docs: refresh planner priorities for 3994

.github/ISSUE_TEMPLATE/config.yml

@@ -1,8 +1,5 @@
 blank_issues_enabled: true
 contact_links:
-  - name: 🔒 Report a vulnerability
-    url: https://github.com/micro/go-micro/security/advisories/new
-    about: Privately disclose security vulnerabilities to the maintainers.
   - name: 💖 Sponsor Go Micro
     url: https://github.com/sponsors/asim
     about: Fund ongoing development and see your name or logo on the project.

.github/loop/PRIORITIES.md

@@ -21,7 +21,9 @@ changes, architectural rewrites. Those go to the human.
 
 ## Work queue (ranked)
 
-1. **Lead Getting Started with the no-secret first-run path** ([#4054](https://github.com/micro/go-micro/issues/4054)) — #4039 added `micro agent demo`, #4044 documented it in the README/website on-ramp, #4049 moved the installed CLI docs to lead with it, and #4052 surfaced it from scaffold next steps. The remaining adoption seam is the website Getting Started page: it still introduces provider-key setup and prompt generation before the no-secret scaffold → run → call path, so a new developer can infer an LLM key is mandatory before they have proved the runtime works. Reorder Getting Started to lead with install → `micro new` → `micro run` → curl, then `micro agent demo` and the no-secret first-agent sequence, and add a focused docs/harness assertion so the README, CLI docs, and website cannot drift apart again.
-
+1. **Make AtlasCloud live conformance exercise the guarded delegate path** ([#3990](https://github.com/micro/go-micro/issues/3990)) — #3993 shipped the highest-priority adoption wayfinding gap by surfacing first-agent and 0→hero next steps from `micro new`, so the queue should not re-run #3983. The current top risk is a live provider-conformance regression in the Now-phase “battle-tested across providers” contract: AtlasCloud completed the model/tool path but skipped the guarded delegation attempt, leaving the harness unable to prove delegation refusal behavior across providers.
+2. **Make AtlasCloud plan/delegate complete required tasks before notification** ([#3991](https://github.com/micro/go-micro/issues/3991)) — the same scheduled live harness exposed a 0→hero correctness seam: the conductor emitted the delegated notification side effect while required task-creation plan steps remained unfinished. This is ranked just behind #3990 because it protects the services → agents → workflows story users now discover through the CLI and should fail safely before side effects or recover before checkpoint validation.
+3. **Broaden provider streaming and keep chat/A2A streaming end to end** ([#3903](https://github.com/micro/go-micro/issues/3903)) — once the live conformance regressions are fixed, streaming remains the highest developer-visible Next-phase seam. Real chat and long-running A2A tasks need token streaming to stay coherent from provider → `ai.Stream` → `micro chat` → A2A `message/stream`, with mock/default CI coverage plus key-gated live provider checks and safe fallback for non-streaming providers.
+4. **Trace agent runs as OpenTelemetry spans** ([#3908](https://github.com/micro/go-micro/issues/3908)) — the blog/README/roadmap story promises an operable harness, and the developer on-ramp now includes chat, inspect, and run-history checkpoints. The next observability gap is production-grade trace correlation for `RunInfo`: steps, tool calls, delegation, status, durations, and failures should be visible as spans while defaulting to no-op when tracing is not configured.
 _Seeded by Claude Code from the roadmap + open issues; thereafter maintained by the
 architecture-review pass._

CHANGELOG.md

@@ -16,27 +16,6 @@ next version when it ships.
 
 ## [Unreleased]
 
-## [6.3.15] - July 2026
-
-### Added
-- **Anthropic streaming** — the Anthropic provider now supports Messages SSE streaming and is registered as a streaming-capable provider, with capability docs and parser coverage. (`ai/anthropic/`, `internal/website/docs/guides/`)
-- **AP2 mandate foundation for A2A** — the A2A gateway now has the shared payment-mandate foundation needed for AP2-style agent payment flows. (`gateway/a2a/`)
-- **Smallest first-agent example** — a no-secret, mock-model first-agent example gives the on-ramp a minimal runnable starting point. (`examples/first-agent/`)
-
-### Changed
-- **First-agent CLI next steps** — CLI output now points new users toward the maintained first-agent path after scaffold/run milestones. (`cmd/micro/`)
-
-### Fixed
-- **Plan/delegate completion** — plan-delegate runs now preserve completed steps, guard ordering, require notify-before-completion, and stabilize checkpoint continuation paths. (`agent/`, `internal/harness/`)
-- **Provider text tool calls** — AtlasCloud and weaker-model fallback paths now recover tagged, `Create`-suffixed, mixed text/tool-call, and follow-up tool calls more reliably. (`agent/`, `ai/atlascloud/`)
-- **First-agent broker isolation** — the first-agent harness now isolates broker state more reliably across runs. (`internal/harness/`)
-
-### Documentation
-- **First-agent example path** — docs and website wayfinding now surface the smallest example, no-secret transcript, and 0→hero path together. (`README.md`, `internal/website/docs/`)
-- **Agent operations guidance** — agent debugging docs now include operational failure guidance, inspect hints, and durable resume pointers. (`internal/website/docs/guides/`)
-
----
-
 ## [6.3.14] - July 2026
 
 ### Added

README.md

@@ -87,16 +87,15 @@ make harness
 After install and the first `micro new`/`micro run` smoke check, take the
 walkable agent path in this order:
 
-1. `micro agent demo` — print the provider-free first-agent demo command and next docs steps from the installed CLI.
-2. [Smallest first-agent example](examples/first-agent/) — run one service-backed agent with a mock model and no provider key.
-3. [No-secret first-agent transcript](internal/website/docs/guides/no-secret-first-agent.md) — run the
+1. [Smallest first-agent example](examples/first-agent/) — run one service-backed agent with a mock model and no provider key.
+2. [No-secret first-agent transcript](internal/website/docs/guides/no-secret-first-agent.md) — run the
    maintained support agent with a mock model and see services → agents → workflows succeed without a key.
-4. [Your First Agent](internal/website/docs/guides/your-first-agent.md) — build a
+3. [Your First Agent](internal/website/docs/guides/your-first-agent.md) — build a
    service-backed agent and talk to it with `micro chat`.
-5. [Debugging your agent](internal/website/docs/guides/debugging-agents.md) — use
+4. [Debugging your agent](internal/website/docs/guides/debugging-agents.md) — use
    `micro agent inspect`, run history, memory, and provider checks when the first
    conversation does something unexpected.
-6. [0→hero Reference](internal/website/docs/guides/zero-to-hero.md) — complete the
+5. [0→hero Reference](internal/website/docs/guides/zero-to-hero.md) — complete the
    services → agents → workflows loop with scaffold, run, chat, inspect, flow
    history, and deploy dry-run commands that match the maintained harness.
 

SECURITY.md

@@ -17,10 +17,10 @@ We actively support the following versions of go-micro:
 
 ### How to Report
 
-Use GitHub's private security advisory feature:
-https://github.com/micro/go-micro/security/advisories/new
+Send security vulnerability reports to: **security@go-micro.dev**
 
-This keeps vulnerability reports private, ties follow-up to the affected repository, and avoids relying on project email routing.
+Or use GitHub's private security advisory feature:
+https://github.com/micro/go-micro/security/advisories/new
 
 ### What to Include
 
@@ -175,4 +175,5 @@ We currently do not offer a bug bounty program, but we greatly appreciate respon
 For security questions that are not vulnerabilities, please:
 - Open a discussion: https://github.com/micro/go-micro/discussions
 - Join Discord: https://discord.gg/G8Gk5j3uXr
+- Email: support@go-micro.dev
 

agent/agent.go

@@ -297,11 +297,7 @@ func (a *agentImpl) askLocked(ctx context.Context, runID, message, parentRunID s
 		}
 	}
 
-	// Some providers satisfy a saved plan one outstanding item per turn,
-	// especially when the final item delegates to another agent. Allow enough
-	// continuations for the services → agents → workflows harness to complete
-	// every planned side effect without weakening the final unfinished-plan guard.
-	const maxPlanCompletionTurns = 6
+	const maxPlanCompletionTurns = 3
 	var resp *ai.Response
 	for planCompletionTurn := 0; ; planCompletionTurn++ {
 		resp, err = ai.GenerateWithRetry(ctx, a.model, &ai.Request{
@@ -356,15 +352,6 @@ func (a *agentImpl) askLocked(ctx context.Context, runID, message, parentRunID s
 					resp.Reply = ""
 				}
 			}
-		} else if calls, answer, ok := a.executeAdditionalTextToolCalls(ctx, resp.Reply, toolList, resp.ToolCalls); ok {
-			resp.ToolCalls = append(resp.ToolCalls, calls...)
-			if answer != "" {
-				if resp.Answer == "" {
-					resp.Answer = answer
-				} else {
-					resp.Answer += "\n" + answer
-				}
-			}
 		}
 
 		if a.opts.Checkpoint != nil {
@@ -375,7 +362,7 @@ func (a *agentImpl) askLocked(ctx context.Context, runID, message, parentRunID s
 				if resp.Answer != "" {
 					a.mem.Add("assistant", resp.Answer)
 				}
-				message = fmt.Sprintf("Continue the same run by calling the required tool(s) for the unfinished plan steps below. Do not repeat completed work, do not provide a final answer yet, and complete at least one unfinished step this turn if a matching tool is available. Unfinished plan steps: %s", strings.Join(unfinished, ", "))
+				message = "Continue the run. These plan steps are still unfinished and must be completed before a final answer: " + strings.Join(unfinished, ", ")
 				a.mem.Add("user", message)
 				messages = a.mem.Messages()
 				continue

agent/builtin.go

@@ -290,11 +290,6 @@ func (a *agentImpl) planWrap(next ai.ToolHandler) ai.ToolHandler {
 		if call.Name == toolPlan {
 			return a.handlePlan(call)
 		}
-		if call.Name == toolDelegate {
-			if blocked := a.unfinishedPlanStepsBeforeDelegation(); len(blocked) > 0 {
-				return refused(call.ID, ai.RefusedApproval, "complete these plan steps before delegating: "+strings.Join(blocked, ", "))
-			}
-		}
 		res := next(ctx, call)
 		if res.Refused == "" && toolErrorMessage(res) == "" {
 			a.completeNextPlanStep()
@@ -469,53 +464,6 @@ func (a *agentImpl) completeNextPlanStep() {
 	}
 }
 
-func (a *agentImpl) unfinishedPlanStepsBeforeDelegation() []string {
-	plan := a.loadPlan()
-	if plan == "" {
-		return nil
-	}
-	var data map[string]any
-	if err := json.Unmarshal([]byte(plan), &data); err != nil {
-		return nil
-	}
-	steps, ok := data["steps"].([]any)
-	if !ok {
-		return nil
-	}
-	var unfinished []string
-	for _, raw := range steps {
-		step, ok := raw.(map[string]any)
-		if !ok {
-			continue
-		}
-		task := planStepTask(step)
-		if isDelegationPlanTask(task) {
-			break
-		}
-		if !isUnfinishedPlanStatus(step["status"]) {
-			continue
-		}
-		if task == "" {
-			task = "<unnamed>"
-		}
-		unfinished = append(unfinished, task)
-	}
-	return unfinished
-}
-
-func planStepTask(step map[string]any) string {
-	if task, _ := step["task"].(string); task != "" {
-		return task
-	}
-	desc, _ := step["description"].(string)
-	return desc
-}
-
-func isDelegationPlanTask(task string) bool {
-	task = normalizePlanTask(task)
-	return strings.Contains(task, "delegate") || strings.Contains(task, "notify") || strings.Contains(task, "notification")
-}
-
 func (a *agentImpl) unfinishedPlanSteps() []string {
 	plan := a.loadPlan()
 	if plan == "" {
@@ -539,7 +487,7 @@ func (a *agentImpl) unfinishedPlanSteps() []string {
 		if status != "" && status != "pending" && status != "in_progress" {
 			continue
 		}
-		task := planStepTask(step)
+		task, _ := step["task"].(string)
 		if task == "" {
 			task = "<unnamed>"
 		}

agent/builtin_test.go

@@ -1,7 +1,6 @@
 package agent
 
 import (
-	"context"
 	"encoding/json"
 	"testing"
 
@@ -192,45 +191,3 @@ func TestIsAgent(t *testing.T) {
 		t.Error("isAgent(nonexistent) = true, want false")
 	}
 }
-
-func TestPlanWrapBlocksDelegationUntilPriorPlanStepsFinish(t *testing.T) {
-	mem := store.NewMemoryStore()
-	a := New(Name("planner"), WithStore(mem)).(*agentImpl)
-	a.handlePlan(ai.ToolCall{Name: toolPlan, Input: map[string]any{
-		"steps": []any{
-			map[string]any{"task": "Create Design task", "status": "pending"},
-			map[string]any{"task": "Create Build task", "status": "pending"},
-			map[string]any{"task": "Create Ship task", "status": "pending"},
-			map[string]any{"task": "Delegate readiness notification to comms agent", "status": "pending"},
-		},
-	}})
-
-	called := false
-	handle := a.planWrap(func(ctx context.Context, call ai.ToolCall) ai.ToolResult {
-		called = true
-		return ai.ToolResult{ID: call.ID, Content: "ok"}
-	})
-
-	res := handle(context.Background(), ai.ToolCall{ID: "delegate-1", Name: toolDelegate, Input: map[string]any{"to": "comms"}})
-	if called {
-		t.Fatal("delegate handler was called before prior task plan steps completed")
-	}
-	if res.Refused == "" {
-		t.Fatalf("delegate result was not refused: %+v", res)
-	}
-	if got := res.Content; !containsStr(got, "Create Design task") || !containsStr(got, "Create Ship task") {
-		t.Fatalf("delegate refusal content = %q, want prior unfinished task steps", got)
-	}
-
-	for _, id := range []string{"add-design", "add-build", "add-ship"} {
-		_ = handle(context.Background(), ai.ToolCall{ID: id, Name: "task.Add", Input: map[string]any{"title": id}})
-	}
-	called = false
-	res = handle(context.Background(), ai.ToolCall{ID: "delegate-2", Name: toolDelegate, Input: map[string]any{"to": "comms"}})
-	if !called {
-		t.Fatal("delegate handler was not called after prior task plan steps completed")
-	}
-	if res.Refused != "" {
-		t.Fatalf("delegate result refused after prior task steps completed: %+v", res)
-	}
-}

agent/checkpoint_test.go

@@ -219,72 +219,6 @@ func TestCheckpointContinuesRunWithUnfinishedPlanStep(t *testing.T) {
 	}
 }
 
-func TestCheckpointContinuesRunThroughSeveralSingleStepTurns(t *testing.T) {
-	ctx := context.Background()
-	cp := flow.StoreCheckpoint(store.NewMemoryStore(), "single-step-plan-agent")
-
-	completed := []string{}
-	modelCalls := 0
-	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
-		modelCalls++
-		if opts.ToolHandler == nil {
-			t.Fatal("missing tool handler")
-		}
-		switch modelCalls {
-		case 1:
-			opts.ToolHandler(ctx, ai.ToolCall{ID: "plan-1", Name: toolPlan, Input: map[string]any{
-				"steps": []any{
-					map[string]any{"task": "create Design task", "status": "pending"},
-					map[string]any{"task": "create Build task", "status": "pending"},
-					map[string]any{"task": "create Ship task", "status": "pending"},
-					map[string]any{"task": "delegate readiness notification", "status": "pending"},
-				},
-			}})
-			return &ai.Response{Reply: "planned"}, nil
-		case 2, 3, 4, 5:
-			want := []string{"create Design task", "create Build task", "create Ship task", "delegate readiness notification"}[modelCalls-2]
-			if !strings.Contains(req.Prompt, want) {
-				t.Fatalf("continuation prompt %d = %q, want %q", modelCalls, req.Prompt, want)
-			}
-			res := opts.ToolHandler(ctx, ai.ToolCall{ID: want, Name: "external.step", Input: map[string]any{"step": want}})
-			if res.Content != "completed "+want {
-				t.Fatalf("tool result = %q, want completed %s", res.Content, want)
-			}
-			if modelCalls == 5 {
-				return &ai.Response{Reply: "all plan steps complete"}, nil
-			}
-			return &ai.Response{Reply: "one more step complete"}, nil
-		default:
-			t.Fatalf("unexpected model call %d", modelCalls)
-			return nil, nil
-		}
-	}
-	defer func() { fakeGen = nil }()
-
-	a := newTestAgent(Name("single-step-plan-agent"), WithCheckpoint(cp),
-		WithTool("external.step", "complete one planned step", nil, func(ctx context.Context, input map[string]any) (string, error) {
-			step, _ := input["step"].(string)
-			completed = append(completed, step)
-			return "completed " + step, nil
-		}))
-	resp, err := a.Ask(ctx, "work through the launch plan")
-	if err != nil {
-		t.Fatalf("Ask: %v", err)
-	}
-	if resp.Reply != "all plan steps complete" {
-		t.Fatalf("reply = %q, want final continuation reply", resp.Reply)
-	}
-	if modelCalls != 5 {
-		t.Fatalf("model calls = %d, want initial plus four continuations", modelCalls)
-	}
-	if len(completed) != 4 {
-		t.Fatalf("completed steps = %v, want four tool-backed continuations", completed)
-	}
-	if unfinished := a.unfinishedPlanSteps(); len(unfinished) != 0 {
-		t.Fatalf("unfinished plan steps = %v, want none", unfinished)
-	}
-}
-
 func TestResumeFailedCheckpointAfterFreshAgentRestart(t *testing.T) {
 	ctx := context.Background()
 	cp := flow.StoreCheckpoint(store.NewMemoryStore(), "restart-resume-agent")

agent/conformance_test.go

@@ -504,67 +504,3 @@ func TestAgentExecutesProviderTextToolCallFallback(t *testing.T) {
 		t.Fatalf("Reply = %q, want tool result instead of raw JSON", 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 {
-			return nil, errors.New("missing tool handler")
-		}
-		echo := opts.ToolHandler(ctx, ai.ToolCall{
-			ID:    "structured-echo-1",
-			Name:  "conformance_echo",
-			Input: map[string]any{"value": "agent-conformance"},
-		})
-		return &ai.Response{
-			Reply:  echo.Content + "\n<tool_call name=\"delegate\">{\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}</tool_call>",
-			Answer: echo.Content,
-			ToolCalls: []ai.ToolCall{
-				{ID: "structured-echo-1", Name: "conformance_echo", Input: map[string]any{"value": "agent-conformance"}, Result: echo.Content},
-			},
-		}, nil
-	}
-	defer func() { fakeGen = nil }()
-
-	var sawTool bool
-	var sawBlockedDelegate bool
-	a := New(
-		Name("conformance-mixed-text-tool"),
-		Provider("fake"),
-		WithRegistry(registry.NewMemoryRegistry()),
-		WithStore(store.NewMemoryStore()),
-		WithMemory(NewInMemory(4)),
-		ApproveTool(func(tool string, input map[string]any) (bool, string) {
-			if tool == "delegate" {
-				sawBlockedDelegate = true
-				return false, "cross-provider conformance blocks delegate side effects"
-			}
-			return true, ""
-		}),
-		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
-			return `{"marker":"agent-conformance-ok"}`, nil
-		}),
-	)
-
-	resp, err := a.Ask(context.Background(), "Run the mixed structured/text tool fallback.")
-	if err != nil {
-		t.Fatalf("Ask: %v", err)
-	}
-	if !sawTool {
-		t.Fatal("structured conformance_echo did not execute")
-	}
-	if !sawBlockedDelegate {
-		t.Fatal("tagged text delegate fallback did not execute")
-	}
-	if len(resp.ToolCalls) != 2 {
-		t.Fatalf("ToolCalls = %+v, want structured echo and text delegate", resp.ToolCalls)
-	}
-	if resp.ToolCalls[1].Name != "delegate" || resp.ToolCalls[1].Error != ai.RefusedApproval {
-		t.Fatalf("delegate ToolCall = %+v, want refused delegate", resp.ToolCalls[1])
-	}
-	if !strings.Contains(resp.Reply, "agent-conformance-ok") {
-		t.Fatalf("Reply = %q, want conformance marker", resp.Reply)
-	}
-}

agent/otel.go

@@ -215,13 +215,13 @@ func (m *tracedModel) Generate(ctx context.Context, req *ai.Request, opts ...ai.
 	} else {
 		span.SetStatus(codes.Ok, "")
 	}
+	span.End()
 	e := RunEvent{Time: time.Now(), RunID: info.RunID, ParentID: info.ParentID, Agent: info.Agent, Kind: "model", Provider: provider, Model: model, Attempt: info.Attempt, MaxAttempts: info.MaxAttempts, LatencyMS: dur, Tokens: usage}
 	if err != nil {
 		e.Error = err.Error()
 		e.ErrorKind = string(ai.ClassifyError(err))
 	}
 	m.a.recordSpanEvent(span, e)
-	span.End()
 	return resp, err
 }
 
@@ -393,8 +393,8 @@ func (a *agentImpl) traceTool(next ai.ToolHandler) ai.ToolHandler {
 		} else {
 			span.SetStatus(codes.Ok, "")
 		}
-		a.recordSpanEvent(span, RunEvent{Time: time.Now(), RunID: info.RunID, ParentID: info.ParentID, Agent: info.Agent, Kind: "tool", Name: call.Name, LatencyMS: dur, Refused: res.Refused, Error: resErr, ErrorKind: classifyToolError(resErr)})
 		span.End()
+		a.recordSpanEvent(span, RunEvent{Time: time.Now(), RunID: info.RunID, ParentID: info.ParentID, Agent: info.Agent, Kind: "tool", Name: call.Name, LatencyMS: dur, Refused: res.Refused, Error: resErr, ErrorKind: classifyToolError(resErr)})
 		return res
 	}
 }

agent/otel_test.go

@@ -95,16 +95,8 @@ func TestAgentOpenTelemetrySpans(t *testing.T) {
 		if attrs[AttrRunID] != runID || attrs[AttrAgentName] != "runner" {
 			t.Fatalf("%s missing run correlation attributes: %#v", s.Name(), attrs)
 		}
-		if s.Name() == spanNameModelCall {
-			if attrs[AttrAttempt] != "1" || attrs[AttrMaxAttempts] != "1" {
-				t.Fatalf("model span missing attempt attributes: %#v", attrs)
-			}
-			if !spanEventHasRunInfo(s.Events(), "agent.model", runID, "runner") {
-				t.Fatalf("model span missing model event: %#v", s.Events())
-			}
-		}
-		if s.Name() == spanNameToolCall && !spanEventHasRunInfo(s.Events(), "agent.tool", runID, "runner") {
-			t.Fatalf("tool span missing tool event: %#v", s.Events())
+		if s.Name() == spanNameModelCall && (attrs[AttrAttempt] != "1" || attrs[AttrMaxAttempts] != "1") {
+			t.Fatalf("model span missing attempt attributes: %#v", attrs)
 		}
 	}
 	keys, err := store.Scope(st, "agent", "runner").List(store.ListPrefix("runs/"))
@@ -663,9 +655,6 @@ func TestAgentOpenTelemetrySpansModelStream(t *testing.T) {
 		if attrs[AttrAttempt] != "2" || attrs[AttrMaxAttempts] != "3" || attrs[AttrTotalTokens] != "5" {
 			t.Fatalf("stream span missing attempt/usage attributes: %#v", attrs)
 		}
-		if !spanEventHasRunInfo(s.Events(), "agent.stream", "stream-run-1", "stream-runner") {
-			t.Fatalf("stream span missing stream event: %#v", s.Events())
-		}
 		sawStream = true
 	}
 	if !sawStream {

agent/text_tool_calls.go

@@ -47,48 +47,6 @@ func (a *agentImpl) executeTextToolCalls(ctx context.Context, reply string, tool
 	return calls, strings.Join(results, "\n"), true
 }
 
-// executeAdditionalTextToolCalls runs text-encoded tool calls that accompany a
-// structured tool_calls response. Some OpenAI-compatible providers can mix the
-// two forms in a single assistant turn: for example, emitting a native
-// conformance_echo call while rendering a follow-up guarded delegate call as
-// <tool_call name="delegate">...</tool_call> text. Keep this fallback additive
-// and de-duplicate calls already represented in the structured tool_calls list.
-func (a *agentImpl) executeAdditionalTextToolCalls(ctx context.Context, reply string, tools []ai.Tool, existing []ai.ToolCall) ([]ai.ToolCall, string, bool) {
-	calls := parseTextToolCalls(reply, tools)
-	if len(calls) == 0 {
-		return nil, "", false
-	}
-
-	seen := map[string]bool{}
-	for _, call := range existing {
-		seen[textToolCallKey(call)] = true
-	}
-
-	handler := a.toolHandler()
-	out := make([]ai.ToolCall, 0, len(calls))
-	results := make([]string, 0, len(calls))
-	for i := range calls {
-		if seen[textToolCallKey(calls[i])] {
-			continue
-		}
-		result := handler(ctx, calls[i])
-		calls[i].Result = result.Content
-		if result.Refused != "" {
-			calls[i].Error = result.Refused
-		}
-		if result.Content != "" {
-			results = append(results, result.Content)
-		}
-		out = append(out, calls[i])
-	}
-	return out, strings.Join(results, "\n"), len(out) > 0
-}
-
-func textToolCallKey(call ai.ToolCall) string {
-	b, _ := json.Marshal(call.Input)
-	return call.Name + "\x00" + string(b)
-}
-
 func parseTextToolCalls(text string, tools []ai.Tool) []ai.ToolCall {
 	allowed := textToolNames(tools)
 	if len(allowed) == 0 {

ai/anthropic/anthropic.go

@@ -2,7 +2,6 @@
 package anthropic
 
 import (
-	"bufio"
 	"bytes"
 	"context"
 	"encoding/json"
@@ -18,7 +17,6 @@ func init() {
 	ai.Register("anthropic", func(opts ...ai.Option) ai.Model {
 		return NewProvider(opts...)
 	})
-	ai.RegisterStream("anthropic")
 }
 
 // Provider implements the ai.Model interface for Anthropic Claude
@@ -158,113 +156,9 @@ func (p *Provider) Generate(ctx context.Context, req *ai.Request, opts ...ai.Gen
 	return resp, nil
 }
 
-// Stream generates a streaming response from Anthropic's Messages SSE API.
+// Stream generates a streaming response (not yet implemented)
 func (p *Provider) Stream(ctx context.Context, req *ai.Request, opts ...ai.GenerateOption) (ai.Stream, error) {
-	apiReq := map[string]any{
-		"model":      p.opts.Model,
-		"max_tokens": anthropicMaxTokens(p.opts),
-		"system":     req.SystemPrompt,
-		"messages":   threadAnthropicMessages(req),
-		"stream":     true,
-	}
-	reqBody, err := json.Marshal(apiReq)
-	if err != nil {
-		return nil, fmt.Errorf("failed to marshal stream request: %w", err)
-	}
-
-	apiURL := strings.TrimRight(p.opts.BaseURL, "/") + "/v1/messages"
-	httpReq, err := http.NewRequestWithContext(ctx, http.MethodPost, apiURL, bytes.NewReader(reqBody))
-	if err != nil {
-		return nil, fmt.Errorf("failed to create stream request: %w", err)
-	}
-	httpReq.Header.Set("Content-Type", "application/json")
-	httpReq.Header.Set("Accept", "text/event-stream")
-	httpReq.Header.Set("x-api-key", p.opts.APIKey)
-	httpReq.Header.Set("anthropic-version", "2023-06-01")
-
-	httpResp, err := http.DefaultClient.Do(httpReq)
-	if err != nil {
-		return nil, fmt.Errorf("stream API request failed: %w", err)
-	}
-	if httpResp.StatusCode != http.StatusOK {
-		defer httpResp.Body.Close()
-		respBody, _ := io.ReadAll(httpResp.Body)
-		return nil, fmt.Errorf("stream API error (%s): %s", httpResp.Status, string(respBody))
-	}
-	return &streamReader{body: httpResp.Body, scanner: bufio.NewScanner(httpResp.Body)}, nil
-}
-
-type streamReader struct {
-	body    io.ReadCloser
-	scanner *bufio.Scanner
-	closed  bool
-}
-
-func (s *streamReader) Recv() (*ai.Response, error) {
-	for s.scanner.Scan() {
-		line := strings.TrimSpace(s.scanner.Text())
-		if line == "" || strings.HasPrefix(line, ":") || strings.HasPrefix(line, "event:") {
-			continue
-		}
-		if !strings.HasPrefix(line, "data:") {
-			continue
-		}
-		data := strings.TrimSpace(strings.TrimPrefix(line, "data:"))
-		var chunk struct {
-			Type  string `json:"type"`
-			Delta struct {
-				Type string `json:"type"`
-				Text string `json:"text"`
-			} `json:"delta"`
-			Message struct {
-				Usage struct {
-					InputTokens  int `json:"input_tokens"`
-					OutputTokens int `json:"output_tokens"`
-				} `json:"usage"`
-			} `json:"message"`
-			Usage *struct {
-				InputTokens  int `json:"input_tokens"`
-				OutputTokens int `json:"output_tokens"`
-			} `json:"usage"`
-		}
-		if err := json.Unmarshal([]byte(data), &chunk); err != nil {
-			return nil, fmt.Errorf("failed to parse stream chunk: %w", err)
-		}
-		switch chunk.Type {
-		case "content_block_delta":
-			if chunk.Delta.Type == "text_delta" && chunk.Delta.Text != "" {
-				return &ai.Response{Reply: chunk.Delta.Text}, nil
-			}
-		case "message_start":
-			if chunk.Message.Usage.InputTokens > 0 || chunk.Message.Usage.OutputTokens > 0 {
-				return &ai.Response{Usage: usage(chunk.Message.Usage.InputTokens, chunk.Message.Usage.OutputTokens)}, nil
-			}
-		case "message_delta":
-			if chunk.Usage != nil {
-				return &ai.Response{Usage: usage(chunk.Usage.InputTokens, chunk.Usage.OutputTokens)}, nil
-			}
-		case "message_stop":
-			return nil, io.EOF
-		case "error":
-			return nil, fmt.Errorf("anthropic stream error: %s", data)
-		}
-	}
-	if err := s.scanner.Err(); err != nil {
-		return nil, err
-	}
-	return nil, io.EOF
-}
-
-func (s *streamReader) Close() error {
-	if s.closed {
-		return nil
-	}
-	s.closed = true
-	return s.body.Close()
-}
-
-func usage(input, output int) ai.Usage {
-	return ai.Usage{InputTokens: input, OutputTokens: output, TotalTokens: input + output}
+	return nil, fmt.Errorf("%w: anthropic provider", ai.ErrStreamingUnsupported)
 }
 
 // callAPI makes an HTTP request to the Anthropic API

ai/anthropic/anthropic_test.go

@@ -3,10 +3,6 @@ package anthropic
 import (
 	"context"
 	"errors"
-	"io"
-	"net/http"
-	"net/http/httptest"
-	"strings"
 	"testing"
 
 	"go-micro.dev/v6/ai"
@@ -85,67 +81,15 @@ func TestProvider_Generate_NoAPIKey(t *testing.T) {
 	}
 }
 
-func TestProvider_Stream(t *testing.T) {
-	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		if r.URL.Path != "/v1/messages" {
-			t.Fatalf("path = %q, want /v1/messages", r.URL.Path)
-		}
-		if got := r.Header.Get("Accept"); got != "text/event-stream" {
-			t.Fatalf("Accept = %q, want text/event-stream", got)
-		}
-		if got := r.Header.Get("x-api-key"); got != "test-key" {
-			t.Fatalf("x-api-key = %q, want test-key", got)
-		}
-		body, _ := io.ReadAll(r.Body)
-		if !strings.Contains(string(body), `"stream":true`) {
-			t.Fatalf("request body %s does not enable streaming", string(body))
-		}
-		w.Header().Set("Content-Type", "text/event-stream")
-		w.WriteHeader(http.StatusOK)
-		_, _ = w.Write([]byte("event: message_start\n"))
-		_, _ = w.Write([]byte(`data: {"type":"message_start","message":{"usage":{"input_tokens":2}}}` + "\n\n"))
-		_, _ = w.Write([]byte("event: content_block_delta\n"))
-		_, _ = w.Write([]byte(`data: {"type":"content_block_delta","delta":{"type":"text_delta","text":"hel"}}` + "\n\n"))
-		_, _ = w.Write([]byte("event: content_block_delta\n"))
-		_, _ = w.Write([]byte(`data: {"type":"content_block_delta","delta":{"type":"text_delta","text":"lo"}}` + "\n\n"))
-		_, _ = w.Write([]byte("event: message_delta\n"))
-		_, _ = w.Write([]byte(`data: {"type":"message_delta","usage":{"output_tokens":3}}` + "\n\n"))
-		_, _ = w.Write([]byte("event: message_stop\n"))
-		_, _ = w.Write([]byte(`data: {"type":"message_stop"}` + "\n\n"))
-	}))
-	defer ts.Close()
-
-	p := NewProvider(ai.WithAPIKey("test-key"), ai.WithBaseURL(ts.URL))
+func TestProvider_Stream_NotImplemented(t *testing.T) {
+	p := NewProvider()
 
 	req := &ai.Request{
 		Prompt: "Hello",
 	}
 
-	stream, err := p.Stream(context.Background(), req)
-	if err != nil {
-		t.Fatalf("Stream failed: %v", err)
-	}
-	defer stream.Close()
-
-	var reply strings.Builder
-	var usage ai.Usage
-	for {
-		chunk, err := stream.Recv()
-		if errors.Is(err, io.EOF) {
-			break
-		}
-		if err != nil {
-			t.Fatalf("Recv failed: %v", err)
-		}
-		reply.WriteString(chunk.Reply)
-		if chunk.Usage.TotalTokens > 0 {
-			usage = chunk.Usage
-		}
-	}
-	if got := reply.String(); got != "hello" {
-		t.Fatalf("reply = %q, want hello", got)
-	}
-	if usage.TotalTokens != 3 {
-		t.Fatalf("usage = %+v, want total 3", usage)
+	_, err := p.Stream(context.Background(), req)
+	if !errors.Is(err, ai.ErrStreamingUnsupported) {
+		t.Fatalf("Stream error = %v, want ErrStreamingUnsupported", err)
 	}
 }

ai/atlascloud/atlascloud.go

@@ -140,7 +140,6 @@ func (p *Provider) Generate(ctx context.Context, req *ai.Request, opts ...ai.Gen
 	}
 
 	if p.opts.ToolHandler != nil {
-		allToolCalls := append([]ai.ToolCall(nil), resp.ToolCalls...)
 		var toolResults []string
 		followUpMessages := append(messages, map[string]any{
 			"role":       "assistant",
@@ -164,32 +163,11 @@ func (p *Provider) Generate(ctx context.Context, req *ai.Request, opts ...ai.Gen
 			"model":    p.opts.Model,
 			"messages": followUpMessages,
 		}
-		if len(tools) > 0 {
-			// Keep the tool schema available during the follow-up turn. Minimax
-			// models behind Atlas Cloud sometimes call one required tool, inspect
-			// that result, and then issue a second tool call (for example a guarded
-			// delegate conformance check) instead of completing immediately.
-			followUpReq["tools"] = tools
-		}
 
 		followUpResp, _, err := p.callAPI(ctx, "tool-follow-up", followUpReq)
 		if err != nil {
 			return nil, err
 		}
-		if len(followUpResp.ToolCalls) > 0 {
-			for i := range followUpResp.ToolCalls {
-				result := p.opts.ToolHandler(ctx, followUpResp.ToolCalls[i])
-				if result.Refused != "" {
-					followUpResp.ToolCalls[i].Error = result.Refused
-				}
-				if result.Content != "" {
-					followUpResp.ToolCalls[i].Result = result.Content
-					toolResults = append(toolResults, result.Content)
-				}
-			}
-			allToolCalls = append(allToolCalls, followUpResp.ToolCalls...)
-			resp.ToolCalls = allToolCalls
-		}
 		if followUpResp.Reply != "" {
 			resp.Answer = followUpResp.Reply
 		} else if len(toolResults) > 0 {

ai/atlascloud/atlascloud_test.go

@@ -289,71 +289,6 @@ func TestProvider_GenerateMinimaxToolRequests(t *testing.T) {
 	}
 }
 
-func TestProvider_GenerateExecutesFollowUpToolCall(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_calls":[{"id":"call-1","function":{"name":"conformance_echo","arguments":"{\"value\":\"agent-conformance\"}"}}]}}]}`))
-		case 2:
-			_, _ = w.Write([]byte(`{"choices":[{"message":{"content":"","tool_calls":[{"id":"call-2","function":{"name":"delegate","arguments":"{\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}"}}]}}]}`))
-		default:
-			t.Fatalf("unexpected API call %d", len(bodies))
-		}
-	}))
-	defer ts.Close()
-
-	var sawEcho, sawDelegate bool
-	p := NewProvider(
-		ai.WithAPIKey("test-key"),
-		ai.WithBaseURL(ts.URL),
-		ai.WithToolHandler(func(ctx context.Context, call ai.ToolCall) ai.ToolResult {
-			switch call.Name {
-			case "conformance_echo":
-				sawEcho = true
-				return ai.ToolResult{ID: call.ID, Content: `{"marker":"agent-conformance-ok"}`}
-			case "delegate":
-				sawDelegate = true
-				return ai.ToolResult{ID: call.ID, Refused: ai.RefusedApproval, Content: "blocked by policy"}
-			default:
-				t.Fatalf("unexpected tool call %+v", call)
-				return ai.ToolResult{}
-			}
-		}),
-	)
-	resp, err := p.Generate(context.Background(), &ai.Request{
-		Prompt: "run conformance",
-		Tools: []ai.Tool{
-			{Name: "conformance_echo", Description: "echo conformance marker", Properties: map[string]any{"value": map[string]any{"type": "string"}}},
-			{Name: "delegate", Description: "delegate work", Properties: map[string]any{"task": map[string]any{"type": "string"}, "to": map[string]any{"type": "string"}}},
-		},
-	})
-	if err != nil {
-		t.Fatalf("Generate returned error: %v", err)
-	}
-	if !sawEcho || !sawDelegate {
-		t.Fatalf("sawEcho=%v sawDelegate=%v, want both tools executed", sawEcho, sawDelegate)
-	}
-	if len(resp.ToolCalls) != 2 {
-		t.Fatalf("ToolCalls = %+v, want echo and delegate", resp.ToolCalls)
-	}
-	if resp.ToolCalls[1].Name != "delegate" || resp.ToolCalls[1].Error != ai.RefusedApproval {
-		t.Fatalf("follow-up delegate = %+v, want refused delegate", resp.ToolCalls[1])
-	}
-	if !strings.Contains(resp.Answer, "blocked by policy") {
-		t.Fatalf("Answer = %q, want follow-up tool result", resp.Answer)
-	}
-	if _, ok := bodies[1]["tools"].([]any); !ok {
-		t.Fatalf("follow-up request did not include tools: %#v", bodies[1])
-	}
-}
-
 func TestProvider_GenerateToolCallHTTPErrorIncludesRequestContext(t *testing.T) {
 	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
 		http.Error(w, `{"code":400,"msg":"bad request"}`, http.StatusBadRequest)

ai/capabilities_test.go

@@ -35,7 +35,7 @@ func TestRegisteredProviders(t *testing.T) {
 	}
 
 	got = ai.RegisteredProviders("stream")
-	want = []string{"anthropic", "atlascloud", "groq", "minimax", "mistral", "openai", "together"}
+	want = []string{"atlascloud", "groq", "minimax", "mistral", "openai", "together"}
 	if !reflect.DeepEqual(got, want) {
 		t.Fatalf("RegisteredProviders(stream) = %#v, want %#v", got, want)
 	}
@@ -44,7 +44,7 @@ func TestRegisteredProviders(t *testing.T) {
 func TestCapabilityRows(t *testing.T) {
 	got := ai.CapabilityRows()
 	want := []ai.CapabilityRow{
-		{Provider: "anthropic", Capabilities: ai.Capabilities{Model: true, Stream: true}},
+		{Provider: "anthropic", Capabilities: ai.Capabilities{Model: true}},
 		{Provider: "atlascloud", Capabilities: ai.Capabilities{Model: true, Image: true, Video: true, Stream: true}},
 		{Provider: "gemini", Capabilities: ai.Capabilities{Model: true}},
 		{Provider: "groq", Capabilities: ai.Capabilities{Model: true, Stream: true}},
@@ -90,7 +90,7 @@ func TestRegisterStream(t *testing.T) {
 	}
 
 	got := ai.RegisteredProviders("stream")
-	want := []string{"anthropic", "atlascloud", "groq", "minimax", "mistral", "openai", "test-stream", "together"}
+	want := []string{"atlascloud", "groq", "minimax", "mistral", "openai", "test-stream", "together"}
 	if !reflect.DeepEqual(got, want) {
 		t.Fatalf("RegisteredProviders(stream) = %#v, want %#v", got, want)
 	}

ai/stream_conformance_test.go

@@ -215,7 +215,6 @@ func TestConfiguredProviderStreamsSkipWithoutCredentials(t *testing.T) {
 		{provider: "mistral", keyEnv: "MISTRAL_API_KEY", modelEnv: "MISTRAL_MODEL"},
 		{provider: "together", keyEnv: "TOGETHER_API_KEY", modelEnv: "TOGETHER_MODEL"},
 		{provider: "atlascloud", keyEnv: "ATLASCLOUD_API_KEY", modelEnv: "ATLASCLOUD_MODEL"},
-		{provider: "anthropic", keyEnv: "ANTHROPIC_API_KEY", modelEnv: "ANTHROPIC_MODEL"},
 	} {
 		tc := tc
 		t.Run(tc.provider, func(t *testing.T) {
@@ -257,7 +256,7 @@ func TestConfiguredProviderStreamsSkipWithoutCredentials(t *testing.T) {
 }
 
 func TestUnsupportedProvidersReturnStreamingUnsupportedAndStayUnregistered(t *testing.T) {
-	for _, provider := range []string{"gemini"} {
+	for _, provider := range []string{"anthropic", "gemini"} {
 		provider := provider
 		t.Run(provider, func(t *testing.T) {
 			if caps := ai.ProviderCapabilities(provider); caps.Stream {

cmd/micro/cli/agent/agent.go

@@ -14,30 +14,6 @@ import (
 	"go-micro.dev/v6/store"
 )
 
-const noSecretDemoHelp = `No-secret first-agent demo
-
-Use this when you want the fastest provider-free agent success path before
-configuring API keys. It runs the maintained support/first-agent transcript with
-the deterministic mock model used by CI:
-
-  go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentTranscript -count=1
-
-What this proves:
-  - service tools can be called by an agent
-  - chat behavior is exercised without contacting a live provider
-  - run history can be inspected after the prompt
-
-After it passes:
-  - Build your own service-backed agent: https://go-micro.dev/docs/guides/your-first-agent.html
-  - Diagnose provider-backed chat:     https://go-micro.dev/docs/guides/debugging-agents.html
-  - Walk the full 0→hero lifecycle:    https://go-micro.dev/docs/guides/zero-to-hero.html
-
-Use live-provider chat when you are ready for real model behavior:
-  micro agent preflight
-  micro run
-  micro chat
-  micro inspect agent <name>`
-
 func init() {
 	cmd.Register(&cli.Command{
 		Name:      "runs",
@@ -58,36 +34,16 @@ func init() {
 
 	cmd.Register(&cli.Command{
 		Name:  "agent",
-		Usage: "Manage AI agents (try: micro agent demo)",
+		Usage: "Manage AI agents",
 		Subcommands: []*cli.Command{
 			{
-				Name:  "demo",
-				Usage: "Show the no-secret first-agent demo command",
-				Description: `Print the provider-free first-agent path for new developers:
-the deterministic mock-model transcript, when to use it, and where to go next
-for live-provider chat and inspect/debugging.`,
-				Action: func(c *cli.Context) error {
-					fmt.Fprintln(c.App.Writer, noSecretDemoHelp)
-					return nil
-				},
-			},
-			{
-				Name:  "preflight",
-				Usage: "Check local prerequisites before the first provider-backed agent",
+				Name:    "preflight",
+				Aliases: []string{"doctor"},
+				Usage:   "Check local prerequisites before the first provider-backed agent",
 				Action: func(c *cli.Context) error {
 					return runAgentPreflight(os.Stdout, defaultPreflightDeps())
 				},
 			},
-			{
-				Name:  "doctor",
-				Usage: "Diagnose chat and inspect recovery after micro run",
-				Flags: []cli.Flag{
-					&cli.StringFlag{Name: "gateway", Value: "http://localhost:8080", Usage: "Gateway URL started by micro run"},
-				},
-				Action: func(c *cli.Context) error {
-					return runAgentDoctor(os.Stdout, defaultDoctorDeps(), c.String("gateway"))
-				},
-			},
 			{
 				Name:  "list",
 				Usage: "List registered agents",

cmd/micro/cli/agent/doctor.go

@@ -1,179 +0,0 @@
-package agent
-
-import (
-	"encoding/json"
-	"fmt"
-	"io"
-	"net/http"
-	"strings"
-	"time"
-
-	goagent "go-micro.dev/v6/agent"
-	"go-micro.dev/v6/registry"
-	"go-micro.dev/v6/store"
-)
-
-type doctorDeps struct {
-	getenv       func(string) string
-	httpGet      func(string) (*http.Response, error)
-	listServices func() ([]*registry.Service, error)
-	getService   func(string) ([]*registry.Service, error)
-	listRuns     func(string) ([]goagent.RunSummary, error)
-}
-
-func defaultDoctorDeps() doctorDeps {
-	client := &http.Client{Timeout: 2 * time.Second}
-	return doctorDeps{
-		getenv:       defaultPreflightDeps().getenv,
-		httpGet:      client.Get,
-		listServices: registry.ListServices,
-		getService:   registry.GetService,
-		listRuns: func(name string) ([]goagent.RunSummary, error) {
-			return goagent.ListRunSummariesWithOptions(store.DefaultStore, name, goagent.RunListOptions{Limit: 1})
-		},
-	}
-}
-
-func runAgentDoctor(w io.Writer, deps doctorDeps, gateway string) error {
-	if gateway == "" {
-		gateway = "http://localhost:8080"
-	}
-	gateway = strings.TrimRight(gateway, "/")
-	checks := agentDoctorChecks(deps, gateway)
-	failures := 0
-	fmt.Fprintln(w, "First-agent recovery doctor")
-	for _, check := range checks {
-		mark := "✓"
-		if !check.OK {
-			mark = "✗"
-			failures++
-		}
-		fmt.Fprintf(w, "  %s %s — %s\n", mark, check.Name, check.Detail)
-		if !check.OK && check.Fix != "" {
-			fmt.Fprintf(w, "    Fix: %s\n", check.Fix)
-		}
-		if !check.OK && check.Next != "" {
-			fmt.Fprintf(w, "    Next: %s\n", check.Next)
-		}
-	}
-	if failures > 0 {
-		return fmt.Errorf("first-agent doctor found %d recovery boundary issue(s)", failures)
-	}
-	fmt.Fprintln(w, "\nReady: gateway, agent registration, chat settings, and inspect history are reachable.")
-	return nil
-}
-
-func agentDoctorChecks(deps doctorDeps, gateway string) []preflightCheck {
-	if deps.getenv == nil {
-		deps.getenv = defaultPreflightDeps().getenv
-	}
-	if deps.httpGet == nil {
-		deps.httpGet = http.Get
-	}
-	if deps.listServices == nil {
-		deps.listServices = registry.ListServices
-	}
-	if deps.getService == nil {
-		deps.getService = registry.GetService
-	}
-	if deps.listRuns == nil {
-		deps.listRuns = func(name string) ([]goagent.RunSummary, error) {
-			return goagent.ListRunSummariesWithOptions(store.DefaultStore, name, goagent.RunListOptions{Limit: 1})
-		}
-	}
-
-	checks := []preflightCheck{checkGateway(deps, gateway), checkChatSettings(deps, gateway)}
-	agents, regCheck := checkAgentRegistration(deps)
-	checks = append(checks, regCheck)
-	checks = append(checks, checkRunHistory(deps, agents))
-	checks = append(checks, checkProviderConfig(deps))
-	return checks
-}
-
-func checkGateway(deps doctorDeps, gateway string) preflightCheck {
-	resp, err := deps.httpGet(gateway + "/agent")
-	if err != nil {
-		return preflightCheck{Name: "gateway /agent", Detail: err.Error(), Fix: "Start the local gateway with `micro run`, or pass the matching URL with `micro agent doctor --gateway http://localhost:<port>`.", Next: "Then open " + gateway + "/agent or retry `micro chat`."}
-	}
-	defer resp.Body.Close()
-	if resp.StatusCode >= 400 {
-		return preflightCheck{Name: "gateway /agent", Detail: fmt.Sprintf("%s returned %s", gateway+"/agent", resp.Status), Fix: "Confirm `micro run` is serving the web gateway and that auth/proxy settings are not blocking /agent.", Next: "See docs/guides/debugging-agents.html#chat-and-gateway-failures."}
-	}
-	return preflightCheck{Name: "gateway /agent", OK: true, Detail: gateway + "/agent is reachable"}
-}
-
-func checkChatSettings(deps doctorDeps, gateway string) preflightCheck {
-	resp, err := deps.httpGet(gateway + "/api/agent/settings")
-	if err != nil {
-		return preflightCheck{Name: "chat settings endpoint", Detail: err.Error(), Fix: "Keep `micro run` running and retry; the playground uses /api/agent/settings before chat prompts.", Next: "See docs/guides/debugging-agents.html#chat-and-gateway-failures."}
-	}
-	defer resp.Body.Close()
-	if resp.StatusCode >= 400 {
-		return preflightCheck{Name: "chat settings endpoint", Detail: fmt.Sprintf("returned %s", resp.Status), Fix: "Check gateway auth/proxy configuration or use the Agent settings page to confirm chat settings load.", Next: "See docs/guides/debugging-agents.html#provider-failures."}
-	}
-	var settings map[string]string
-	_ = json.NewDecoder(resp.Body).Decode(&settings)
-	if settings["provider"] != "" || settings["model"] != "" || settings["api_key"] != "" {
-		return preflightCheck{Name: "chat settings endpoint", OK: true, Detail: "reachable with saved provider settings"}
-	}
-	return preflightCheck{Name: "chat settings endpoint", OK: true, Detail: "reachable; no saved provider settings"}
-}
-
-func checkAgentRegistration(deps doctorDeps) ([]string, preflightCheck) {
-	services, err := deps.listServices()
-	if err != nil {
-		return nil, preflightCheck{Name: "agent registration", Detail: err.Error(), Fix: "Keep the scaffolded agent process running under `micro run` and retry `micro agent list`.", Next: "See docs/guides/your-first-agent.html#run-your-agent."}
-	}
-	var agents []string
-	for _, svc := range services {
-		records, err := deps.getService(svc.Name)
-		if err != nil || len(records) == 0 {
-			continue
-		}
-		if serviceIsAgent(records[0]) {
-			agents = append(agents, svc.Name)
-		}
-	}
-	if len(agents) == 0 {
-		return nil, preflightCheck{Name: "agent registration", Detail: "no registered agent services found", Fix: "Start an agent project with `micro run` and confirm `micro agent list` shows it.", Next: "Use docs/guides/no-secret-first-agent.html for a deterministic no-provider agent."}
-	}
-	return agents, preflightCheck{Name: "agent registration", OK: true, Detail: "found " + strings.Join(agents, ", ")}
-}
-
-func serviceIsAgent(svc *registry.Service) bool {
-	if svc.Metadata != nil && svc.Metadata["type"] == "agent" {
-		return true
-	}
-	for _, node := range svc.Nodes {
-		if node.Metadata != nil && node.Metadata["type"] == "agent" {
-			return true
-		}
-	}
-	return false
-}
-
-func checkRunHistory(deps doctorDeps, agents []string) preflightCheck {
-	if len(agents) == 0 {
-		return preflightCheck{Name: "inspect run history", Detail: "skipped because no agent is registered", Fix: "Fix agent registration first, then chat once and run `micro inspect agent <name>`.", Next: "See docs/guides/debugging-agents.html#inspect-run-history."}
-	}
-	for _, name := range agents {
-		runs, err := deps.listRuns(name)
-		if err != nil {
-			return preflightCheck{Name: "inspect run history", Detail: err.Error(), Fix: "Ensure the local store is writable and retry `micro inspect agent " + name + "`.", Next: "See docs/guides/debugging-agents.html#inspect-run-history."}
-		}
-		if len(runs) > 0 {
-			return preflightCheck{Name: "inspect run history", OK: true, Detail: "recent runs available for " + name}
-		}
-	}
-	return preflightCheck{Name: "inspect run history", Detail: "no recorded agent runs yet", Fix: "Send one prompt with `micro chat` or the /agent playground, then run `micro inspect agent " + agents[0] + "`.", Next: "See docs/guides/your-first-agent.html#inspect-what-happened."}
-}
-
-func checkProviderConfig(deps doctorDeps) preflightCheck {
-	check := checkProviderKey(preflightDeps{getenv: deps.getenv})
-	check.Name = "provider configuration"
-	if !check.OK {
-		check.Detail = "no provider key found for live LLM chat"
-		check.Fix = "For provider-backed chat, export MICRO_AI_API_KEY or a provider-specific key; for no-secret recovery, use the mock-model walkthrough."
-	}
-	return check
-}

cmd/micro/cli/agent/doctor_test.go

@@ -1,75 +0,0 @@
-package agent
-
-import (
-	"bytes"
-	"errors"
-	"io"
-	"net/http"
-	"strings"
-	"testing"
-
-	goagent "go-micro.dev/v6/agent"
-	"go-micro.dev/v6/registry"
-)
-
-func doctorHTTP(status int, body string) func(string) (*http.Response, error) {
-	return func(string) (*http.Response, error) {
-		return &http.Response{StatusCode: status, Status: "200 OK", Body: io.NopCloser(strings.NewReader(body))}, nil
-	}
-}
-
-func TestRunAgentDoctorPassesWhenRecoveryBoundariesReachable(t *testing.T) {
-	deps := doctorDeps{
-		getenv: func(key string) string {
-			if key == "MICRO_AI_API_KEY" {
-				return "set"
-			}
-			return ""
-		},
-		httpGet: doctorHTTP(200, `{"provider":"anthropic","model":"claude"}`),
-		listServices: func() ([]*registry.Service, error) {
-			return []*registry.Service{{Name: "assistant"}}, nil
-		},
-		getService: func(name string) ([]*registry.Service, error) {
-			return []*registry.Service{{Name: name, Metadata: map[string]string{"type": "agent"}}}, nil
-		},
-		listRuns: func(name string) ([]goagent.RunSummary, error) {
-			return []goagent.RunSummary{{RunID: "run-1", Status: "done"}}, nil
-		},
-	}
-	var out bytes.Buffer
-	if err := runAgentDoctor(&out, deps, "http://example.test"); err != nil {
-		t.Fatalf("runAgentDoctor() error = %v\n%s", err, out.String())
-	}
-	got := out.String()
-	for _, want := range []string{"First-agent recovery doctor", "✓ gateway /agent", "✓ chat settings endpoint", "✓ agent registration", "✓ inspect run history", "✓ provider configuration", "Ready:"} {
-		if !strings.Contains(got, want) {
-			t.Fatalf("output missing %q:\n%s", want, got)
-		}
-	}
-}
-
-func TestRunAgentDoctorReportsActionableRecoveryFailures(t *testing.T) {
-	deps := doctorDeps{
-		getenv:  func(string) string { return "" },
-		httpGet: func(string) (*http.Response, error) { return nil, errors.New("connection refused") },
-		listServices: func() ([]*registry.Service, error) {
-			return []*registry.Service{{Name: "greeter"}}, nil
-		},
-		getService: func(name string) ([]*registry.Service, error) {
-			return []*registry.Service{{Name: name}}, nil
-		},
-		listRuns: func(name string) ([]goagent.RunSummary, error) { return nil, nil },
-	}
-	var out bytes.Buffer
-	err := runAgentDoctor(&out, deps, "http://localhost:8080")
-	if err == nil {
-		t.Fatal("runAgentDoctor() error = nil")
-	}
-	got := out.String()
-	for _, want := range []string{"✗ gateway /agent", "micro run", "✗ chat settings endpoint", "✗ agent registration", "micro agent list", "✗ inspect run history", "micro inspect agent <name>", "✗ provider configuration", "docs/guides/no-secret-first-agent.html"} {
-		if !strings.Contains(got, want) {
-			t.Fatalf("output missing %q:\n%s", want, got)
-		}
-	}
-}

cmd/micro/cli/cli.go

@@ -26,33 +26,25 @@ import (
 
 const docsWayfinding = `First-agent and 0→hero docs:
 
-  1. Start with the no-secret CLI demo
-       micro agent demo
-     This prints the maintained support-agent transcript command so you can
-     prove service tools, mock-model chat, and inspectable run history without
-     configuring a provider key.
-
-  2. No-secret first-agent transcript
+  1. No-secret first-agent transcript
      https://go-micro.dev/docs/guides/no-secret-first-agent.html
      Run the maintained support agent without a provider key:
        go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentTranscript -count=1
 
-  3. Your First Agent
+  2. Your First Agent
      https://go-micro.dev/docs/guides/your-first-agent.html
      Build a service-backed agent, then use:
        micro agent preflight
        micro run
        micro chat
-       micro agent doctor
 
-  4. Debugging your agent
+  3. Debugging your agent
      https://go-micro.dev/docs/guides/debugging-agents.html
      Inspect agent runs and memory with:
-       micro agent doctor
        micro inspect agent
        micro runs <agent>
 
-  5. 0→hero Reference
+  4. 0→hero Reference
      https://go-micro.dev/docs/guides/zero-to-hero.html
      Walk the scaffold → run → chat → inspect → deploy dry-run lifecycle.`
 

cmd/micro/cli/new/contract_test.go

@@ -68,7 +68,6 @@ func TestPrintNextStepsSurfacesFirstAgentPath(t *testing.T) {
 		"go run .",
 		"micro chat",
 		"micro inspect agent",
-		"micro agent demo",
 		"micro docs",
 		"your-first-agent.html",
 		"zero-to-hero.html",
@@ -84,7 +83,7 @@ func TestPrintNextStepsNoMCPSkipsMCPHints(t *testing.T) {
 	var out bytes.Buffer
 	printNextSteps(&out, "worker", true)
 
-	for _, want := range []string{"micro agent preflight", "micro chat", "micro inspect agent", "micro agent demo", "micro docs"} {
+	for _, want := range []string{"micro agent preflight", "micro chat", "micro inspect agent", "micro docs"} {
 		if !strings.Contains(out.String(), want) {
 			t.Fatalf("--no-mcp next steps missing %q:\n%s", want, out.String())
 		}

cmd/micro/cli/new/new.go

@@ -294,7 +294,6 @@ func printNextSteps(w io.Writer, dir string, noMCP bool) {
 	fmt.Fprintln(w, "    micro inspect agent")
 	fmt.Fprintln(w)
 	fmt.Fprintln(w, "  First-agent path:")
-	fmt.Fprintln(w, "    micro agent demo")
 	fmt.Fprintln(w, "    micro docs")
 	fmt.Fprintln(w, "    https://go-micro.dev/docs/guides/your-first-agent.html")
 	fmt.Fprintln(w, "    https://go-micro.dev/docs/guides/zero-to-hero.html")

cmd/micro/first_agent_walkthrough_test.go

@@ -30,12 +30,6 @@ func TestFirstAgentWalkthroughCLIBoundaries(t *testing.T) {
 	if !subcommands["agent"]["preflight"] {
 		t.Fatal("first-agent walkthrough missing preflight boundary: agent preflight")
 	}
-	if !subcommands["agent"]["demo"] {
-		t.Fatal("first-agent walkthrough missing no-secret boundary: agent demo")
-	}
-	if !subcommands["agent"]["doctor"] {
-		t.Fatal("first-agent walkthrough missing recovery boundary: agent doctor")
-	}
 	if !subcommands["inspect"]["agent"] {
 		t.Fatal("first-agent walkthrough missing inspect boundary: inspect agent")
 	}
@@ -55,11 +49,7 @@ func TestFirstAgentWalkthroughCLIBoundaries(t *testing.T) {
 	if err := docs.Action(cli.NewContext(app, nil, nil)); err != nil {
 		t.Fatalf("micro docs failed: %v", err)
 	}
-	if demoIdx, guideIdx := strings.Index(out.String(), "micro agent demo"), strings.Index(out.String(), "no-secret-first-agent.html"); demoIdx < 0 || guideIdx < 0 || demoIdx > guideIdx {
-		t.Fatalf("micro docs should lead with micro agent demo before guide links:\n%s", out.String())
-	}
 	for _, want := range []string{
-		"micro agent demo",
 		"no-secret-first-agent.html",
 		"your-first-agent.html",
 		"debugging-agents.html",
@@ -67,38 +57,12 @@ func TestFirstAgentWalkthroughCLIBoundaries(t *testing.T) {
 		"micro agent preflight",
 		"micro run",
 		"micro chat",
-		"micro agent doctor",
 		"micro inspect agent",
 	} {
 		if !strings.Contains(out.String(), want) {
 			t.Fatalf("micro docs output missing %q:\n%s", want, out.String())
 		}
 	}
-
-	agent := commandByName(t, "agent")
-	if !strings.Contains(agent.Usage, "micro agent demo") {
-		t.Fatalf("micro agent help should advertise the no-secret demo; usage was %q", agent.Usage)
-	}
-	demo := subcommandByName(t, agent, "demo")
-	out.Reset()
-	if err := demo.Action(cli.NewContext(app, nil, nil)); err != nil {
-		t.Fatalf("micro agent demo failed: %v", err)
-	}
-	for _, want := range []string{
-		"No-secret first-agent demo",
-		"go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentTranscript -count=1",
-		"provider-free",
-		"micro agent preflight",
-		"micro chat",
-		"micro inspect agent <name>",
-		"your-first-agent.html",
-		"debugging-agents.html",
-		"zero-to-hero.html",
-	} {
-		if !strings.Contains(out.String(), want) {
-			t.Fatalf("micro agent demo output missing %q:\n%s", want, out.String())
-		}
-	}
 }
 
 func commandByName(t *testing.T, name string) *cli.Command {
@@ -111,14 +75,3 @@ func commandByName(t *testing.T, name string) *cli.Command {
 	t.Fatalf("missing command %q", name)
 	return nil
 }
-
-func subcommandByName(t *testing.T, command *cli.Command, name string) *cli.Command {
-	t.Helper()
-	for _, subcommand := range command.Subcommands {
-		if subcommand.Name == name {
-			return subcommand
-		}
-	}
-	t.Fatalf("missing subcommand %q under %q", name, command.Name)
-	return nil
-}

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

@@ -88,7 +88,6 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 			file:    filepath.Join(root, "README.md"),
 			heading: "### First agent on-ramp",
 			links: []string{
-				"micro agent demo",
 				"internal/website/docs/guides/no-secret-first-agent.md",
 				"internal/website/docs/guides/your-first-agent.md",
 				"internal/website/docs/guides/debugging-agents.md",
@@ -130,7 +129,6 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 			file:    filepath.Join(root, "internal", "website", "docs", "getting-started.md"),
 			heading: "### First-agent on-ramp",
 			links: []string{
-				"micro agent demo",
 				"guides/no-secret-first-agent.html",
 				"guides/your-first-agent.html",
 				"guides/debugging-agents.html",
@@ -162,7 +160,6 @@ func TestNoSecretFirstAgentTranscript(t *testing.T) {
 	guide := readFile(t, filepath.Join(root, "internal", "website", "docs", "guides", "no-secret-first-agent.md"))
 
 	for _, want := range []string{
-		"micro agent demo",
 		"go run ./examples/first-agent",
 		"go test ./examples/first-agent -run TestRunFirstAgent -count=1",
 		"go run ./examples/support",

internal/website/docs/ai-integration.md

@@ -5,29 +5,27 @@ title: AI Integration
 
 # AI Integration
 
-Go Micro is an agent harness and service framework for Go. Every service you build can become an AI-callable tool, every agent runs as a service with model/memory/guardrails around it, and flows orchestrate the deterministic parts. This page explains how the services → agents → workflows lifecycle fits together.
+Go Micro is an AI-native microservices framework. Every service you build is automatically accessible to AI agents, and every service can call AI models. This page explains how the pieces fit together.
 
 <img src="/images/generated/mcp-agent.jpg" alt="AI integration architecture" style="width: 100%; border-radius: 8px; margin: 1rem 0 1.5rem;" />
 
 ## The Stack
 
 ```
-Services               →  write Go handlers, register with the framework
+Your Services           →  write Go handlers, register with the framework
     ↓
-Registry                →  automatic discovery for services, agents, and flows
+Registry                →  automatic service discovery (mDNS, Consul, etcd)
     ↓
-Gateways                →  micro api (HTTP→RPC), micro mcp (tools), micro a2a (agents)
+Gateways                →  micro api (HTTP→RPC) / micro mcp (MCP tools)
     ↓
 ai.Tools                →  discovers services + executes RPCs programmatically
     ↓
 ai.Model                →  calls LLMs (Anthropic, OpenAI, Gemini, Atlas Cloud, ...)
     ↓
-Agents                 →  service-backed model loop with memory, guardrails, plan/delegate
-    ↓
-Flows                  →  durable deterministic steps that can dispatch to agents
+agent / flow / micro chat  →  agent-managed, event-driven, or interactive orchestration
 ```
 
-Every layer is optional. You can use Go Micro as a service framework without AI. You can use the `ai` package without MCP. But when you stack them, you get one runtime where services become tools, agents are reachable services, and workflows coordinate the predictable parts.
+Every layer is optional. You can use go-micro without AI. You can use the `ai` package without MCP. But when you stack them, you get services that AI agents can discover and orchestrate automatically.
 
 ## Layer by Layer
 

internal/website/docs/getting-started.md

@@ -90,12 +90,11 @@ The console discovers services from the registry and orchestrates across them vi
 
 After this quick start, follow the agent path in order:
 
-1. `micro agent demo` — print the provider-free first-agent demo command and next docs steps from the installed CLI.
-2. [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.
-3. [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.
-4. [Your First Agent](guides/your-first-agent.html) — build a service-backed agent and talk to it with `micro chat`.
-5. [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.
-6. [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`.
+1. [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.
+2. [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.
+3. [Your First Agent](guides/your-first-agent.html) — build a service-backed agent and talk to it with `micro chat`.
+4. [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.
+5. [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`.
 
 ## Quick Start: Write a Service
 

internal/website/docs/guides/ai-provider-guide.md

@@ -38,7 +38,7 @@ The built-in providers currently register these capability interfaces:
 
 | Provider | Chat/text (`ai.Model`) | Image (`ai.ImageModel`) | Video (`ai.VideoModel`) | Streaming (`ai.Stream`) |
 | --- | --- | --- | --- | --- |
-| `anthropic` | Yes | No | No | Yes |
+| `anthropic` | Yes | No | No | No |
 | `atlascloud` | Yes | Yes | Yes | Yes |
 | `gemini` | Yes | No | No | No |
 | `groq` | Yes | No | No | Yes |

internal/website/docs/guides/no-secret-first-agent.md

@@ -25,12 +25,6 @@ end to end with no secrets.
 
 ## Transcript
 
-If you installed the CLI first, ask it for the no-secret path:
-
-```sh
-micro agent demo
-```
-
 From a fresh clone of the repository, first run the smallest service-backed agent:
 
 ```sh

internal/website/docs/guides/provider-conformance.md

@@ -57,7 +57,7 @@ previous section.
 
 | Provider | Chat/text agent harness | Image | Video | Streaming | Structured errors |
 | --- | --- | --- | --- | --- | --- |
-| `anthropic` | ✅ Verified when configured | — Unsupported | — Unsupported | ✅ Verified when configured | ⚠️ Unverified |
+| `anthropic` | ✅ Verified when configured | — Unsupported | — Unsupported | ⚠️ Unverified | ⚠️ Unverified |
 | `openai` | ✅ Verified when configured | ✅ Registered | — Unsupported | ⚠️ Unverified | ⚠️ Unverified |
 | `gemini` | ✅ Verified when configured | — Unsupported | — Unsupported | ⚠️ Unverified | ⚠️ Unverified |
 | `groq` | ✅ Verified when configured | — Unsupported | — Unsupported | ⚠️ Unverified | ⚠️ Unverified |

internal/website/docs/index.md

@@ -16,7 +16,7 @@ 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: `micro agent demo` for the installed no-secret CLI affordance, [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.
+Start with [Getting Started](getting-started.html) for install and the first local service. Then follow the first-agent on-ramp: [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.
 
@@ -24,7 +24,6 @@ Otherwise continue to read the docs for more information about the framework.
 
 - [Getting Started](getting-started.html)
 - [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
 - [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
 - [MCP & AI Agents](mcp.html) - Turn services into AI-callable tools with the Model Context Protocol

internal/website/docs/quickstart.md

@@ -39,10 +39,9 @@ curl -X POST http://localhost:8080/api/helloworld/Helloworld.Call \
 
 You now have the service half of the services → agents → workflows lifecycle running locally. Keep the on-ramp going in this order:
 
-1. **[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.
-2. **[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.
-3. **[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.
-4. **[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.
+1. **[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.
+2. **[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.
+3. **[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: