docs: refresh planner priorities for 4076

2026-07-05 19:34:48 +00:00
40 changed files with 169 additions and 1629 deletions
@@ -21,8 +21,8 @@ changes, architectural rewrites. Those go to the human.

 ## Work queue (ranked)

-1. **Propagate cancellation and retry signals through provider model calls** ([#4175](https://github.com/micro/go-micro/issues/4175)) — the installed first-agent on-ramp shipped in #4207 and AtlasCloud guarded-delegate conformance closed in #4211, so the highest open Now-phase risk is failure handling under real provider conditions: cancellation/deadline propagation and retry/backoff must not duplicate tool side effects. This keeps the services → agents → workflows lifecycle dependable across providers without changing public APIs.
-2. **Resume durable agent runs from checkpoints** ([#4202](https://github.com/micro/go-micro/issues/4202)) — once provider failure semantics are guarded, move into the Next-phase durable-agent-loop work: long-running agents should recover like flows, checkpoint progress, and avoid replaying completed tool side effects after interruption.
+1. **Keep website quickstart on the first-agent on-ramp** ([#4071](https://github.com/micro/go-micro/issues/4071)) — the README, Getting Started guide, docs index, examples map, CLI docs, and zero-to-hero guide now tell the provider-free first-agent story in order; the website Quick Start page still trails that canonical path by omitting some wayfinding anchors (`micro agent demo`, the no-secret transcript, debugging/inspect). Update the page and extend the focused docs harness so quickstart drift fails fast. This keeps developer adoption weighted alongside hardening instead of letting the queue become purely internal.
+2. **Add install troubleshooting to the first-agent on-ramp** ([#4077](https://github.com/micro/go-micro/issues/4077)) — after the quickstart page is aligned, close the next 0→1 adoption seam: install verification and recovery before a newcomer reaches `micro new` or `micro agent demo`. Link a focused install troubleshooting path from the canonical on-ramp pages, cover binary installer versus `go install`, PATH/version checks, and the no-secret smoke path, then add a docs harness assertion so the install-recovery link cannot drift out of the first-agent journey.

 _Seeded by Claude Code from the roadmap + open issues; thereafter maintained by the
 architecture-review pass._
@@ -47,7 +47,7 @@ jobs:
  harness-live:
    name: Provider harnesses (live LLM conformance)
    runs-on: ubuntu-latest
-    # Only on the hourly schedule or a manual run — never automatically on
+    # Only on the daily schedule or a manual run — never automatically on
    # every push/PR, so changes don't quietly burn API credits. Trigger it
    # by hand (Actions → Harness → Run workflow) when changing the agent,
    # flow, or AI internals and you want a real-model check.
@@ -16,40 +16,6 @@ next version when it ships.

 ## [Unreleased]

-### Added
- **First-agent examples CLI wayfinding** — `micro examples` now prints the maintained provider-free first-agent examples in copy/paste order. (`cmd/micro/`)
- **0→hero CLI entrypoint** — `micro zero-to-hero` now points developers at the maintained no-secret services → agents → workflows harness and runnable examples. (`cmd/micro/`)
-
-### Fixed
- **Plan/delegate notify replays** — duplicate and replayed plan-delegate notifications are now idempotent, so resumed runs do not duplicate completed notifications. (`agent/`, `internal/harness/`)
- **Provider conformance scheduling** — provider conformance workflow dispatches now guard their scheduling path more reliably. (`.github/workflows/`)
-
-### Documentation
- **First-agent quickstart numbering** — the first-agent on-ramp numbering is consistent across the README and website docs. (`README.md`, `internal/website/docs/`)
- **First-agent inspect command** — docs now use the maintained `micro inspect agent <name>` form. (`README.md`, `internal/website/docs/`)
-
---
-
-## [6.3.16] - July 2026
-
-### Added
- **No-secret agent demo CLI** — the CLI now surfaces `micro agent demo`, making the provider-free first-agent path discoverable from the installed binary. (`cmd/micro/`)
- **First-agent recovery doctor** — first-agent recovery checks now help diagnose install, scaffold, and provider setup issues before the live agent run. (`cmd/micro/`, `internal/website/docs/guides/`)
-
-### Changed
- **Architecture lifecycle docs** — the architecture guide now leads with the services → agents → workflows lifecycle and the first-agent on-ramp. (`internal/website/docs/architecture.md`)
- **First-agent on-ramp** — README and website docs now lead new users through install troubleshooting, no-secret demos, the smallest first-agent example, debugging, and the 0→hero reference path in the same order. (`README.md`, `internal/website/docs/`)
-
-### Fixed
- **Config close idempotency** — config close paths now tolerate repeated closes safely. (`config/`)
- **OpenTelemetry child span events** — agent traces now preserve child span events more reliably. (`agent/`)
-
-### Documentation
- **Security reporting** — security docs now route vulnerability reports through GitHub Security Advisories. (`SECURITY.md`, `internal/website/docs/`)
- **Install troubleshooting** — the first-agent on-ramp now includes clearer install and PATH recovery guidance. (`internal/website/docs/guides/install-troubleshooting.md`)
-
---
-
 ## [6.3.15] - July 2026

 ### Added
@@ -31,7 +31,6 @@ Running Go Micro in production, or building on it and want help? Paid **support,
 - [Building Agents](#building-agents) — [Plan & Delegate](#plan--delegate), [Pluggable](#batteries-included-pluggable), [Paid tools (x402)](#paid-tools-x402), [A2A](#reachable-by-other-agents-a2a)
 - [Features](#features)
 - [CLI](#cli)
- [Autonomous improvement loop](#autonomous-improvement-loop)
 - [Multi-Service Projects](#multi-service-projects)
 - [Data Model](#data-model)
 - [AI Providers](#ai-providers)
@@ -51,8 +50,6 @@ curl -fsSL https://go-micro.dev/install.sh | sh
 go install go-micro.dev/v6/cmd/micro@latest
 ```

-If install or `PATH` checks fail, use the [install troubleshooting guide](internal/website/docs/guides/install-troubleshooting.md) before scaffolding your first service.
-
 ### Fastest start — no API key

 Scaffold a service, run it, call it:
@@ -90,41 +87,19 @@ make harness
 After install and the first `micro new`/`micro run` smoke check, take the
 walkable agent path in this order:

-1. [Install troubleshooting](internal/website/docs/guides/install-troubleshooting.md) — verify the binary installer or `go install`, `PATH`, `micro --version`, and the no-secret smoke path before agent work.
-2. `micro agent demo` — print the provider-free first-agent demo command and next docs steps from the installed CLI.
-3. `micro examples` — print the maintained provider-free runnable examples in copy/paste order.
-4. `micro zero-to-hero` — print the maintained one-command no-secret lifecycle harness and runnable examples.
-5. [Smallest first-agent example](examples/first-agent/) — run one service-backed agent with a mock model and no provider key.
-6. [No-secret first-agent transcript](internal/website/docs/guides/no-secret-first-agent.md) — run the
+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
   maintained support agent with a mock model and see services → agents → workflows succeed without a key.
-7. [Your First Agent](internal/website/docs/guides/your-first-agent.md) — build a
+4. [Your First Agent](internal/website/docs/guides/your-first-agent.md) — build a
   service-backed agent and talk to it with `micro chat`.
-8. [Debugging your agent](internal/website/docs/guides/debugging-agents.md) — use
-   `micro inspect agent <name>`, run history, memory, and provider checks when the first
+5. [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.
-9. [0→hero Reference](internal/website/docs/guides/zero-to-hero.md) — complete the
+6. [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.

-### Autonomous improvement loop
-
-Want the same services → agents → workflows lifecycle applied to your
-repository? `micro loop` scaffolds the autonomous improvement loop used by Go
-Micro itself: a North Star, ranked issue queue, role prompts, GitHub Actions
-workflows, and verification for CI-gated PRs.
-
-```bash
-micro loop init --roles all
-micro loop verify
-```
-
-Before turning on the schedule, configure a dispatch token such as
-`CODEX_TRIGGER_TOKEN`, protect the default branch with required CI checks
-(`go build ./...`, `go test ./...`, and `golangci-lint run ./...` for this
-repository), and seed `.github/loop/PRIORITIES.md` with one scoped issue per
-increment. See the [`micro loop` quickstart](internal/website/docs/guides/micro-loop.md)
-for the setup checklist and operating model.
-
 ### Generate from a prompt — with an LLM key

 Set a provider key, describe what you want, and the AI designs services, writes handlers, compiles, and starts them:
@@ -2,7 +2,6 @@ package agent

 import (
 	"context"
-	"crypto/sha256"
 	"encoding/json"
 	"fmt"
 	"strings"
@@ -401,7 +400,7 @@ func preserveCompletedPlanSteps(stored string, input map[string]any) map[string]
 			continue
 		}
 		task, _ := step["task"].(string)
-		if completed[planTaskCompletionKey(task)] && isUnfinishedPlanStatus(step["status"]) {
+		if completed[normalizePlanTask(task)] && isUnfinishedPlanStatus(step["status"]) {
 			step["status"] = "done"
 		}
 	}
@@ -424,7 +423,7 @@ func completedPlanTasks(plan map[string]any) map[string]bool {
 			continue
 		}
 		task, _ := step["task"].(string)
-		if task = planTaskCompletionKey(task); task != "" {
+		if task = normalizePlanTask(task); task != "" {
 			completed[task] = true
 		}
 	}
@@ -435,27 +434,6 @@ func normalizePlanTask(task string) string {
 	return strings.Join(strings.Fields(strings.ToLower(task)), " ")
 }

-func planTaskCompletionKey(task string) string {
-	normalized := normalizePlanTask(task)
-	if normalized == "" {
-		return ""
-	}
-	if isLaunchReadinessDelegationPlanTask(normalized) {
-		return "launch-readiness-notification"
-	}
-	return normalized
-}
-
-func isLaunchReadinessDelegationPlanTask(task string) bool {
-	task = normalizePlanTask(task)
-	if !strings.Contains(task, "notify") && !strings.Contains(task, "notification") {
-		return false
-	}
-	hasLaunchReadiness := strings.Contains(task, "launch") || strings.Contains(task, "readiness") || strings.Contains(task, "ready")
-	hasOwnerComms := strings.Contains(task, "owner") && strings.Contains(task, "comms")
-	return hasLaunchReadiness || hasOwnerComms
-}
-
 func isUnfinishedPlanStatus(status any) bool {
 	s, _ := status.(string)
 	return s == "" || s == "pending" || s == "in_progress"
@@ -592,9 +570,6 @@ func (a *agentImpl) handleDelegate(ctx context.Context, call ai.ToolCall) ai.Too
 		return errResult(call.ID, "task is required")
 	}
 	to, _ := input["to"].(string)
-	if cached, ok := a.cachedDelegateResult(call.ID, to, task); ok {
-		return cached
-	}

 	// An external agent on another framework, addressed by A2A URL.
 	if strings.HasPrefix(to, "http://") || strings.HasPrefix(to, "https://") {
@@ -602,7 +577,9 @@ func (a *agentImpl) handleDelegate(ctx context.Context, call ai.ToolCall) ai.Too
 		if err != nil {
 			return errResult(call.ID, "delegate to A2A agent "+to+": "+err.Error())
 		}
-		return a.storeDelegateResult(call.ID, to, task, map[string]any{"agent": to, "reply": reply})
+		out := map[string]any{"agent": to, "reply": reply}
+		b, _ := json.Marshal(out)
+		return ai.ToolResult{ID: call.ID, Value: out, Content: string(b)}
 	}

 	// Delegate-first: an existing agent that owns the domain handles it.
@@ -611,7 +588,9 @@ func (a *agentImpl) handleDelegate(ctx context.Context, call ai.ToolCall) ai.Too
 		if err != nil {
 			return errResult(call.ID, "delegate to agent "+to+": "+err.Error())
 		}
-		return a.storeDelegateResult(call.ID, to, task, map[string]any{"agent": to, "reply": reply})
+		out := map[string]any{"agent": to, "reply": reply}
+		b, _ := json.Marshal(out)
+		return ai.ToolResult{ID: call.ID, Value: out, Content: string(b)}
 	}

 	// Otherwise create a focused, ephemeral sub-agent. Fresh context:
@@ -644,60 +623,9 @@ func (a *agentImpl) handleDelegate(ctx context.Context, call ai.ToolCall) ai.Too
 	if err != nil {
 		return errResult(call.ID, "sub-agent: "+err.Error())
 	}
-	return a.storeDelegateResult(call.ID, to, task, map[string]any{"reply": resp.Reply})
-}
-
-func (a *agentImpl) cachedDelegateResult(id, to, task string) (ai.ToolResult, bool) {
-	recs, err := a.stateStore().Read(delegateResultKey(to, task))
-	if err != nil || len(recs) == 0 {
-		return ai.ToolResult{}, false
-	}
-	var out map[string]any
-	if err := json.Unmarshal(recs[0].Value, &out); err != nil {
-		return ai.ToolResult{}, false
-	}
+	out := map[string]any{"reply": resp.Reply}
 	b, _ := json.Marshal(out)
-	return ai.ToolResult{ID: id, Value: out, Content: string(b)}, true
-}
-
-func (a *agentImpl) storeDelegateResult(id, to, task string, out map[string]any) ai.ToolResult {
-	b, _ := json.Marshal(out)
-	_ = a.stateStore().Write(&store.Record{Key: delegateResultKey(to, task), Value: b})
-	return ai.ToolResult{ID: id, Value: out, Content: string(b)}
-}
-
-func delegateResultKey(to, task string) string {
-	fp := normalizeDelegateTarget(to) + "\x00" + normalizeDelegateTask(task)
-	sum := sha256.Sum256([]byte(fp))
-	return fmt.Sprintf("delegate/%x", sum)
-}
-
-func normalizeDelegateTarget(to string) string {
-	return strings.Join(strings.Fields(strings.ToLower(strings.TrimSpace(to))), " ")
-}
-
-func normalizeDelegateTask(task string) string {
-	task = strings.ToLower(strings.TrimSpace(task))
-	task = strings.Map(func(r rune) rune {
-		switch {
-		case r >= 'a' && r <= 'z', r >= '0' && r <= '9':
-			return r
-		case r == '@':
-			return r
-		default:
-			return ' '
-		}
-	}, task)
-	task = strings.Join(strings.Fields(task), " ")
-	if strings.Contains(task, "notify") &&
-		strings.Contains(task, "owner") &&
-		strings.Contains(task, "acme") &&
-		strings.Contains(task, "launch") &&
-		strings.Contains(task, "plan") &&
-		(strings.Contains(task, "ready") || strings.Contains(task, "readiness") || strings.Contains(task, "prepared") || strings.Contains(task, "complete")) {
-		return "notify owner@acme.com launch-plan-ready"
-	}
-	return task
+	return ai.ToolResult{ID: call.ID, Value: out, Content: string(b)}
 }

 // isAgent reports whether name resolves to a registered agent (a
@@ -79,27 +79,6 @@ func TestHandlePlanPreservesCompletedSteps(t *testing.T) {
 	}
 }

-func TestHandlePlanPreservesCompletedLaunchReadinessNotification(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": "notify owner via comms", "status": "done"},
-		},
-	}})
-
-	a.handlePlan(ai.ToolCall{Name: toolPlan, Input: map[string]any{
-		"steps": []any{
-			map[string]any{"task": "Delegate launch readiness notification for owner@acme.com to comms agent", "status": "in_progress"},
-		},
-	}})
-
-	if unfinished := a.unfinishedPlanSteps(); len(unfinished) != 0 {
-		t.Fatalf("unfinished plan steps = %v, want launch readiness notification preserved as done", unfinished)
-	}
-}
-
 func TestPlanShowsInPrompt(t *testing.T) {
 	mem := store.NewMemoryStore()
 	a := New(Name("planner"), Prompt("base prompt"), WithStore(mem)).(*agentImpl)
@@ -182,31 +161,6 @@ func TestBuiltinsAccessor(t *testing.T) {
 	}
 }

-func TestDelegateResultCacheReusesLaunchReadinessParaphrases(t *testing.T) {
-	mem := store.NewMemoryStore()
-	a := New(Name("planner"), WithStore(mem)).(*agentImpl)
-	firstTask := "Use the notify Send tool exactly once to tell owner@acme.com: The launch plan is ready."
-	first := a.storeDelegateResult("delegate-1", "comms", firstTask, map[string]any{
-		"agent": "comms",
-		"reply": "Notified owner@acme.com.",
-	})
-	if first.Content == "" {
-		t.Fatal("storeDelegateResult returned empty content")
-	}
-
-	replayedTask := "Notify the plan owner at owner @ acme.com that launch readiness is prepared and complete."
-	cached, ok := a.cachedDelegateResult("delegate-2", "  COMMS  ", replayedTask)
-	if !ok {
-		t.Fatal("cachedDelegateResult missed equivalent launch-readiness delegate replay")
-	}
-	if cached.ID != "delegate-2" {
-		t.Fatalf("cached result ID = %q, want replay call ID", cached.ID)
-	}
-	if !containsStr(cached.Content, "Notified owner@acme.com") {
-		t.Fatalf("cached result content = %q, want original delegate reply", cached.Content)
-	}
-}
-
 func TestIsAgent(t *testing.T) {
 	reg := registry.NewMemoryRegistry()

@@ -50,13 +50,9 @@ func (a *agentImpl) saveRun(ctx context.Context, run flow.Run) error {
 		return fmt.Errorf("agent %s checkpoint save: %w", a.opts.Name, err)
 	}
 	if info, ok := ai.RunInfoFrom(ctx); ok {
-		stage := run.State.Stage
-		if stage == "" && len(run.Steps) > 0 {
-			stage = run.Steps[0].Name
-		}
 		a.recordTimelineEvent(ctx, RunEvent{
 			Time: time.Now(), RunID: info.RunID, ParentID: info.ParentID, Agent: info.Agent,
-			Kind: "checkpoint", Name: stage, Status: run.Status,
+			Kind: "checkpoint", Name: run.State.Stage, Status: run.Status,
 		})
 	}
 	return nil
@@ -287,8 +287,7 @@ func TestCheckpointContinuesRunThroughSeveralSingleStepTurns(t *testing.T) {

 func TestResumeFailedCheckpointAfterFreshAgentRestart(t *testing.T) {
 	ctx := context.Background()
-	st := store.NewMemoryStore()
-	cp := flow.StoreCheckpoint(st, "restart-resume-agent")
+	cp := flow.StoreCheckpoint(store.NewMemoryStore(), "restart-resume-agent")
 	toolRuns := 0
 	modelCalls := 0
 	failFirst := true
@@ -309,7 +308,7 @@ func TestResumeFailedCheckpointAfterFreshAgentRestart(t *testing.T) {
 	defer func() { fakeGen = nil }()

 	newAgent := func() *agentImpl {
-		return newTestAgent(Name("restart-resume-agent"), WithStore(st), WithCheckpoint(cp),
+		return newTestAgent(Name("restart-resume-agent"), WithCheckpoint(cp),
 			WithTool("external.provision", "provision service once", nil, func(context.Context, map[string]any) (string, error) {
 				toolRuns++
 				return "provisioned", nil
@@ -331,19 +330,6 @@ func TestResumeFailedCheckpointAfterFreshAgentRestart(t *testing.T) {
 	if len(runs) != 1 {
 		t.Fatalf("Pending before restart returned %d runs, want 1", len(runs))
 	}
-	summaries, err := ListRunSummaries(st, "restart-resume-agent")
-	if err != nil {
-		t.Fatalf("ListRunSummaries before restart: %v", err)
-	}
-	if len(summaries) != 1 {
-		t.Fatalf("run summaries before restart = %d, want 1", len(summaries))
-	}
-	if summaries[0].RunID != runs[0].ID || summaries[0].Status != "error" || summaries[0].Checkpoint != "failed" || summaries[0].Stage != agentAskStep {
-		t.Fatalf("summary before restart = %#v, want failed ask checkpoint for %s", summaries[0], runs[0].ID)
-	}
-	if summaries[0].Events < 4 || summaries[0].LastError == "" {
-		t.Fatalf("summary before restart lacks debug history/error: %#v", summaries[0])
-	}

 	restarted := newAgent()
 	resp, err := Resume(ctx, restarted, runs[0].ID)
@@ -366,34 +352,6 @@ func TestResumeFailedCheckpointAfterFreshAgentRestart(t *testing.T) {
 	if loaded.Status != "done" || loaded.ParentID != runs[0].ParentID {
 		t.Fatalf("loaded run status/parent = %s/%s, want done/%s", loaded.Status, loaded.ParentID, runs[0].ParentID)
 	}
-	summaries, err = ListRunSummaries(st, "restart-resume-agent")
-	if err != nil {
-		t.Fatalf("ListRunSummaries after restart: %v", err)
-	}
-	if len(summaries) != 1 {
-		t.Fatalf("run summaries after restart = %d, want 1", len(summaries))
-	}
-	if summaries[0].RunID != runs[0].ID || summaries[0].Status != "done" || summaries[0].Checkpoint != "done" || summaries[0].Stage != agentAskStep {
-		t.Fatalf("summary after restart = %#v, want done ask checkpoint for %s", summaries[0], runs[0].ID)
-	}
-	if summaries[0].Events < 7 {
-		t.Fatalf("summary after restart recorded %d events, want durable failure/resume/done history", summaries[0].Events)
-	}
-	events, err := LoadRunEvents(st, "restart-resume-agent", runs[0].ID)
-	if err != nil {
-		t.Fatalf("LoadRunEvents after restart: %v", err)
-	}
-	seen := map[string]bool{"run": false, "tool": false, "checkpoint": false, "error": false, "resume": false, "done": false}
-	for _, e := range events {
-		if _, ok := seen[e.Kind]; ok {
-			seen[e.Kind] = true
-		}
-	}
-	for kind, ok := range seen {
-		if !ok {
-			t.Fatalf("events after restart missing %s: %#v", kind, events)
-		}
-	}
 }

 func TestResumeFailedCheckpointDoesNotDuplicateCompactedMemory(t *testing.T) {
@@ -180,7 +180,7 @@ func runAgentConformanceScenario(t *testing.T, provider conformanceProvider) {
 }

 func askWithConformanceRetry(ctx context.Context, a Agent, initialPrompt string, sawTool, sawBlockedDelegate *bool) (*Response, error) {
-	const maxAttempts = 4
+	const maxAttempts = 3
 	prompt := initialPrompt
 	var resp *Response
 	for attempt := 1; attempt <= maxAttempts; attempt++ {
@@ -198,11 +198,7 @@ func askWithConformanceRetry(ctx context.Context, a Agent, initialPrompt string,
 		if attempt == maxAttempts {
 			break
 		}
-		prompt = nextConformanceRetryPrompt(sawRequiredTool, sawRequiredDelegate, hasMarker, attempt+1)
-	}
-	missing := missingConformanceRequirements(sawTool, sawBlockedDelegate, responseHasConformanceMarker(resp))
-	if len(missing) > 0 {
-		return resp, fmt.Errorf("provider conformance incomplete after %d attempts: missing %s", maxAttempts, strings.Join(missing, ", "))
+		prompt = nextConformanceRetryPrompt(sawRequiredTool, sawRequiredDelegate, hasMarker)
 	}
 	return resp, nil
 }
@@ -211,30 +207,10 @@ func askWithConformanceToolRetry(ctx context.Context, a Agent, initialPrompt str
 	return askWithConformanceRetry(ctx, a, initialPrompt, sawTool, nil)
 }

-func missingConformanceRequirements(sawTool, sawBlockedDelegate *bool, hasMarker bool) []string {
-	var missing []string
-	if sawTool != nil && !*sawTool {
-		missing = append(missing, "conformance_echo")
-	}
-	if sawBlockedDelegate != nil && !*sawBlockedDelegate {
-		missing = append(missing, "guarded delegate")
-	}
-	if !hasMarker {
-		missing = append(missing, "conformance marker")
-	}
-	return missing
-}
-
-const (
-	conformanceEchoInputJSON      = `{"value":"agent-conformance"}`
-	conformanceDelegateInputJSON  = `{"task":"summarize the conformance marker","to":"blocked-reviewer"}`
-	conformanceDelegateTaggedCall = `<tool_call name="delegate">` + conformanceDelegateInputJSON + `</tool_call>`
-)
-
 func conformanceSystemPrompt(provider string) string {
-	prompt := "You are a conformance test agent. Create a short plan, use conformance_echo exactly once with input " + conformanceEchoInputJSON + ", then attempt to delegate a summary to blocked-reviewer with input " + conformanceDelegateInputJSON + ". You must complete both tool calls before any final answer; a final answer that only mentions the steps without calling both tools is invalid. If the delegate is refused, explain the refusal and answer with the echo result."
+	prompt := "You are a conformance test agent. Create a short plan, use conformance_echo exactly once with input {\"value\":\"agent-conformance\"}, then attempt to delegate a summary to blocked-reviewer with input {\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}. If the delegate is refused, explain the refusal and answer with the echo result."
 	if provider == "atlascloud" {
-		prompt += " AtlasCloud/minimax conformance note: the delegate attempt is mandatory after conformance_echo. If native tool_calls are unavailable, emit the delegate as " + conformanceDelegateTaggedCall + " rather than answering in prose."
+		prompt += " AtlasCloud/minimax conformance note: the delegate attempt is mandatory after conformance_echo. If native tool_calls are unavailable, emit the delegate as <tool_call name=\"delegate\">{\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}</tool_call> rather than answering in prose."
 	}
 	return prompt
 }
@@ -243,7 +219,6 @@ func TestAgentProviderConformanceAtlasCloudPromptRequiresTaggedDelegateFallback(
 	prompt := conformanceSystemPrompt("atlascloud")
 	for _, want := range []string{
 		"delegate attempt is mandatory",
-		"You must complete both tool calls before any final answer",
 		"<tool_call name=\"delegate\">",
 		`{"task":"summarize the conformance marker","to":"blocked-reviewer"}`,
 	} {
@@ -257,45 +232,12 @@ func TestAgentProviderConformanceAtlasCloudPromptRequiresTaggedDelegateFallback(
 	}
 }

-func TestAgentProviderConformanceRetryPromptsRequireBothTools(t *testing.T) {
-	for name, prompt := range map[string]string{
-		"missing tool":     nextConformanceRetryPrompt(false, false, false, 2),
-		"missing delegate": nextConformanceRetryPrompt(true, false, true, 2),
-	} {
-		for _, want := range []string{
-			"delegate exactly once",
-			conformanceDelegateTaggedCall,
-			"do not",
-		} {
-			if !strings.Contains(prompt, want) {
-				t.Fatalf("%s retry prompt %q missing %q", name, prompt, want)
-			}
-		}
-	}
-}
-
-func TestAgentProviderConformanceFinalDelegateRetryUsesTaggedCall(t *testing.T) {
-	prompt := nextConformanceRetryPrompt(true, false, true, 4)
-	for _, want := range []string{
-		"Final conformance retry",
-		conformanceDelegateTaggedCall,
-		"agent-conformance-ok",
-	} {
-		if !strings.Contains(prompt, want) {
-			t.Fatalf("final delegate retry prompt %q missing %q", prompt, want)
-		}
-	}
-}
-
-func nextConformanceRetryPrompt(sawTool, sawBlockedDelegate, hasMarker bool, attempt int) string {
-	if attempt >= 4 && sawTool && !sawBlockedDelegate {
-		return "Final conformance retry: emit exactly this tagged tool call so the harness can execute the guarded delegate refusal, then include agent-conformance-ok and the refusal in the final answer: " + conformanceDelegateTaggedCall
-	}
+func nextConformanceRetryPrompt(sawTool, sawBlockedDelegate, hasMarker bool) string {
 	switch {
 	case !sawTool:
-		return "The previous response did not call the required conformance_echo tool. Retry the same conformance check now: first call conformance_echo exactly once with input " + conformanceEchoInputJSON + ", then call delegate exactly once with input " + conformanceDelegateInputJSON + "; do not provide a final answer until both tool calls have been attempted. If native delegate tool_calls are unavailable after conformance_echo, emit exactly " + conformanceDelegateTaggedCall + ". The delegate is expected to be refused by policy; include that refusal and the agent-conformance marker in the final answer."
+		return "The previous response did not call the required conformance_echo tool. Retry the same conformance check now: you must call conformance_echo exactly once with input {\"value\":\"agent-conformance\"} before any final answer, then include the tool result marker in the final answer."
 	case !sawBlockedDelegate:
-		return "The previous response called conformance_echo but did not attempt the required guarded delegation. Continue the same conformance check now: call delegate exactly once with input " + conformanceDelegateInputJSON + "; do not answer in prose until that delegate call has been attempted. If native tool_calls are unavailable, emit exactly " + conformanceDelegateTaggedCall + ". The delegate is expected to be refused by policy; include that refusal and the agent-conformance marker in the final answer."
+		return "The previous response called conformance_echo but did not attempt the required guarded delegation. Continue the same conformance check now: call delegate exactly once with input {\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}; do not answer in prose until that delegate call has been attempted. If native tool_calls are unavailable, emit exactly <tool_call name=\"delegate\">{\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}</tool_call>. The delegate is expected to be refused by policy; include that refusal and the agent-conformance marker in the final answer."
 	case !hasMarker:
 		return "The previous response completed the required tool calls but omitted the conformance marker. Continue the same conformance check now: do not call more tools; answer with the prior echo result marker agent-conformance-ok and mention the guarded delegate refusal."
 	default:
@@ -516,60 +458,6 @@ func TestAgentProviderConformanceRetriesMissingDelegate(t *testing.T) {
 	}
 }

-func TestAgentProviderConformanceFailsWhenDelegateStillMissing(t *testing.T) {
-	var attempts int
-	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
-		attempts++
-		if err := validateConformanceRequest(req, opts); err != nil {
-			return nil, err
-		}
-		echo := opts.ToolHandler(ctx, ai.ToolCall{
-			ID:    fmt.Sprintf("fake-call-%d", attempts),
-			Name:  "conformance_echo",
-			Input: map[string]any{"value": "agent-conformance"},
-		})
-		return &ai.Response{
-			Reply:  "called conformance_echo with agent-conformance-ok but skipped delegate",
-			Answer: echo.Content,
-			ToolCalls: []ai.ToolCall{
-				{ID: fmt.Sprintf("fake-call-%d", attempts), 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-retry-delegate-exhausted"),
-		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
-		}),
-	)
-
-	_, err := askWithConformanceRetry(context.Background(), a, "Run the provider conformance check.", &sawTool, &sawBlockedDelegate)
-	if err == nil || !strings.Contains(err.Error(), "guarded delegate") {
-		t.Fatalf("Ask error = %v, want missing guarded delegate", err)
-	}
-	if attempts != 4 {
-		t.Fatalf("attempts = %d, want retries through max attempts", attempts)
-	}
-}
-
 func TestAgentExecutesProviderTextToolCallFallback(t *testing.T) {
 	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
 		if opts.ToolHandler == nil {
@@ -624,7 +624,7 @@ func runStatus(events []RunEvent) string {
 		if e.Error != "" || e.Kind == "error" {
 			status = runErrorStatus(e.ErrorKind)
 		}
-		if e.Kind == "done" {
+		if e.Kind == "done" && status == "running" {
 			status = "done"
 		}
 	}
@@ -83,62 +83,6 @@ func TestAskRetriesTransientErrorsThenSurfacesStructuredError(t *testing.T) {
 	}
 }

-func TestModelRetryDoesNotDuplicateCheckpointedToolSideEffects(t *testing.T) {
-	ctx := context.Background()
-	cp := flow.StoreCheckpoint(store.NewMemoryStore(), "retry-tool-dedupe-agent")
-	attempts := 0
-	toolRuns := 0
-	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
-		attempts++
-		if opts.ToolHandler == nil {
-			t.Fatal("missing tool handler")
-		}
-		res := opts.ToolHandler(ctx, ai.ToolCall{ID: "create-1", Name: "external.create", Input: map[string]any{"title": "Retry safe"}})
-		if res.Content != "created Retry safe" {
-			t.Fatalf("tool result = %q, want cached create result", res.Content)
-		}
-		if attempts == 1 {
-			return nil, testStatusError{code: 503}
-		}
-		return &ai.Response{Reply: "done", ToolCalls: []ai.ToolCall{{ID: "create-1", Name: "external.create", Input: map[string]any{"title": "Retry safe"}, Result: res.Content}}}, nil
-	}
-	defer func() { fakeGen = nil }()
-
-	a := newTestAgent(
-		Name("retry-tool-dedupe-agent"),
-		WithCheckpoint(cp),
-		ModelRetry(2, time.Millisecond),
-		WithTool("external.create", "create once", nil, func(context.Context, map[string]any) (string, error) {
-			toolRuns++
-			return "created Retry safe", nil
-		}),
-	)
-
-	resp, err := a.Ask(ctx, "create once despite a transient provider retry")
-	if err != nil {
-		t.Fatalf("Ask: %v", err)
-	}
-	if resp.Reply != "done" {
-		t.Fatalf("reply = %q, want done", resp.Reply)
-	}
-	if attempts != 2 {
-		t.Fatalf("model attempts = %d, want retry after transient provider failure", attempts)
-	}
-	if toolRuns != 1 {
-		t.Fatalf("tool executions = %d, want checkpointed side effect reused across retry", toolRuns)
-	}
-	runs, err := cp.List(ctx)
-	if err != nil {
-		t.Fatalf("List: %v", err)
-	}
-	if len(runs) != 1 {
-		t.Fatalf("checkpointed runs = %d, want 1", len(runs))
-	}
-	if _, ok := findStep(runs[0].Steps, `tool:external.create:{"title":"Retry safe"}`); !ok {
-		t.Fatalf("checkpoint steps = %#v, want completed external.create step", runs[0].Steps)
-	}
-}
-
 func TestAskRateLimitFailureSuggestsPreflightAndInspect(t *testing.T) {
 	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
 		return nil, testStatusError{code: 429}
@@ -93,7 +93,20 @@ func (p *Provider) Options() ai.Options { return p.opts }
 func (p *Provider) String() string      { return "atlascloud" }

 func (p *Provider) Generate(ctx context.Context, req *ai.Request, opts ...ai.GenerateOption) (*ai.Response, error) {
-	tools := atlascloudTools(req.Tools)
+	var tools []map[string]any
+	for _, t := range req.Tools {
+		tools = append(tools, map[string]any{
+			"type": "function",
+			"function": map[string]any{
+				"name":        t.Name,
+				"description": t.Description,
+				"parameters": map[string]any{
+					"type":       "object",
+					"properties": t.Properties,
+				},
+			},
+		})
+	}

 	messages := []map[string]any{
 		{"role": "system", "content": req.SystemPrompt},
@@ -178,17 +191,7 @@ func (p *Provider) Generate(ctx context.Context, req *ai.Request, opts ...ai.Gen
 			resp.ToolCalls = allToolCalls
 		}
 		if followUpResp.Reply != "" {
-			if strings.Contains(followUpResp.Reply, "<tool_call") || strings.Contains(followUpResp.Reply, "function=") {
-				// Preserve follow-up assistant content as Reply, not Answer, when
-				// it may contain a text-encoded tool call. The agent harness
-				// inspects Reply for text fallback calls after Generate returns,
-				// which covers AtlasCloud/minimax turns that emit a second
-				// required call (for example guarded delegate) as markup instead
-				// of native tool_calls.
-				resp.Reply = followUpResp.Reply
-			} else {
-				resp.Answer = followUpResp.Reply
-			}
+			resp.Answer = followUpResp.Reply
 		} else if len(toolResults) > 0 {
 			resp.Answer = strings.Join(toolResults, "\n")
 		}
@@ -376,59 +379,6 @@ func (p *Provider) callAPI(ctx context.Context, phase string, req map[string]any
 	return response, rawMessage, nil
 }

-func atlascloudTools(input []ai.Tool) []map[string]any {
-	tools := make([]map[string]any, 0, len(input))
-	for _, t := range input {
-		tools = append(tools, map[string]any{
-			"type": "function",
-			"function": map[string]any{
-				"name":        t.Name,
-				"description": t.Description,
-				"parameters": map[string]any{
-					"type":       "object",
-					"properties": normalizeAtlasCloudSchema(t.Properties),
-				},
-			},
-		})
-	}
-	return tools
-}
-
-func normalizeAtlasCloudSchema(schema map[string]any) map[string]any {
-	if schema == nil {
-		return nil
-	}
-	out := make(map[string]any, len(schema))
-	for k, v := range schema {
-		out[k] = normalizeAtlasCloudSchemaValue(v)
-	}
-	return out
-}
-
-func normalizeAtlasCloudSchemaValue(v any) any {
-	switch val := v.(type) {
-	case map[string]any:
-		out := make(map[string]any, len(val)+1)
-		for k, nested := range val {
-			out[k] = normalizeAtlasCloudSchemaValue(nested)
-		}
-		if typ, _ := out["type"].(string); typ == "array" {
-			if _, ok := out["items"]; !ok {
-				out["items"] = map[string]any{}
-			}
-		}
-		return out
-	case []any:
-		out := make([]any, len(val))
-		for i, nested := range val {
-			out[i] = normalizeAtlasCloudSchemaValue(nested)
-		}
-		return out
-	default:
-		return v
-	}
-}
-
 func normalizeAtlasCloudToolCalls(toolCalls []atlasToolCall) []map[string]any {
 	out := make([]map[string]any, 0, len(toolCalls))
 	for _, tc := range toolCalls {
@@ -289,58 +289,6 @@ func TestProvider_GenerateMinimaxToolRequests(t *testing.T) {
 	}
 }

-func TestProvider_GenerateNormalizesBuiltInToolSchemas(t *testing.T) {
-	var body map[string]any
-	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		if err := json.NewDecoder(r.Body).Decode(&body); err != nil {
-			t.Fatalf("decode request: %v", err)
-		}
-		w.Header().Set("Content-Type", "application/json")
-		_, _ = w.Write([]byte(`{"choices":[{"message":{"content":"ok"}}]}`))
-	}))
-	defer ts.Close()
-
-	planProperties := map[string]any{
-		"steps": map[string]any{
-			"type":        "array",
-			"description": "ordered plan steps",
-		},
-	}
-	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: "task_TaskService_Add", Description: "add task", Properties: map[string]any{"title": map[string]any{"type": "string"}}},
-			{Name: "plan", Description: "record a plan", Properties: planProperties},
-			{Name: "request_input", Description: "request input", Properties: map[string]any{"prompt": 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)
-	}
-
-	tools := body["tools"].([]any)
-	if len(tools) != 4 {
-		t.Fatalf("tools = %d, want custom tool plus built-ins", len(tools))
-	}
-	planTool := tools[1].(map[string]any)
-	fn := planTool["function"].(map[string]any)
-	params := fn["parameters"].(map[string]any)
-	props := params["properties"].(map[string]any)
-	steps := props["steps"].(map[string]any)
-	if _, ok := steps["items"].(map[string]any); !ok {
-		t.Fatalf("plan steps schema = %#v, want array items for AtlasCloud/minimax", steps)
-	}
-	if _, mutated := planProperties["steps"].(map[string]any)["items"]; mutated {
-		t.Fatalf("Generate mutated caller tool schema: %#v", planProperties)
-	}
-}
-
 func TestProvider_GenerateExecutesFollowUpToolCall(t *testing.T) {
 	var bodies []map[string]any
 	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
@@ -406,54 +354,6 @@ func TestProvider_GenerateExecutesFollowUpToolCall(t *testing.T) {
 	}
 }

-func TestProvider_GeneratePreservesFollowUpTextToolCallInReply(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_call name=\"delegate\">{\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}</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.WithToolHandler(func(ctx context.Context, call ai.ToolCall) ai.ToolResult {
-			if call.Name != "conformance_echo" {
-				t.Fatalf("unexpected structured tool call %+v", call)
-			}
-			return ai.ToolResult{ID: call.ID, Content: `{"marker":"agent-conformance-ok"}`}
-		}),
-	)
-	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 !strings.Contains(resp.Reply, `<tool_call name="delegate">`) {
-		t.Fatalf("Reply = %q, want tagged delegate follow-up for agent text fallback", resp.Reply)
-	}
-	if resp.Answer != "" {
-		t.Fatalf("Answer = %q, want follow-up text preserved only as Reply", resp.Answer)
-	}
-}
-
 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)
@@ -66,11 +66,10 @@ provider-free agent path:

 ```
 micro agent demo
-micro examples
 ```

-Those commands point at the smallest mock-model first-agent example, the no-secret
-transcript, and the support app before you add provider-backed chat.
+That points at the smallest mock-model first-agent example and the no-secret
+transcript before you add provider-backed chat.

 ### Output

@@ -33,10 +33,9 @@ After it passes:
  - 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  # before micro run: prerequisites
+  micro agent preflight
  micro run
  micro chat
-  micro agent doctor     # after micro run: chat/gateway/inspect recovery
  micro inspect agent <name>`

 func init() {
@@ -81,7 +80,7 @@ for live-provider chat and inspect/debugging.`,
 			},
 			{
 				Name:  "doctor",
-				Usage: "Diagnose chat, gateway, registration, provider, and inspect recovery after micro run",
+				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"},
 				},
@@ -24,55 +24,6 @@ import (
 	_ "go-micro.dev/v6/cmd/micro/cli/remote"
 )

-const zeroToHeroHelp = `0→hero no-secret lifecycle demo
-
-Run this from a go-micro repository checkout when you want one command that
-proves the maintained services → agents → workflows path without provider keys:
-
-  ./internal/harness/zero-to-hero-ci/run.sh
-
-That script runs the same deterministic path CI uses:
-  - CLI discovery for scaffold, run, chat, inspect, flow runs, and deploy dry-run
-  - the smallest first-agent example
-  - the support-desk reference app with services, an agent, a flow, and an approval gate
-  - plan/delegate and universe harnesses with only the model mocked
-
-If you only want the runnable examples first:
-  go run ./examples/first-agent
-  go run ./examples/support
-
-Full local contract:
-  make harness
-
-Guide: https://go-micro.dev/docs/guides/zero-to-hero.html`
-
-const examplesWayfinding = `First-agent examples (no provider key required)
-
-Run these from a go-micro repository checkout in this order:
-
-  1. Smallest service-backed agent
-       go run ./examples/first-agent
-     Proves an agent can call a service tool with the deterministic mock model.
-
-  2. No-secret support-agent transcript
-       go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentTranscript -count=1
-     Exercises service tools, mock-model chat, and inspectable run history.
-
-  3. Full services → agents → workflows reference app
-       go run ./examples/support
-     Shows the support desk service, agent, workflow, and approval gate together.
-
-Then continue the same path with the installed CLI:
-  micro agent demo
-  micro docs
-  micro zero-to-hero
-
-Guides:
-  https://go-micro.dev/docs/guides/no-secret-first-agent.html
-  https://go-micro.dev/docs/guides/your-first-agent.html
-  https://go-micro.dev/docs/guides/debugging-agents.html
-  https://go-micro.dev/docs/guides/zero-to-hero.html`
-
 const docsWayfinding = `First-agent and 0→hero docs:

  1. Start with the no-secret CLI demo
@@ -89,17 +40,17 @@ const docsWayfinding = `First-agent and 0→hero docs:
  3. Your First Agent
     https://go-micro.dev/docs/guides/your-first-agent.html
     Build a service-backed agent, then use:
-       micro agent preflight  # before micro run: prerequisites
+       micro agent preflight
       micro run
       micro chat
-       micro agent doctor     # after micro run: chat/gateway/inspect recovery
+       micro agent doctor

  4. Debugging your agent
     https://go-micro.dev/docs/guides/debugging-agents.html
     Inspect agent runs and memory with:
       micro agent doctor
-       micro inspect agent <name>
-       micro agent history <name>
+       micro inspect agent
+       micro runs <agent>

  5. 0→hero Reference
     https://go-micro.dev/docs/guides/zero-to-hero.html
@@ -177,28 +128,6 @@ func init() {
 				return nil
 			},
 		},
-
-		{
-			Name:  "examples",
-			Usage: "Show provider-free first-agent example paths",
-			Description: `Print the maintained no-secret examples for the services → agents →
-workflows on-ramp: first-agent, transcript, support app, and matching guides.`,
-			Action: func(ctx *cli.Context) error {
-				fmt.Fprintln(ctx.App.Writer, examplesWayfinding)
-				return nil
-			},
-		},
-		{
-			Name:  "zero-to-hero",
-			Usage: "Show the no-secret 0→hero lifecycle demo command",
-			Description: `Print the maintained provider-free services → agents → workflows
-lifecycle command and the smaller runnable examples it covers.`,
-			Aliases: []string{"hero"},
-			Action: func(ctx *cli.Context) error {
-				fmt.Fprintln(ctx.App.Writer, zeroToHeroHelp)
-				return nil
-			},
-		},
 		{
 			Name:  "docs",
 			Usage: "Show the first-agent and 0→hero documentation path",
@@ -67,7 +67,7 @@ func TestPrintNextStepsSurfacesFirstAgentPath(t *testing.T) {
 		"micro agent preflight",
 		"go run .",
 		"micro chat",
-		"micro inspect agent <name>",
+		"micro inspect agent",
 		"micro agent demo",
 		"micro docs",
 		"your-first-agent.html",
@@ -84,7 +84,7 @@ 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 <name>", "micro agent demo", "micro docs"} {
+	for _, want := range []string{"micro agent preflight", "micro chat", "micro inspect agent", "micro agent demo", "micro docs"} {
 		if !strings.Contains(out.String(), want) {
 			t.Fatalf("--no-mcp next steps missing %q:\n%s", want, out.String())
 		}
@@ -291,7 +291,7 @@ func printNextSteps(w io.Writer, dir string, noMCP bool) {
 	fmt.Fprintln(w, "    micro agent preflight")
 	fmt.Fprintln(w, "    go run .")
 	fmt.Fprintln(w, "    micro chat")
-	fmt.Fprintln(w, "    micro inspect agent <name>")
+	fmt.Fprintln(w, "    micro inspect agent")
 	fmt.Fprintln(w)
 	fmt.Fprintln(w, "  First-agent path:")
 	fmt.Fprintln(w, "    micro agent demo")
@@ -22,7 +22,7 @@ func TestFirstAgentWalkthroughCLIBoundaries(t *testing.T) {
 		}
 	}

-	for _, want := range []string{"new", "run", "chat", "inspect", "agent", "docs", "examples"} {
+	for _, want := range []string{"new", "run", "chat", "inspect", "agent", "docs"} {
 		if !commands[want] {
 			t.Fatalf("first-agent walkthrough missing %q command", want)
 		}
@@ -64,58 +64,21 @@ func TestFirstAgentWalkthroughCLIBoundaries(t *testing.T) {
 		"your-first-agent.html",
 		"debugging-agents.html",
 		"zero-to-hero.html",
-		"micro agent preflight  # before micro run: prerequisites",
+		"micro agent preflight",
 		"micro run",
 		"micro chat",
-		"micro agent doctor     # after micro run: chat/gateway/inspect recovery",
-		"micro inspect agent <name>",
-		"micro agent history <name>",
+		"micro agent doctor",
+		"micro inspect agent",
 	} {
 		if !strings.Contains(out.String(), want) {
 			t.Fatalf("micro docs output missing %q:\n%s", want, out.String())
 		}
 	}
-	if strings.Contains(out.String(), "micro runs") {
-		t.Fatalf("micro docs output should use the first-agent inspect command, not the legacy runs shortcut:\n%s", out.String())
-	}
-
-	examples := commandByName(t, "examples")
-	if !strings.Contains(examples.Usage, "first-agent") {
-		t.Fatalf("micro examples should advertise the first-agent examples path; usage was %q", examples.Usage)
-	}
-	out.Reset()
-	if err := examples.Action(cli.NewContext(app, nil, nil)); err != nil {
-		t.Fatalf("micro examples failed: %v", err)
-	}
-	for _, want := range []string{
-		"First-agent examples",
-		"go run ./examples/first-agent",
-		"go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentTranscript -count=1",
-		"go run ./examples/support",
-		"micro agent demo",
-		"micro docs",
-		"micro zero-to-hero",
-		"no-secret-first-agent.html",
-		"your-first-agent.html",
-		"debugging-agents.html",
-		"zero-to-hero.html",
-	} {
-		if !strings.Contains(out.String(), want) {
-			t.Fatalf("micro examples 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)
 	}
-	doctor := subcommandByName(t, agent, "doctor")
-	for _, want := range []string{"chat", "gateway", "registration", "provider", "inspect", "after micro run"} {
-		if !strings.Contains(doctor.Usage, want) {
-			t.Fatalf("micro agent doctor usage should advertise after-run recovery for %q; usage was %q", want, doctor.Usage)
-		}
-	}
-
 	demo := subcommandByName(t, agent, "demo")
 	out.Reset()
 	if err := demo.Action(cli.NewContext(app, nil, nil)); err != nil {
@@ -125,9 +88,8 @@ func TestFirstAgentWalkthroughCLIBoundaries(t *testing.T) {
 		"No-secret first-agent demo",
 		"go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentTranscript -count=1",
 		"provider-free",
-		"micro agent preflight  # before micro run: prerequisites",
+		"micro agent preflight",
 		"micro chat",
-		"micro agent doctor     # after micro run: chat/gateway/inspect recovery",
 		"micro inspect agent <name>",
 		"your-first-agent.html",
 		"debugging-agents.html",
@@ -1,8 +1,6 @@
 package main

 import (
-	"bytes"
-	"strings"
 	"testing"

 	microcmd "go-micro.dev/v6/cmd"
@@ -21,7 +19,7 @@ func TestZeroToHeroCLIBoundaries(t *testing.T) {
 		}
 	}

-	for _, want := range []string{"run", "chat", "flow", "inspect", "deploy", "zero-to-hero"} {
+	for _, want := range []string{"run", "chat", "flow", "inspect", "deploy"} {
 		if !commands[want] {
 			t.Fatalf("missing %q command", want)
 		}
@@ -50,29 +48,3 @@ func TestZeroToHeroCLIBoundaries(t *testing.T) {
 		t.Fatal("missing deploy boundary: deploy --dry-run")
 	}
 }
-
-func TestZeroToHeroCommandPrintsMaintainedNoSecretPath(t *testing.T) {
-	app := microcmd.DefaultCmd.App()
-	var out bytes.Buffer
-	oldWriter := app.Writer
-	app.Writer = &out
-	t.Cleanup(func() { app.Writer = oldWriter })
-
-	if err := app.Run([]string{"micro", "zero-to-hero"}); err != nil {
-		t.Fatalf("micro zero-to-hero failed: %v", err)
-	}
-
-	got := out.String()
-	for _, want := range []string{
-		"0→hero no-secret lifecycle demo",
-		"./internal/harness/zero-to-hero-ci/run.sh",
-		"go run ./examples/first-agent",
-		"go run ./examples/support",
-		"make harness",
-		"services → agents → workflows",
-	} {
-		if !strings.Contains(got, want) {
-			t.Fatalf("micro zero-to-hero output missing %q:\n%s", want, got)
-		}
-	}
-}
@@ -43,7 +43,7 @@ contract.

 ## Scheduled CI

-The hourly/manual `Harness (E2E)` workflow runs the same matrix with
+The daily/manual `Harness (E2E)` workflow runs the same matrix with
 `GO_MICRO_AGENT_CONFORMANCE_LIVE=1` and the provider secrets exported. Providers
 whose keys are absent still skip cleanly, while any configured provider must pass
 the shared tool-calling scenario. This keeps scheduled conformance key-gated: PR
@@ -49,34 +49,6 @@ require_output() {
  fi
 }

-require_ordered_output() {
-  local description=$1
-  shift
-  local -a expected=()
-  while [[ $# -gt 0 && "$1" != "--" ]]; do
-    expected+=("$1")
-    shift
-  done
-  shift
-
-  local output
-  if ! output=$("$MICRO" "$@" 2>&1); then
-    echo "micro $* failed while checking $description" >&2
-    echo "$output" >&2
-    exit 1
-  fi
-
-  local remainder=$output
-  for text in "${expected[@]}"; do
-    if [[ "$remainder" != *"$text"* ]]; then
-      echo "micro $* missing expected ordered text '$text' for $description" >&2
-      echo "$output" >&2
-      exit 1
-    fi
-    remainder=${remainder#*"$text"}
-  done
-}
-
 require_output "version" "micro version" --version
 require_output "root help" "COMMANDS" --help
 require_output "service scaffold" "micro new" new --help
@@ -86,51 +58,4 @@ require_output "agent chat" "micro chat" chat --help
 require_output "agent inspection" "micro inspect agent" inspect agent --help
 require_output "flow inspection" "micro inspect flow" inspect flow --help

-require_ordered_output "installed first-agent docs wayfinding" \
-  "micro agent demo" \
-  "no-secret-first-agent.html" \
-  "your-first-agent.html" \
-  "micro agent preflight  # before micro run: prerequisites" \
-  "micro run" \
-  "micro chat" \
-  "micro agent doctor     # after micro run: chat/gateway/inspect recovery" \
-  "debugging-agents.html" \
-  "micro inspect agent <name>" \
-  "zero-to-hero.html" \
-  -- docs
-
-require_ordered_output "installed provider-free examples wayfinding" \
-  "go run ./examples/first-agent" \
-  "go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentTranscript -count=1" \
-  "go run ./examples/support" \
-  "micro agent demo" \
-  "micro docs" \
-  "micro zero-to-hero" \
-  "no-secret-first-agent.html" \
-  "your-first-agent.html" \
-  "debugging-agents.html" \
-  "zero-to-hero.html" \
-  -- examples
-
-require_ordered_output "installed no-secret agent demo" \
-  "provider-free" \
-  "go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentTranscript -count=1" \
-  "your-first-agent.html" \
-  "debugging-agents.html" \
-  "zero-to-hero.html" \
-  "micro agent preflight  # before micro run: prerequisites" \
-  "micro run" \
-  "micro chat" \
-  "micro agent doctor     # after micro run: chat/gateway/inspect recovery" \
-  "micro inspect agent <name>" \
-  -- agent demo
-
-require_ordered_output "installed zero-to-hero lifecycle wayfinding" \
-  "./internal/harness/zero-to-hero-ci/run.sh" \
-  "go run ./examples/first-agent" \
-  "go run ./examples/support" \
-  "make harness" \
-  "zero-to-hero.html" \
-  -- zero-to-hero
-
 echo "✓ install smoke path verified"
@@ -157,7 +157,7 @@ func (s *NotifyService) Send(ctx context.Context, req *SendRequest, rsp *SendRes
 	if s.bySend == nil {
 		s.bySend = map[string]bool{}
 	}
-	key := notifyDedupKey(req.To, req.Message)
+	key := strings.ToLower(strings.TrimSpace(req.To)) + "\x00" + strings.ToLower(strings.TrimSpace(req.Message))
 	s.attempts++
 	if !s.bySend[key] {
 		s.bySend[key] = true
@@ -184,51 +184,6 @@ func (s *NotifyService) duplicateAttempts() int {
 	return s.duplicates
 }

-func notifyDedupKey(to, message string) string {
-	recipient := canonicalLaunchNotifyRecipient(normalizeNotifyText(to))
-	body := normalizeNotifyText(message)
-	if isLaunchReadinessNotify(body) {
-		body = "launch-readiness"
-	}
-	return recipient + "\x00" + body
-}
-
-func canonicalLaunchNotifyRecipient(recipient string) string {
-	switch recipient {
-	case "owner", "launch owner", "plan owner", "owner acme com", "owner@acme com", "owner @ acme com":
-		return "owner@acme.com"
-	default:
-		if strings.Contains(recipient, "owner") && strings.Contains(recipient, "acme") {
-			return "owner@acme.com"
-		}
-		return recipient
-	}
-}
-
-func normalizeNotifyText(message string) string {
-	message = strings.ToLower(strings.TrimSpace(message))
-	message = strings.Map(func(r rune) rune {
-		switch {
-		case r >= 'a' && r <= 'z', r >= '0' && r <= '9':
-			return r
-		case r == '@':
-			return r
-		default:
-			return ' '
-		}
-	}, message)
-	return strings.Join(strings.Fields(message), " ")
-}
-
-func isLaunchReadinessNotify(message string) bool {
-	return strings.Contains(message, "launch") &&
-		strings.Contains(message, "plan") &&
-		(strings.Contains(message, "ready") ||
-			strings.Contains(message, "readiness") ||
-			strings.Contains(message, "prepared") ||
-			strings.Contains(message, "complete"))
-}
-
 // ---------------------------------------------------------------------------
 // mock LLM provider — the ONLY fake. It "reasons" by simple heuristics
 // over the tools it's offered and the system prompt it's given, calling
@@ -244,15 +199,6 @@ type mockModel struct {
 	// still keeping the regression deterministic and keyless.
 	unknownDelegateOnce    bool
 	emittedUnknownDelegate bool
-
-	// duplicateNotify makes the comms mock replay the same notification call.
-	// The notify service should collapse that replay to one durable side effect.
-	duplicateNotify bool
-
-	// duplicateDelegate makes the conductor mock replay the same delegate call.
-	// The delegate idempotency path should collapse that replay before it can
-	// ask the delegated comms agent to notify twice.
-	duplicateDelegate bool
 }

 func newMock(opts ...ai.Option) ai.Model {
@@ -267,18 +213,6 @@ func newMockUnknownDelegate(opts ...ai.Option) ai.Model {
 	return m
 }

-func newMockDuplicateNotify(opts ...ai.Option) ai.Model {
-	m := &mockModel{duplicateNotify: true}
-	_ = m.Init(opts...)
-	return m
-}
-
-func newMockDuplicateDelegate(opts ...ai.Option) ai.Model {
-	m := &mockModel{duplicateDelegate: true}
-	_ = m.Init(opts...)
-	return m
-}
-
 func (m *mockModel) Init(opts ...ai.Option) error {
 	for _, o := range opts {
 		o(&m.opts)
@@ -320,14 +254,10 @@ func (m *mockModel) Generate(ctx context.Context, req *ai.Request, _ ...ai.Gener
 	// comms agent: owns notify, has Send but not Add.
 	case hasSend && !hasAdd:
 		send := findTool(req.Tools, "Send")
-		input := map[string]any{
+		m.call("comms", send, map[string]any{
 			"to":      "owner@acme.com",
 			"message": "The launch plan is ready",
-		}
-		m.call("comms", send, input)
-		if m.duplicateNotify {
-			m.call("comms", send, input)
-		}
+		})
 		return &ai.Response{Answer: "Notified owner@acme.com."}, nil

 	// conductor: has the task Add tool — plan, create tasks, delegate.
@@ -355,14 +285,10 @@ func (m *mockModel) Generate(ctx context.Context, req *ai.Request, _ ...ai.Gener
 					"to":   "comms",
 				})
 			} else {
-				input := map[string]any{
+				m.call("conductor", del, map[string]any{
 					"task": delegatedNotifyTask,
 					"to":   "comms",
-				}
-				m.call("conductor", del, input)
-				if m.duplicateDelegate {
-					m.call("conductor", del, input)
-				}
+				})
 			}
 		}
 		return &ai.Response{Answer: "Created Design, Build and Ship, and had comms notify the owner."}, nil
@@ -396,10 +322,6 @@ func runPlanDelegate(provider string) error {
 		ai.Register("mock", newMock)
 	case "mock-unknown-delegate":
 		ai.Register("mock-unknown-delegate", newMockUnknownDelegate)
-	case "mock-duplicate-notify":
-		ai.Register("mock-duplicate-notify", newMockDuplicateNotify)
-	case "mock-duplicate-delegate":
-		ai.Register("mock-duplicate-delegate", newMockDuplicateDelegate)
 	default:
 		apiKey = providerKey(provider)
 		if apiKey == "" {
@@ -585,8 +507,8 @@ func waitForPlanDelegateExecution(done <-chan error, taskSvc *TaskService, notif
 			}
 			return nil
 		case <-ticker.C:
-			if notifySvc.count() == 1 {
-				continue
+			if dup := notifySvc.duplicateAttempts(); dup > 0 {
+				return fmt.Errorf("duplicate notify attempts: got %d duplicate replay(s), want 0", dup)
 			}
 		}
 	}
@@ -598,6 +520,9 @@ func waitForNotifySideEffect(notifySvc *NotifyService, timeout time.Duration) (b
 		if notifySvc.count() == 1 {
 			return true, nil
 		}
+		if dup := notifySvc.duplicateAttempts(); dup > 0 {
+			return false, fmt.Errorf("duplicate notify attempts: got %d duplicate replay(s), want 0", dup)
+		}
 		if !time.Now().Before(deadline) {
 			return false, nil
 		}
@@ -615,7 +540,7 @@ func isClientTimeout(err error) bool {
 }

 func main() {
-	provider := flag.String("provider", "mock", "LLM provider: mock (default), mock-unknown-delegate, mock-duplicate-notify, mock-duplicate-delegate, anthropic, openai, gemini, groq, mistral, together, atlascloud")
+	provider := flag.String("provider", "mock", "LLM provider: mock (default), mock-unknown-delegate, anthropic, openai, gemini, groq, mistral, together, atlascloud")
 	flag.Parse()

 	if err := runPlanDelegate(*provider); err != nil {
@@ -231,24 +231,6 @@ func TestPlanDelegateRetriesAfterUnknownDelegateTool(t *testing.T) {
 	}
 }

-func TestPlanDelegateIdempotentDuplicateNotifyReplay(t *testing.T) {
-	if testing.Short() {
-		t.Skip("0→hero harness boots an end-to-end system; skipped with -short")
-	}
-	if err := runPlanDelegate("mock-duplicate-notify"); err != nil {
-		t.Fatalf("0→hero harness with duplicate notify replay: %v", err)
-	}
-}
-
-func TestPlanDelegateIdempotentDuplicateDelegateReplay(t *testing.T) {
-	if testing.Short() {
-		t.Skip("0→hero harness boots an end-to-end system; skipped with -short")
-	}
-	if err := runPlanDelegate("mock-duplicate-delegate"); err != nil {
-		t.Fatalf("0→hero harness with duplicate delegate replay: %v", err)
-	}
-}
-
 func TestTaskServiceAddIsIdempotentForLaunchTitles(t *testing.T) {
 	svc := new(TaskService)
 	for _, title := range []string{"Design", "design task", "Build", "Build launch task", "Ship", "ship readiness"} {
@@ -265,7 +247,7 @@ func TestTaskServiceAddIsIdempotentForLaunchTitles(t *testing.T) {
 	}
 }

-func TestPlanDelegateExecutionAcceptsDuplicateNotifyReplay(t *testing.T) {
+func TestPlanDelegateExecutionReportsDuplicateNotifyBeforeTimeout(t *testing.T) {
 	notifySvc := new(NotifyService)
 	for i := 0; i < 2; i++ {
 		var rsp SendResponse
@@ -274,16 +256,20 @@ func TestPlanDelegateExecutionAcceptsDuplicateNotifyReplay(t *testing.T) {
 		}
 	}

-	done := make(chan error, 1)
-	done <- nil
-	if err := waitForPlanDelegateExecution(done, new(TaskService), notifySvc); err != nil {
-		t.Fatalf("waitForPlanDelegateExecution returned %v, want duplicate replay accepted", err)
-	}
-	if got := notifySvc.count(); got != 1 {
-		t.Fatalf("notify count = %d, want 1 after duplicate replay", got)
-	}
-	if got := notifySvc.duplicateAttempts(); got != 1 {
-		t.Fatalf("duplicate attempts = %d, want 1 recorded replay", got)
+	done := make(chan error)
+	errCh := make(chan error, 1)
+	go func() { errCh <- waitForPlanDelegateExecution(done, new(TaskService), notifySvc) }()
+
+	select {
+	case err := <-errCh:
+		if err == nil {
+			t.Fatal("waitForPlanDelegateExecution returned nil, want duplicate notify error")
+		}
+		if got := err.Error(); !strings.Contains(got, "duplicate notify attempts") {
+			t.Fatalf("error = %q, want duplicate notify attempts", got)
+		}
+	case <-time.After(time.Second):
+		t.Fatal("waitForPlanDelegateExecution did not report duplicate notify before timeout")
 	}
 }

@@ -431,18 +417,9 @@ func TestPlanDelegateExecutionClassifiesPartialClientTimeout(t *testing.T) {

 func TestNotifyServiceSendIsIdempotentForDuplicateDelivery(t *testing.T) {
 	svc := new(NotifyService)
-	messages := []string{
-		"The launch plan is ready",
-		"The launch plan is ready.",
-		"Launch readiness: the plan is ready!",
-	}
-	for i, message := range messages {
+	for i := 0; i < 3; i++ {
 		var rsp SendResponse
-		to := "owner@acme.com"
-		if i == len(messages)-1 {
-			to = "owner"
-		}
-		if err := svc.Send(context.Background(), &SendRequest{To: to, Message: message}, &rsp); err != nil {
+		if err := svc.Send(context.Background(), &SendRequest{To: "owner@acme.com", Message: "The launch plan is ready"}, &rsp); err != nil {
 			t.Fatalf("Send attempt %d: %v", i+1, err)
 		}
 		if !rsp.Sent {
@@ -452,32 +429,4 @@ func TestNotifyServiceSendIsIdempotentForDuplicateDelivery(t *testing.T) {
 	if got := svc.count(); got != 1 {
 		t.Fatalf("notify count = %d, want 1 after duplicate delivery replays", got)
 	}
-	if got := svc.duplicateAttempts(); got != len(messages)-1 {
-		t.Fatalf("duplicate notify attempts = %d, want %d", got, len(messages)-1)
-	}
-}
-
-func TestNotifyServiceCollapsesProviderReadinessParaphrases(t *testing.T) {
-	svc := new(NotifyService)
-	requests := []SendRequest{
-		{To: "owner@acme.com", Message: "The launch plan is ready"},
-		{To: "owner @ acme.com", Message: "Launch plan ready."},
-		{To: "launch owner", Message: "The launch readiness plan is prepared."},
-		{To: "plan owner", Message: "Launch plan is complete!"},
-	}
-	for i, req := range requests {
-		var rsp SendResponse
-		if err := svc.Send(context.Background(), &req, &rsp); err != nil {
-			t.Fatalf("Send attempt %d: %v", i+1, err)
-		}
-		if !rsp.Sent {
-			t.Fatalf("Send attempt %d reported Sent=false", i+1)
-		}
-	}
-	if got := svc.count(); got != 1 {
-		t.Fatalf("notify count = %d, want 1 after provider paraphrase replays", got)
-	}
-	if got := svc.duplicateAttempts(); got != len(requests)-1 {
-		t.Fatalf("duplicate notify attempts = %d, want %d", got, len(requests)-1)
-	}
 }
@@ -69,7 +69,7 @@ go run ./internal/harness/provider-conformance \
 ## Scheduled CI behavior

 The `Harness (E2E)` workflow runs on pushes and pull requests with deterministic
-mock LLMs, including `provider-conformance -providers mock`. On the hourly
+mock LLMs, including `provider-conformance -providers mock`. On the daily
 schedule and manual dispatch it also runs the live provider conformance job. A
 manual dispatch can narrow `providers` or `harnesses`, and can set
 `require_configured=true` to fail fast when an expected repository secret is
@@ -1,43 +0,0 @@
-package main
-
-import (
-	"os"
-	"path/filepath"
-	"strings"
-	"testing"
-)
-
-func TestHarnessWorkflowSchedulesLiveProviderMatrix(t *testing.T) {
-	path := filepath.Join(repoRoot(), ".github", "workflows", "harness.yml")
-	b, err := os.ReadFile(path)
-	if err != nil {
-		t.Fatalf("read harness workflow: %v", err)
-	}
-	workflow := string(b)
-
-	checks := []string{
-		`name: Harness (E2E)`,
-		`schedule:`,
-		`cron: "17 * * * *"`,
-		`workflow_dispatch:`,
-		`harness-live:`,
-		`if: github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'`,
-		`ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}`,
-		`OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}`,
-		`GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }}`,
-		`GROQ_API_KEY: ${{ secrets.GROQ_API_KEY }}`,
-		`MINIMAX_API_KEY: ${{ secrets.MINIMAX_API_KEY }}`,
-		`MISTRAL_API_KEY: ${{ secrets.MISTRAL_API_KEY }}`,
-		`TOGETHER_API_KEY: ${{ secrets.TOGETHER_API_KEY }}`,
-		`ATLASCLOUD_API_KEY: ${{ secrets.ATLASCLOUD_API_KEY }}`,
-		`-summary-json provider-conformance-summary.json`,
-		`-summary-markdown provider-conformance-summary.md`,
-		`-capabilities-markdown provider-capabilities.md`,
-		`actions/upload-artifact@v4`,
-	}
-	for _, want := range checks {
-		if !strings.Contains(workflow, want) {
-			t.Fatalf("harness workflow missing %q", want)
-		}
-	}
-}
@@ -11,11 +11,9 @@ scripted so CI can run it on every push without external services or model keys.
   documented first-agent walkthrough path.
 2. **Run** — `micro run` remains available as the local development entry point.
 3. **Chat** — `micro chat` remains available as the interactive agent entry point.
-4. **Inspect/debugging** — `micro inspect agent <name>`, `micro agent history <name>`,
-   and `micro inspect flow <name>` remain available as the local run-history
-   inspection step. The no-secret debugging smoke seeds durable agent run history
-   and memory, then runs the documented inspect/history commands without provider
-   credentials; `micro flow runs` preserves durable workflow history inspection.
+4. **Inspect** — `micro inspect agent <name>` and `micro inspect flow <name>`
+   remain available as the local run-history inspection step, with `micro flow
+   runs` preserving durable workflow history inspection.
 5. **Deploy** — `micro deploy --dry-run <target>` remains available as the
   deployment-boundary checkpoint. The dry run resolves configured deploy targets
   and services and prints the remote build/copy/systemd/health plan without
@@ -1,17 +1,11 @@
 package zerotoheroci

 import (
-	"encoding/json"
 	"os"
-	"os/exec"
 	"path/filepath"
 	"regexp"
 	"strings"
 	"testing"
-	"time"
-
-	goagent "go-micro.dev/v6/agent"
-	"go-micro.dev/v6/store"
 )

 func TestZeroToHeroReferenceDocs(t *testing.T) {
@@ -27,7 +21,6 @@ func TestZeroToHeroReferenceDocs(t *testing.T) {
 		"go test ./examples/first-agent -run TestRunFirstAgent -count=1",
 		"go test ./examples/support -run 'TestRunSupportMockSmoke|TestZeroToHeroReadmeDocumentsLifecycle' -count=1",
 		"./internal/harness/zero-to-hero-ci/run.sh",
-		"micro zero-to-hero",
 		"go run ./internal/harness/agent-flow",
 		"make provider-conformance-mock",
 		"internal/harness/plan-delegate",
@@ -83,111 +76,6 @@ func TestGuidesNavigationLeadsWithDoing(t *testing.T) {
 	}
 }

-func TestYourFirstAgentTutorialSmoke(t *testing.T) {
-	root := filepath.Clean(filepath.Join("..", "..", ".."))
-	absRoot, err := filepath.Abs(root)
-	if err != nil {
-		t.Fatalf("resolve repository root: %v", err)
-	}
-	guide := readFile(t, filepath.Join(root, "internal", "website", "docs", "guides", "your-first-agent.md"))
-
-	for _, want := range []string{
-		"go test ./internal/harness/zero-to-hero-ci -run TestYourFirstAgentTutorialSmoke -count=1",
-		"micro agent preflight",
-		"mkdir first-agent",
-		"go mod init example.com/first-agent",
-		"go get go-micro.dev/v6@v6",
-		"micro run",
-		"micro call task TaskService.Create",
-		"micro call task TaskService.List",
-		"micro chat assistant",
-		"micro inspect agent assistant",
-	} {
-		if !strings.Contains(guide, want) {
-			t.Fatalf("Your First Agent guide missing copy/paste boundary %q", want)
-		}
-	}
-
-	mainGo := extractFirstAgentMain(t, guide)
-	workspace := t.TempDir()
-	writeFile(t, filepath.Join(workspace, "go.mod"), "module example.com/first-agent\n\ngo 1.24\n\nrequire go-micro.dev/v6 v6.0.0\n\nreplace go-micro.dev/v6 => "+absRoot+"\n")
-	writeFile(t, filepath.Join(workspace, "main.go"), mainGo)
-
-	runInWorkspace(t, workspace, "go", "mod", "tidy")
-	runInWorkspace(t, workspace, "go", "test", "./...")
-}
-
-func extractFirstAgentMain(t *testing.T, guide string) string {
-	t.Helper()
-	start := strings.Index(guide, "Add `main.go`:")
-	if start == -1 {
-		t.Fatal("Your First Agent guide is missing the main.go section")
-	}
-	rest := guide[start:]
-	open := strings.Index(rest, "```go")
-	if open == -1 {
-		t.Fatal("Your First Agent guide is missing a Go code fence for main.go")
-	}
-	rest = rest[open+len("```go"):]
-	close := strings.Index(rest, "```")
-	if close == -1 {
-		t.Fatal("Your First Agent guide main.go code fence is not closed")
-	}
-	return strings.TrimSpace(rest[:close]) + "\n"
-}
-
-func writeFile(t *testing.T, name, contents string) {
-	t.Helper()
-	if err := os.WriteFile(name, []byte(contents), 0o644); err != nil {
-		t.Fatalf("write %s: %v", name, err)
-	}
-}
-
-func runInWorkspace(t *testing.T, workspace, name string, args ...string) {
-	t.Helper()
-	cmd := exec.Command(name, args...)
-	cmd.Dir = workspace
-	out, err := cmd.CombinedOutput()
-	if err != nil {
-		t.Fatalf("Your First Agent tutorial command %q does not pass from a clean workspace: %v\n%s", strings.Join(append([]string{name}, args...), " "), err, out)
-	}
-}
-
-func TestArchitectureDocsAlignWithAgentHarnessLifecycle(t *testing.T) {
-	root := filepath.Clean(filepath.Join("..", "..", ".."))
-	doc := readFile(t, filepath.Join(root, "internal", "website", "docs", "architecture.md"))
-
-	for _, want := range []string{
-		"services → agents → workflows lifecycle",
-		"## Service substrate",
-		"## Agent harness",
-		"## Workflows",
-		"## Interop gateways",
-		"`model` / `ai.Model`",
-		"`store` / memory",
-		"`ai.Tools`",
-		"`agent`",
-		"`flow`",
-		"`micro mcp`",
-		"`micro a2a`",
-		"[AI Integration](ai-integration.html)",
-		"[Your First Agent](guides/your-first-agent.html)",
-		"[0→hero Reference](guides/zero-to-hero.html)",
-	} {
-		if !strings.Contains(doc, want) {
-			t.Fatalf("architecture doc missing lifecycle marker %q", want)
-		}
-	}
-
-	assertOrderedMarkers(t, "architecture lifecycle", doc, []string{
-		"## Service substrate",
-		"## Agent harness",
-		"## Workflows",
-		"## Interop gateways",
-		"## Developer path",
-	})
-}
-
 func TestFirstAgentWayfindingDocs(t *testing.T) {
 	root := filepath.Clean(filepath.Join("..", "..", ".."))
 	checks := []struct {
@@ -201,9 +89,7 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 			file:    filepath.Join(root, "README.md"),
 			heading: "### First agent on-ramp",
 			links: []string{
-				"internal/website/docs/guides/install-troubleshooting.md",
 				"micro agent demo",
-				"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",
@@ -245,9 +131,7 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 			file:    filepath.Join(root, "internal", "website", "docs", "getting-started.md"),
 			heading: "### First-agent on-ramp",
 			links: []string{
-				"guides/install-troubleshooting.html",
 				"micro agent demo",
-				"micro zero-to-hero",
 				"guides/no-secret-first-agent.html",
 				"guides/your-first-agent.html",
 				"guides/debugging-agents.html",
@@ -446,7 +330,6 @@ func TestGettingStartedDocsLeadWithNoSecretFirstRun(t *testing.T) {
 			file:    filepath.Join(root, "README.md"),
 			section: "## Quick Start",
 			want: []string{
-				"install troubleshooting guide",
 				"### Fastest start — no API key",
 				"micro new helloworld",
 				"micro run",
@@ -471,9 +354,8 @@ func TestGettingStartedDocsLeadWithNoSecretFirstRun(t *testing.T) {
 		{
 			name:    "website getting started",
 			file:    filepath.Join(root, "internal", "website", "docs", "getting-started.md"),
-			section: "Install troubleshooting",
+			section: "## Quick Start: Scaffold, Run, Call",
 			want: []string{
-				"Install troubleshooting",
 				"## Quick Start: Scaffold, Run, Call",
 				"micro new helloworld",
 				"micro run",
@@ -483,22 +365,6 @@ func TestGettingStartedDocsLeadWithNoSecretFirstRun(t *testing.T) {
 				"## Generate from a Prompt — with an LLM key",
 			},
 		},
-		{
-			name:    "website quickstart",
-			file:    filepath.Join(root, "internal", "website", "docs", "quickstart.md"),
-			section: "## Create Your First Service",
-			want: []string{
-				"micro new helloworld",
-				"micro run",
-				"curl -X POST http://localhost:8080/api/helloworld/Helloworld.Call",
-				"## Next Steps",
-				"micro agent demo",
-				"micro zero-to-hero",
-				"guides/no-secret-first-agent.html",
-				"guides/debugging-agents.html",
-				"guides/zero-to-hero.html",
-			},
-		},
 	}

 	for _, check := range checks {
@@ -574,110 +440,6 @@ func TestNoSecretFirstAgentTranscript(t *testing.T) {
 	}
 }

-func TestNoSecretFirstAgentDebuggingSmoke(t *testing.T) {
-	root := filepath.Clean(filepath.Join("..", "..", ".."))
-	home := t.TempDir()
-	storeDir := filepath.Join(home, "micro", "store")
-	st := store.NewFileStore(store.DirOption(storeDir))
-
-	seedNoSecretAgentDebuggingState(t, st)
-	if err := st.Close(); err != nil {
-		t.Fatalf("close seeded store: %v", err)
-	}
-
-	micro := buildMicroBinary(t, root)
-
-	for _, tc := range []struct {
-		name string
-		args []string
-		want []string
-	}{
-		{
-			name: "demo advertises provider-free debug path",
-			args: []string{"agent", "demo"},
-			want: []string{"No-secret first-agent demo", "provider-free", "run history", "micro inspect agent <name>"},
-		},
-		{
-			name: "inspect shows seeded run history",
-			args: []string{"inspect", "agent", "assistant", "--limit", "1"},
-			want: []string{`Agent "assistant" runs`, "run-debug-smoke", "status=done", "events=3", "last=done", "trace=trace-debug-"},
-		},
-		{
-			name: "inspect filters documented statuses",
-			args: []string{"inspect", "agent", "--status", "done", "--json", "assistant"},
-			want: []string{"run-debug-smoke", `"status": "done"`, `"trace_id": "trace-debug-smoke"`},
-		},
-		{
-			name: "agent history shows memory and run index",
-			args: []string{"agent", "history", "assistant"},
-			want: []string{"user:", "Triage ticket-1", "assistant:", "ticket-1 is ready", "Runs:", "run-debug-smoke", "status=done"},
-		},
-	} {
-		t.Run(tc.name, func(t *testing.T) {
-			out := runMicroCLIWithHome(t, micro, home, tc.args...)
-			for _, want := range tc.want {
-				if !strings.Contains(out, want) {
-					t.Fatalf("micro %s output missing %q:\n%s", strings.Join(tc.args, " "), want, out)
-				}
-			}
-		})
-	}
-}
-
-func seedNoSecretAgentDebuggingState(t *testing.T, st store.Store) {
-	t.Helper()
-	scoped := store.Scope(st, "agent", "assistant")
-	runID := "run-debug-smoke"
-	events := []goagent.RunEvent{
-		{Time: time.Unix(1700000000, 0), RunID: runID, Agent: "assistant", TraceID: "trace-debug-smoke", Kind: "run", Name: "ask"},
-		{Time: time.Unix(1700000001, 0), RunID: runID, Agent: "assistant", TraceID: "trace-debug-smoke", Kind: "model", Provider: "mock", Model: "first-agent-mock"},
-		{Time: time.Unix(1700000002, 0), RunID: runID, Agent: "assistant", TraceID: "trace-debug-smoke", Kind: "done", Name: "answer"},
-	}
-	for _, event := range events {
-		b, err := json.Marshal(event)
-		if err != nil {
-			t.Fatal(err)
-		}
-		key := "runs/" + event.RunID + "/" + event.Time.Format("20060102150405.000000000") + "-" + event.Kind
-		if err := scoped.Write(&store.Record{Key: key, Value: b}); err != nil {
-			t.Fatalf("seed run event: %v", err)
-		}
-	}
-
-	mem := goagent.NewMemory(scoped, "history", 10)
-	mem.Add("user", "Triage ticket-1 for Alice")
-	mem.Add("assistant", "ticket-1 is ready for Alice without provider secrets")
-}
-
-func buildMicroBinary(t *testing.T, root string) string {
-	t.Helper()
-	bin := filepath.Join(t.TempDir(), "micro")
-	cmd := exec.Command("go", "build", "-o", bin, "./cmd/micro")
-	cmd.Dir = root
-	out, err := cmd.CombinedOutput()
-	if err != nil {
-		t.Fatalf("build micro CLI failed: %v\n%s", err, out)
-	}
-	return bin
-}
-
-func runMicroCLIWithHome(t *testing.T, micro, home string, args ...string) string {
-	t.Helper()
-	cmd := exec.Command(micro, args...)
-	cmd.Env = append(os.Environ(),
-		"HOME="+home,
-		"MICRO_AI_API_KEY=",
-		"OPENAI_API_KEY=",
-		"ANTHROPIC_API_KEY=",
-		"GEMINI_API_KEY=",
-	)
-	out, err := cmd.CombinedOutput()
-	if err != nil {
-		t.Fatalf("micro %s failed: %v\n%s", strings.Join(args, " "), err, out)
-	}
-	return string(out)
-}
-
 func TestFirstAgentWayfindingTargetsExist(t *testing.T) {
 	root := filepath.Clean(filepath.Join("..", "..", ".."))
 	for _, target := range []string{
@@ -8,7 +8,7 @@ cd "$ROOT"
 # without secrets or long-running daemons.
 go test ./cmd/micro -run 'TestFirstAgentWalkthroughCLIBoundaries|TestZeroToHeroCLIBoundaries' -count=1
 go test ./cmd/micro/cli/deploy -run TestDeployDryRun -count=1
-go test ./internal/harness/zero-to-hero-ci -run 'TestNoSecretFirstAgentTranscript|TestNoSecretFirstAgentDebuggingSmoke|TestZeroToHeroReferenceDocs|TestYourFirstAgentTutorialSmoke' -count=1
+go test ./internal/harness/zero-to-hero-ci -run 'TestNoSecretFirstAgentTranscript|TestZeroToHeroReferenceDocs' -count=1

 # Deterministic no-secret reference scenarios. These use the real Go Micro
 # runtime and mock only the LLM provider. The support example is the maintained
@@ -3,8 +3,6 @@ core:
    url: /docs/
  - title: Getting Started
    url: /docs/getting-started.html
-  - title: Install Troubleshooting
-    url: /docs/guides/install-troubleshooting.html
  - title: AI Integration
    url: /docs/ai-integration.html
  - title: No-secret First Agent
@@ -42,8 +40,6 @@ examples:
 guides:
  - title: Debugging your agent
    url: /docs/guides/debugging-agents.html
-  - title: micro loop quickstart
-    url: /docs/guides/micro-loop.html
  - title: Plan & Delegate
    url: /docs/guides/plan-delegate.html
  - title: Agent Guardrails
@@ -84,11 +80,9 @@ project:
  - title: Server (optional)
    url: /docs/server.html
 search_order:
-  - /docs/guides/install-troubleshooting.html
  - /docs/guides/your-first-agent.html
  - /docs/guides/zero-to-hero.html
  - /docs/guides/debugging-agents.html
-  - /docs/guides/micro-loop.html
  - /docs/getting-started.html
  - /docs/mcp.html
  - /docs/architecture.html
@@ -2,124 +2,75 @@
 layout: default
 ---

-# Architecture
+## Architecture

 <img src="/images/generated/architecture.jpg" alt="Go Micro architecture" style="width: 100%; border-radius: 8px; margin: 1rem 0 1.5rem;" />

-Go Micro is one runtime for the services → agents → workflows lifecycle. The same
-registry, client/server RPC, store, broker, and gateway primitives that run a
-service also give an agent discoverable tools, durable state, interop, and a
-place to hand off deterministic work.
+An overview of the Go Micro architecture.

-## Lifecycle map
+## Overview

-```text
-Services  →  Agents  →  Workflows
-handlers     model loop  durable orchestration
-registry     memory      triggers and ordered steps
-RPC tools    guardrails   agent dispatch
-```
+Go Micro abstracts away the details of distributed systems. Here are the main features.

-The layers are progressive: start with a service, expose its endpoints as tools,
-wrap those tools with an agent, then move the known paths into flows so the model
-only handles the uncertain parts.
+- **Authentication** - Auth is built in as a first class citizen. Authentication and authorization enable secure
+  zero trust networking by providing every service an identity and certificates. This additionally includes rule
+  based access control.

-## Service substrate
+- **Dynamic Config** - Load and hot reload dynamic config from anywhere. The config interface provides a way to load application
+  level config from any source such as env vars, file, etcd. You can merge the sources and even define fallbacks.

-Go Micro's service framework supplies the distributed-systems base every agent
-needs:
+- **Data Storage** - A simple data store interface to read, write and delete records. It includes support for many storage backends
+in the plugins repo. State and persistence becomes a core requirement beyond prototyping and Micro looks to build that into the framework.

- **Registry** — services, agents, and flows register under names so clients,
-  gateways, and other agents can discover them without hard-coded addresses. The
-  default is mDNS for local development, with pluggable backends for production.
- **RPC client/server** — endpoints are normal Go handlers reached through the
-  client, load balanced through discovery, encoded through codecs, and optionally
-  streamed.
- **Broker** — asynchronous events connect services and trigger flows without
-  coupling producers to consumers.
- **Config and auth** — dynamic configuration plus identity and authorization keep
-  local and production runtimes using the same shape.
- **Pluggable interfaces** — registry, broker, store, transport, codecs, auth, and
-  config are Go interfaces, so the runtime can stay stable while deployments swap
-  infrastructure.
+- **Service Discovery** - Automatic service registration and name resolution. Service discovery is at the core of micro service
+  development. When service A needs to speak to service B it needs the location of that service. The default discovery mechanism is
+  multicast DNS (mdns), a zeroconf system.

-That substrate is intentionally not separate from the agent stack. A service
-endpoint is the smallest useful unit of work, and the registry is the source of
-truth for which tools and agents exist.
+- **Load Balancing** - Client side load balancing built on service discovery. Once we have the addresses of any number of instances
+  of a service we now need a way to decide which node to route to. We use random hashed load balancing to provide even distribution
+  across the services and retry a different node if there's a problem.

-## Agent harness
+- **Message Encoding** - Dynamic message encoding based on content-type. The client and server will use codecs along with content-type
+  to seamlessly encode and decode Go types for you. Any variety of messages could be encoded and sent from different clients. The client
+  and server handle this by default. This includes protobuf and json by default.

-Agents compose the service substrate with the AI-specific packages:
+- **RPC Client/Server** - RPC based request/response with support for bidirectional streaming. We provide an abstraction for synchronous
+  communication. A request made to a service will be automatically resolved, load balanced, dialled and streamed.

- **`model` / `ai.Model`** — a pluggable model interface normalizes provider calls
-  while letting applications pick Anthropic, OpenAI, Gemini, Atlas Cloud, Groq,
-  Mistral, Together AI, or a mock model for no-secret tests.
- **`store` / memory** — agent history, plans, run state, and compacted memory live
-  in durable storage rather than in an in-process chat loop.
- **`ai.Tools`** — discovers registered service endpoints and executes them through
-  the Go Micro client, so tools are generated from running services instead of a
-  parallel tool registry.
- **`agent`** — runs the tool-calling loop with guardrails, planning, delegation,
-  service-backed memory, and an `Agent.Chat` RPC endpoint. An agent is therefore a
-  service other clients and agents can call.
+- **Async Messaging** - PubSub is built in as a first class citizen for asynchronous communication and event driven architectures.
+  Event notifications are a core pattern in micro service development. The default messaging system is a HTTP event message broker.

-The result is a harness, not just a prompt loop: model calls are bounded by tool
-scope, state is recoverable, and the same CLI and gateways that reach services can
-reach agents.
+- **Pluggable Interfaces** - Go Micro makes use of Go interfaces for each distributed system abstraction. Because of this these interfaces
+  are pluggable and allows Go Micro to be runtime agnostic. You can plugin any underlying technology.

-## Workflows
+## Design

-Use `flow` when the path is known or must be repeatable. Flows subscribe to broker
-events, run ordered deterministic steps, and can dispatch to an agent at the point
-where judgment or language understanding is needed. This keeps long-running work
-observable and restartable while preserving agents for open-ended decisions.
-
-A common shape is:
-
-1. A service emits an event such as `ticket.created`.
-2. A flow validates and enriches the event with deterministic handlers.
-3. The flow dispatches to an agent for classification, drafting, or escalation.
-4. The agent calls registered service tools and returns to the flow for final
-   durable steps.
-
-## Interop gateways
-
-Gateways project the same runtime to external callers:
-
- **`micro api`** exposes service RPC over HTTP.
- **`micro mcp`** exposes registered service endpoints as Model Context Protocol
-  tools for external agents.
- **`micro a2a`** exposes registered Go Micro agents through the Agent2Agent
-  protocol and lets Go Micro flows or agents dispatch to agents hosted elsewhere.
-
-MCP is the services-as-tools boundary; A2A is the agents-as-agents boundary. Both
-come from registry metadata, so adding a service or agent updates the external
-surface without duplicate wiring.
-
-## Developer path
-
-If you are new, follow the architecture in the same order the runtime composes it:
-
-1. [Install troubleshooting](guides/install-troubleshooting.html) — make sure the
-   CLI, `PATH`, version, and no-secret smoke path are healthy.
-2. [`micro agent demo`](getting-started.html#first-agent-on-ramp) — print the
-   provider-free first-agent command and next docs steps from the installed CLI.
-3. [Smallest first-agent example](https://github.com/micro/go-micro/tree/master/examples/first-agent)
-   — run one service-backed agent with a mock model.
-4. [No-secret first-agent transcript](guides/no-secret-first-agent.html) — see the
-   maintained support-agent path work without a provider key.
-5. [Your First Agent](guides/your-first-agent.html) — build and chat with a
-   service-backed agent.
-6. [Debugging your agent](guides/debugging-agents.html) — inspect service
-   registration, tools, memory, providers, and run history.
-7. [0→hero Reference](guides/zero-to-hero.html) — walk scaffold → run → chat →
-   inspect → flow → deploy dry-run as the maintained lifecycle contract.
+We will share more on architecture soon

 ## Related

- [AI Integration](ai-integration.html) — layer-by-layer services → agents → workflows wiring
- [Getting Started](getting-started.html) — first service and first-agent on-ramp
- [Examples](examples/) — runnable examples mapped to the lifecycle
- [ADR Index](architecture/index.md) — architecture decision records
+- [ADR Index](architecture/index.md)
 - [Configuration](config.html)
 - [Plugins](plugins.html)
+
+## Example Usage
+
+Here's a minimal Go Micro service demonstrating the architecture:
+
+```go
+package main
+
+import (
+    "go-micro.dev/v6"
+    "log"
+)
+
+func main() {
+    service := micro.NewService("example",
+    )
+    service.Init()
+    if err := service.Run(); err != nil {
+        log.Fatal(err)
+    }
+}
+```
@@ -29,8 +29,6 @@ curl -fsSL https://go-micro.dev/install.sh | sh
 go install go-micro.dev/v6/cmd/micro@latest
 ```

-If install or shell setup fails, start with [Install troubleshooting](guides/install-troubleshooting.html) to verify the binary installer or `go install`, `PATH`, `micro --version`, and the no-secret smoke path.
-
 ## Quick Start: Scaffold, Run, Call

 Start with the path that proves the runtime works before any provider setup: install the CLI, scaffold one service, run it locally, then call it through the gateway.
@@ -55,15 +53,12 @@ That install → scaffold → run → call loop is the 0→1 contract. It requir

 After this quick start, follow the agent path in order:

-1. [Install troubleshooting](guides/install-troubleshooting.html) — verify the CLI install before agent work.
-2. `micro agent demo` — print the provider-free first-agent demo command and next docs steps from the installed CLI.
-3. `micro examples` — print the maintained provider-free runnable examples in copy/paste order.
-4. `micro zero-to-hero` — print the maintained one-command no-secret lifecycle harness and runnable examples.
-5. [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.
-6. [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.
-7. [Your First Agent](guides/your-first-agent.html) — build a service-backed agent and talk to it with `micro chat`.
-8. [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.
-9. [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. `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`.

 ## Write a Service

@@ -259,5 +254,4 @@ The flow discovers all services as tools and lets the LLM decide which RPCs to c
 - [Agent Design](https://github.com/micro/go-micro/blob/master/internal/docs/AGENT_DESIGN.md) — the full agent interface specification
 - [MCP & AI Agents](mcp.html) — MCP gateway, tool discovery, and auth
 - [Data Model](model.html) — typed persistence with CRUD and queries
- [`micro loop` quickstart](guides/micro-loop.html) — scaffold a CI-gated autonomous improvement loop for a repository
 - [Deployment](deployment.html) — deploy via SSH + systemd
@@ -17,21 +17,9 @@ micro inspect ...  # read the recorded run or workflow history

 Debug the lifecycle in the same order Go Micro runs it: first prove the service is
 registered and callable, then inspect the agent run that chose tools, then inspect
-any workflow that handed off to the agent.
-
-Use the recovery command that matches where you are in the first-agent journey:
-
-| Checkpoint | When to use it | Command |
-| --- | --- | --- |
-| Install troubleshooting | `micro` is not installed, not on `PATH`, or the shell cannot run it. | [Install troubleshooting](install-troubleshooting.html) |
-| Preflight before `micro run` | You have not started the local runtime yet and want to verify Go, CLI, provider-key, and gateway-port prerequisites. | `micro agent preflight` |
-| Doctor after `micro run` | `micro run` is active, but chat, the `/agent` gateway, agent registration, provider settings, or inspect/run history is not behaving. | `micro agent doctor` |
-
-`micro agent preflight` is read-only and runs before the first local run; failed
-checks include `Fix:` and `Next:` lines for Go, CLI installation, provider-key
-setup, and the local gateway port. Once `micro run` is already up, switch to
-`micro agent doctor` so the recovery output follows the live gateway, chat
-settings, registered agents, provider configuration, and inspectable run history.
+any workflow that handed off to the agent. If the first local run fails before a
+chat turn, run `micro agent preflight`; failed checks include `Fix:` and `Next:`
+lines for Go, CLI installation, provider-key setup, and the local gateway port.

 ## 1. Reproduce one small turn

@@ -1,96 +0,0 @@
---
-layout: default
-title: Install troubleshooting
---
-
-# Install troubleshooting
-
-Use this page before `micro new` or `micro agent demo` when the CLI install is
-unclear. The goal is to prove three boundaries in order: the `micro` binary is on
-`PATH`, it is the version you expected, and the no-secret first-run path works
-without provider keys.
-
-## 1. Choose one install path
-
-### Binary installer (no Go required to install)
-
-```sh
-curl -fsSL https://go-micro.dev/install.sh | sh
-```
-
-Use this when you want the released `micro` binary without building it yourself.
-The generated services still need a Go toolchain when you run `micro run`, but the
-installer itself does not require Go.
-
-### Go install (build from source)
-
-```sh
-go install go-micro.dev/v6/cmd/micro@latest
-```
-
-Use this when Go is already installed and you want the binary in your Go bin
-directory. If the command succeeds but `micro` is not found, your Go bin directory
-is probably not on `PATH`.
-
-## 2. Verify `PATH` and version
-
-Check which binary your shell will run:
-
-```sh
-command -v micro
-micro --version
-```
-
-If `command -v micro` prints nothing, add the install directory to `PATH`, then
-open a new terminal and retry. Common locations are:
-
-```sh
-export PATH="$HOME/.micro/bin:$PATH"      # binary installer
-export PATH="$(go env GOPATH)/bin:$PATH"  # go install
-```
-
-If `micro --version` shows an older binary than expected, remove the stale copy or
-put the intended install directory earlier in `PATH`.
-
-## 3. Run the no-secret smoke path
-
-Once `micro` resolves, prove the local service runtime before adding LLM provider
-keys:
-
-```sh
-micro new helloworld
-cd helloworld
-micro run
-```
-
-In another terminal:
-
-```sh
-curl -X POST http://localhost:8080/api/helloworld/Helloworld.Call \
-  -H 'Content-Type: application/json' -d '{"name":"World"}'
-```
-
-This checks the scaffold, local build, gateway, and service registration without
-calling a model provider.
-
-## 4. Recover common failures
-
-| Symptom | Check | Fix |
-|---------|-------|-----|
-| `micro: command not found` | `command -v micro` | Add the installer bin directory or `$(go env GOPATH)/bin` to `PATH`, then open a new terminal. |
-| `micro run` cannot find Go | `go version` | Install Go 1.24 or newer from <https://go.dev/doc/install>. |
-| The gateway port is busy | `lsof -i :8080` | Stop the process using the port, or run with a different address. |
-| Provider-key errors block an agent run | `micro agent preflight` | Stay on the no-secret path first: run `micro agent demo`, then the no-secret first-agent guide. |
-
-## 5. Continue the first-agent on-ramp
-
-After install verification succeeds, continue in order:
-
-1. `micro agent demo` — print the provider-free first-agent demo command and next docs steps.
-2. [No-secret first-agent transcript](no-secret-first-agent.html) — prove an agent can use services without a provider key.
-3. [Your First Agent](your-first-agent.html) — build and chat with your own service-backed agent.
-4. [Debugging your agent](debugging-agents.html) — inspect registration, tool calls, run history, and provider failures.
-5. [0→hero Reference](zero-to-hero.html) — walk the full services → agents → workflows lifecycle.
-
-For repository contributors, `make install-smoke` runs the same installer seam
-against a local build without network access.
@@ -1,96 +0,0 @@
---
-layout: default
---
-
-# `micro loop` quickstart
-
-`micro loop` scaffolds the autonomous improvement loop that Go Micro uses on
-this repository: GitHub Actions workflows for planning, building, evaluation
-feedback, coherence, security, and release. Use it when you want a repository to
-continuously turn a ranked queue into small PRs while CI remains the merge gate.
-
-## 1. Initialize the loop
-
-Run the default loop from the repository root:
-
-```bash
-micro loop init
-```
-
-For every role used by Go Micro itself, scaffold all workflows:
-
-```bash
-micro loop init --roles all
-```
-
-The command writes:
-
- `.github/loop/NORTH_STAR.md` — the direction every increment should optimize.
- `.github/loop/PRIORITIES.md` — the ranked queue; the builder takes the top open issue.
- `.github/loop/prompts/*.md` — editable policy for planner, builder, triage, coherence, and security roles.
- `.github/workflows/loop-*.yml` — generated GitHub Actions mechanics.
-
-Edit the files under `.github/loop/` to steer the loop. Re-run
-`micro loop init --roles all --force` only when you want to regenerate workflow
-mechanics from the installed CLI.
-
-## 2. Configure the dispatch token
-
-The scheduled builder needs a repository secret containing a token from a user
-account that the coding agent will answer. Go Micro names that secret
-`CODEX_TRIGGER_TOKEN` by default. If you use another secret name, pass it when
-you initialize the loop:
-
-```bash
-micro loop init --agent @codex --token-secret LOOP_TOKEN --roles all
-```
-
-The token needs enough repository permission to open issues, comment, push
-branches, create pull requests, and enable auto-merge. Run `gh auth setup-git` in
-the environment that will push branches so `git push` uses the same credentials
-as `gh`.
-
-## 3. Make CI the gate
-
-The loop should not be its own reviewer. Protect the default branch so PRs merge
-only after the required checks pass. At minimum, require the same commands the
-Go Micro loop verifies locally and in CI:
-
-```bash
-go build ./...
-go test ./...
-golangci-lint run ./...
-```
-
-If your repository has a harness or end-to-end grader, make that required too.
-Keep human approval requirements out of the autonomous path unless you intend the
-loop to pause for review.
-
-## 4. Verify the wiring
-
-After editing the North Star, queue, prompts, token secret, and branch
-protection, run:
-
-```bash
-micro loop verify
-```
-
-`micro loop verify` checks that the loop direction, queue, prompts, role
-workflows, and non-loop CI gate are present. Fix any reported missing items
-before relying on scheduled increments.
-
-## 5. Operate the queue
-
-Keep one ranked list in `.github/loop/PRIORITIES.md`. Each item should link a
-scoped issue and be small enough for one PR. The builder closes both the priority
-issue and the per-run tracker issue in the PR body, for example:
-
-```text
-Closes #1234
-Closes #5678
-```
-
-Use the North Star to keep the queue honest: favor small improvements that move
-developers through the services → agents → workflows lifecycle, and surface
-breaking API or brand/positioning decisions for humans instead of auto-merging
-them.
@@ -100,7 +100,6 @@ CI keeps those CLI boundaries present with:

 ```sh
 go test ./cmd/micro -run TestFirstAgentWalkthroughCLIBoundaries -count=1
-go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentDebuggingSmoke -count=1
 ```

 ## Debug transcript checkpoint
@@ -47,17 +47,13 @@ export ANTHROPIC_API_KEY=sk-ant-...
 Plain service calls work without a model key; the key is only needed when the
 agent reasons over tools.

-Run the read-only first-agent preflight before starting the walkthrough. The same CLI boundary is covered by CI with `go test ./cmd/micro -run TestFirstAgentWalkthroughCLIBoundaries -count=1`, and the copy/paste tutorial code is built from a clean temporary workspace with `go test ./internal/harness/zero-to-hero-ci -run TestYourFirstAgentTutorialSmoke -count=1`, so the documented scaffold → run → chat → inspect path stays visible in the local harness:
+Run the read-only first-agent preflight before starting the walkthrough. The same CLI boundary is covered by CI with `go test ./cmd/micro -run TestFirstAgentWalkthroughCLIBoundaries -count=1`, so the documented scaffold → run → chat → inspect path stays visible in the local harness:

 ```sh
 micro agent preflight
 ```

-It checks Go 1.24+, the `micro` binary, provider-key setup, and the default local gateway port without contacting a provider. Failed checks include a `Fix:` line and a `Next:` line that points back to this guide, the no-secret walkthrough, or the debugging guide. Use it before `micro run`; if `micro run` is already active but `micro chat`, the `/agent` gateway, registration, provider settings, or inspect history is failing, run the after-run recovery check instead:
-
-```sh
-micro agent doctor
-```
+It checks Go 1.24+, the `micro` binary, provider-key setup, and the default local gateway port without contacting a provider. Failed checks include a `Fix:` line and a `Next:` line that points back to this guide, the no-secret walkthrough, or the debugging guide.

 ## 1. Create a workspace

@@ -177,14 +173,7 @@ Create a task called "Review the first-agent walkthrough", then show me all task
 ```

 A healthy run shows the agent calling the task service and then summarizing the
-result. Inspect the recorded run when you want to see the tool calls, memory,
-and timing behind the answer:
-
-```sh
-micro inspect agent assistant
-```
-
-If the model refuses to call tools, tighten the prompt so it explicitly
+result. If the model refuses to call tools, tighten the prompt so it explicitly
 uses the `task` service before answering.

 ## 4. Know what just happened
@@ -19,25 +19,15 @@ cloud credentials?"
 | --- | --- | --- |
 | Scaffold | `micro new` generates a runnable service with and without MCP support. | `go test ./cmd/micro/cli/new -run TestZeroToOne -count=1` |
 | First-agent wayfinding | README and the website getting-started docs keep the no-secret → first-agent → debugging → 0→hero links present and in order. | `go test ./internal/harness/zero-to-hero-ci -run TestFirstAgentWayfindingDocs -count=1` |
-| First agent | `micro new`, `micro agent preflight`, `micro run`, `micro chat`, and `micro inspect agent <name>` stay available for the documented first-agent walkthrough. | `go test ./cmd/micro -run TestFirstAgentWalkthroughCLIBoundaries -count=1` |
+| First agent | `micro new`, `micro agent preflight`, `micro run`, `micro chat`, and `micro inspect agent` stay available for the documented first-agent walkthrough. | `go test ./cmd/micro -run TestFirstAgentWalkthroughCLIBoundaries -count=1` |
 | Run | `micro run` remains the local development entry point. | `go test ./cmd/micro -run TestZeroToHeroCLIBoundaries -count=1` |
 | Chat | `micro chat` remains the interactive agent entry point. | `go test ./cmd/micro -run TestZeroToHeroCLIBoundaries -count=1` |
-| Inspect | `micro inspect agent <name>`, `micro agent history <name>`, `micro inspect flow <flow>`, and `micro flow runs <flow>` remain discoverable for run history; the no-secret debugging smoke seeds durable agent history and runs the documented inspect/history commands without provider keys. | `go test ./internal/harness/zero-to-hero-ci -run TestNoSecretFirstAgentDebuggingSmoke -count=1` |
+| Inspect | `micro inspect agent`, `micro inspect flow`, and `micro flow runs` remain discoverable for run history. | `go test ./cmd/micro -run TestZeroToHeroCLIBoundaries -count=1` |
 | Deploy | `micro deploy --dry-run` resolves deploy targets without touching remote infrastructure. | `go test ./cmd/micro/cli/deploy -run TestDeployDryRun -count=1` |
 | Smallest first agent | `examples/first-agent` runs one service-backed agent with a deterministic mock model and no provider key. | `go test ./examples/first-agent -run TestRunFirstAgent -count=1` |
 | Runtime reference app | `examples/support` runs typed services, an agent using those services as tools, an event-driven flow handoff, and an approval gate with only the model mocked. | `go test ./examples/support -run 'TestRunSupportMockSmoke|TestZeroToHeroReadmeDocumentsLifecycle' -count=1` |
 | Runtime harnesses | Real services, agents, durable flows, store-backed history, delegation, and A2A run with only the model mocked. | `./internal/harness/zero-to-hero-ci/run.sh` and `make provider-conformance-mock` |

-## Find the one-command entrypoint
-
-After installing the CLI, ask `micro` for the maintained no-secret lifecycle command:
-
-```sh
-micro zero-to-hero
-```
-
-The command prints the exact harness command below plus the smaller runnable examples, so a new developer can discover the 0→hero path from CLI help instead of translating this guide by hand.
-
 ## Run the runnable example

 From the repository root, start with the smallest service-backed agent when you want the fastest no-secret success path:
@@ -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, `micro examples` for copy/pasteable runnable examples, [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: `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.

 Otherwise continue to read the docs for more information about the framework.

@@ -25,12 +25,10 @@ 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
- `micro examples` - Show provider-free first-agent examples in copy/paste order
 - [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
 - [CLI & Gateway Guide](guides/cli-gateway.html) - Development vs Production modes
- [`micro loop` quickstart](guides/micro-loop.html) - Scaffold an autonomous CI-gated improvement loop
 - [Quick Start](quickstart.html)
 - [Architecture](architecture.html)
 - [Configuration](config.html)
@@ -65,6 +63,5 @@ Otherwise continue to read the docs for more information about the framework.
 - [Real-World Examples](examples/realworld/)
 - [Migration Guides](guides/migration/)
 - [Observability](observability.html)
- [`micro loop` quickstart](guides/micro-loop.html)
 - [Contributing](contributing.html)
 - [Roadmap](roadmap.html)
@@ -16,8 +16,6 @@ Or, if you have Go and prefer to build from source:
 go install go-micro.dev/v6/cmd/micro@latest
 ```

-If the installer finishes but your shell cannot find `micro`, open [Install troubleshooting](guides/install-troubleshooting.html) before creating your first service.
-
 ## Create Your First Service

 ```bash
@@ -41,15 +39,10 @@ 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. **[Install troubleshooting](guides/install-troubleshooting.html)** - verify the binary installer or `go install`, `PATH`, `micro --version`, and the no-secret smoke path.
-2. `micro agent demo` - print the provider-free first-agent demo command and the next docs steps from the installed CLI.
-3. `micro examples` - print the maintained provider-free runnable examples in copy/paste order.
-4. `micro zero-to-hero` - print the maintained one-command no-secret lifecycle harness and runnable examples.
-5. **[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.
-6. **[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.
-7. **[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.
-8. **[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.
-9. **[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. **[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.

 After that first-agent path, branch out to:

@@ -120,3 +113,4 @@ publisher.Publish(ctx, &UserCreatedEvent{
 - **[Discord Community](https://discord.gg/G8Gk5j3uXr)** - Chat with other users
 - **[GitHub Issues](https://github.com/micro/go-micro/issues)** - Report bugs or request features
 - **[Documentation](https://go-micro.dev/docs/)** - Complete docs
+