspect → deploy dry-run lifecycle covered by CI.
+Start with [Getting Started](getting-started.html) for install and the first local service. Then follow the first-agent on-ramp: `micro agent demo` for the installed no-secret CLI affordance, [examples wayfinding index](https://github.com/micro/go-micro/blob/master/examples/INDEX.md) for the maintained examples map, [the 0→hero support reference](https://github.com/micro/go-micro/tree/master/examples/support) for the full no-secret lifecycle example, [No-secret first-agent transcript](guides/no-secret-first-agent.html) to run a mock-model support agent, [Your First Agent](guides/your-first-agent.html) to build and chat with a service-backed agent, [Debugging your agent](guides/debugging-agents.html) to inspect runs and memory, and the [0→hero reference path](guides/zero-to-hero.html) to walk the full scaffold → run → chat → inspect → deploy dry-run lifecycle covered by CI.
 
 Otherwise continue to read the docs for more information about the framework.
 
 ## Contents
 
 - [Getting Started](getting-started.html)
-- [0→hero Reference](guides/zero-to-hero.html) - Walk scaffold → run → chat → `micro inspect agent <name>` → deploy dry-run with CI-backed commands
+- [0→hero Reference](guides/zero-to-hero.html) - Walk scaffold → run → chat → inspect → deploy dry-run with CI-backed commands
 - `micro agent demo` - Show the provider-free first-agent demo command and next docs steps
 - `micro examples` - Show provider-free first-agent examples in copy/paste order
 - [Examples wayfinding index](https://github.com/micro/go-micro/blob/master/examples/INDEX.md) - Choose the first-agent, support, and interop examples from one map
@@ -52,7 +52,7 @@ Otherwise continue to read the docs for more information about the framework.
 
 ## AI & Agents
 
-- [0→hero Reference](guides/zero-to-hero.html) - Walk scaffold → run → chat → `micro inspect agent <name>` → deploy dry-run with CI-backed commands
+- [0→hero Reference](guides/zero-to-hero.html) - Walk scaffold → run → chat → inspect → deploy dry-run with CI-backed commands
 - [No-secret first-agent transcript](guides/no-secret-first-agent.html) - Run the first useful agent path without a provider key
 - [Your First Agent](guides/your-first-agent.html) - Build a service-backed agent end to end
 - [Building AI-Native Services](guides/ai-native-services.html) - End-to-end tutorial for MCP-enabled services

internal/website/docs/quickstart.md

@@ -49,7 +49,7 @@ You now have the service half of the services → agents → workflows lifecycle
 6. **[Smallest first-agent example](https://github.com/micro/go-micro/tree/master/examples/first-agent)** - run a mock-model, no-secret agent before adding provider keys.
 7. **[No-secret first-agent transcript](guides/no-secret-first-agent.html)** - run a useful support agent with a mock model before setting up a provider key.
 8. **[Your First Agent](guides/your-first-agent.html)** - turn this service into an agent-callable tool, chat with it, and learn the `micro agent preflight` → `micro run` → `micro chat` loop.
-9. **[Debugging your agent](guides/debugging-agents.html)** - use `micro inspect agent <name>` to inspect service registration, tool calls, run history, memory, provider failures, and flow handoffs when the agent does something surprising.
+9. **[Debugging your agent](guides/debugging-agents.html)** - inspect service registration, tool calls, run history, memory, provider failures, and flow handoffs when the agent does something surprising.
 10. **[0→hero Reference](guides/zero-to-hero.html)** - walk the maintained scaffold → run → chat → inspect → deploy dry-run path that proves services, agents, and workflows together.
 
 After that first-agent path, branch out to: