* docs: restructure README.md — 2,539 → 209 lines (#247) - Cut from 2,539 lines / 73 sections to 209 lines / 18 sections - Consolidated 4 install methods into one unified section - Moved all skill details to domain-level READMEs (linked from table) - Front-loaded value prop and keywords for SEO - Added POWERFUL tier highlight section - Added skill-security-auditor showcase section - Removed stale Q4 2025 roadmap, outdated ROI claims, duplicate content - Fixed all internal links - Clean heading hierarchy (H2 for main sections only) Closes #233 Co-authored-by: Leo <leo@openclaw.ai> * fix: enhance 5 skills with scripts, references, and Anthropic best practices (#248) * fix(skill): enhance git-worktree-manager with scripts, references, and Anthropic best practices * fix(skill): enhance mcp-server-builder with scripts, references, and Anthropic best practices * fix(skill): enhance changelog-generator with scripts, references, and Anthropic best practices * fix(skill): enhance ci-cd-pipeline-builder with scripts, references, and Anthropic best practices * fix(skill): enhance prompt-engineer-toolkit with scripts, references, and Anthropic best practices * docs: update README, CHANGELOG, and plugin metadata * fix: correct marketing plugin count, expand thin references --------- Co-authored-by: Leo <leo@openclaw.ai> * ci: Add VirusTotal security scan for skills (#252) * Dev (#231) * Improve senior-fullstack skill description and workflow validation - Expand frontmatter description with concrete actions and trigger clauses - Add validation steps to scaffolding workflow (verify scaffold succeeded) - Add re-run verification step to audit workflow (confirm P0 fixes) * chore: sync codex skills symlinks [automated] * fix(skill): normalize senior-fullstack frontmatter to inline format Normalize YAML description from block scalar (>) to inline single-line format matching all other 50+ skills. Align frontmatter trigger phrases with the body's Trigger Phrases section to eliminate duplication. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(ci): add GITHUB_TOKEN to checkout + restore corrupted skill descriptions - Add token: ${{ secrets.GITHUB_TOKEN }} to actions/checkout@v4 in sync-codex-skills.yml so git-auto-commit-action can push back to branch (fixes: fatal: could not read Username, exit 128) - Restore correct description for incident-commander (was: 'Skill from engineering-team') - Restore correct description for senior-fullstack (was: '>') * fix(ci): pass PROJECTS_TOKEN to fix automated commits + remove duplicate checkout Fixes PROJECTS_TOKEN passthrough for git-auto-commit-action and removes duplicate checkout step in pr-issue-auto-close workflow. * fix(ci): remove stray merge conflict marker in sync-codex-skills.yml (#221) Co-authored-by: Leo <leo@leo-agent-server> * fix(ci): fix workflow errors + add OpenClaw support (#222) * feat: add 20 new practical skills for professional Claude Code users New skills across 5 categories: Engineering (12): - git-worktree-manager: Parallel dev with port isolation & env sync - ci-cd-pipeline-builder: Generate GitHub Actions/GitLab CI from stack analysis - mcp-server-builder: Build MCP servers from OpenAPI specs - changelog-generator: Conventional commits to structured changelogs - pr-review-expert: Blast radius analysis & security scan for PRs - api-test-suite-builder: Auto-generate test suites from API routes - env-secrets-manager: .env management, leak detection, rotation workflows - database-schema-designer: Requirements to migrations & types - codebase-onboarding: Auto-generate onboarding docs from codebase - performance-profiler: Node/Python/Go profiling & optimization - runbook-generator: Operational runbooks from codebase analysis - monorepo-navigator: Turborepo/Nx/pnpm workspace management Engineering Team (2): - stripe-integration-expert: Subscriptions, webhooks, billing patterns - email-template-builder: React Email/MJML transactional email systems Product Team (3): - saas-scaffolder: Full SaaS project generation from product brief - landing-page-generator: High-converting landing pages with copy frameworks - competitive-teardown: Structured competitive product analysis Business Growth (1): - contract-and-proposal-writer: Contracts, SOWs, NDAs per jurisdiction Marketing (1): - prompt-engineer-toolkit: Systematic prompt development & A/B testing Designed for daily professional use and commercial distribution. * chore: sync codex skills symlinks [automated] * docs: update README with 20 new skills, counts 65→86, new skills section * docs: add commercial distribution plan (Stan Store + Gumroad) * docs: rewrite CHANGELOG.md with v2.0.0 release (65 skills, 9 domains) (#226) * docs: rewrite CHANGELOG.md with v2.0.0 release (65 skills, 9 domains) - Consolidate 191 commits since v1.0.2 into proper v2.0.0 entry - Document 12 POWERFUL-tier skills, 37 refactored skills - Add new domains: business-growth, finance - Document Codex support and marketplace integration - Update version history summary table - Clean up [Unreleased] to only planned work * docs: add 24 POWERFUL-tier skills to plugin, fix counts to 85 across all docs - Add engineering-advanced-skills plugin (24 POWERFUL-tier skills) to marketplace.json - Add 13 missing skills to CHANGELOG v2.0.0 (agent-workflow-designer, api-test-suite-builder, changelog-generator, ci-cd-pipeline-builder, codebase-onboarding, database-schema-designer, env-secrets-manager, git-worktree-manager, mcp-server-builder, monorepo-navigator, performance-profiler, pr-review-expert, runbook-generator) - Fix skill count: 86→85 (excl sample-skill) across README, CHANGELOG, marketplace.json - Fix stale 53→85 references in README - Add engineering-advanced-skills install command to README - Update marketplace.json version to 2.0.0 --------- Co-authored-by: Leo <leo@openclaw.ai> * feat: add skill-security-auditor POWERFUL-tier skill (#230) Security audit and vulnerability scanner for AI agent skills before installation. Scans for: - Code execution risks (eval, exec, os.system, subprocess shell injection) - Data exfiltration (outbound HTTP, credential harvesting, env var extraction) - Prompt injection in SKILL.md (system override, role hijack, safety bypass) - Dependency supply chain (typosquatting, unpinned versions, runtime installs) - File system abuse (boundary violations, binaries, symlinks, hidden files) - Privilege escalation (sudo, SUID, cron manipulation, shell config writes) - Obfuscation (base64, hex encoding, chr chains, codecs) Produces clear PASS/WARN/FAIL verdict with per-finding remediation guidance. Supports local dirs, git repo URLs, JSON output, strict mode, and CI/CD integration. Includes: - scripts/skill_security_auditor.py (1049 lines, zero dependencies) - references/threat-model.md (complete attack vector documentation) - SKILL.md with usage guide and report format Tested against: rag-architect (PASS), agent-designer (PASS), senior-secops (FAIL - correctly flagged eval/exec patterns). Co-authored-by: Leo <leo@openclaw.ai> * docs: add skill-security-auditor to marketplace, README, and CHANGELOG - Add standalone plugin entry for skill-security-auditor in marketplace.json - Update engineering-advanced-skills plugin description to include it - Update skill counts: 85→86 across README, CHANGELOG, marketplace - Add install command to README Quick Install section - Add to CHANGELOG [Unreleased] section --------- Co-authored-by: Baptiste Fernandez <fernandez.baptiste1@gmail.com> Co-authored-by: alirezarezvani <5697919+alirezarezvani@users.noreply.github.com> Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com> Co-authored-by: Leo <leo@leo-agent-server> Co-authored-by: Leo <leo@openclaw.ai> * Dev (#249) * docs: restructure README.md — 2,539 → 209 lines (#247) - Cut from 2,539 lines / 73 sections to 209 lines / 18 sections - Consolidated 4 install methods into one unified section - Moved all skill details to domain-level READMEs (linked from table) - Front-loaded value prop and keywords for SEO - Added POWERFUL tier highlight section - Added skill-security-auditor showcase section - Removed stale Q4 2025 roadmap, outdated ROI claims, duplicate content - Fixed all internal links - Clean heading hierarchy (H2 for main sections only) Closes #233 Co-authored-by: Leo <leo@openclaw.ai> * fix: enhance 5 skills with scripts, references, and Anthropic best practices (#248) * fix(skill): enhance git-worktree-manager with scripts, references, and Anthropic best practices * fix(skill): enhance mcp-server-builder with scripts, references, and Anthropic best practices * fix(skill): enhance changelog-generator with scripts, references, and Anthropic best practices * fix(skill): enhance ci-cd-pipeline-builder with scripts, references, and Anthropic best practices * fix(skill): enhance prompt-engineer-toolkit with scripts, references, and Anthropic best practices * docs: update README, CHANGELOG, and plugin metadata * fix: correct marketing plugin count, expand thin references --------- Co-authored-by: Leo <leo@openclaw.ai> --------- Co-authored-by: Leo <leo@openclaw.ai> * Dev (#250) * docs: restructure README.md — 2,539 → 209 lines (#247) - Cut from 2,539 lines / 73 sections to 209 lines / 18 sections - Consolidated 4 install methods into one unified section - Moved all skill details to domain-level READMEs (linked from table) - Front-loaded value prop and keywords for SEO - Added POWERFUL tier highlight section - Added skill-security-auditor showcase section - Removed stale Q4 2025 roadmap, outdated ROI claims, duplicate content - Fixed all internal links - Clean heading hierarchy (H2 for main sections only) Closes #233 Co-authored-by: Leo <leo@openclaw.ai> * fix: enhance 5 skills with scripts, references, and Anthropic best practices (#248) * fix(skill): enhance git-worktree-manager with scripts, references, and Anthropic best practices * fix(skill): enhance mcp-server-builder with scripts, references, and Anthropic best practices * fix(skill): enhance changelog-generator with scripts, references, and Anthropic best practices * fix(skill): enhance ci-cd-pipeline-builder with scripts, references, and Anthropic best practices * fix(skill): enhance prompt-engineer-toolkit with scripts, references, and Anthropic best practices * docs: update README, CHANGELOG, and plugin metadata * fix: correct marketing plugin count, expand thin references --------- Co-authored-by: Leo <leo@openclaw.ai> --------- Co-authored-by: Leo <leo@openclaw.ai> * ci: add VirusTotal security scan for skills - Scans changed skill directories on PRs to dev/main - Scans all skills on release publish - Posts scan results as PR comment with analysis links - Rate-limited to 4 req/min (free tier compatible) - Appends VirusTotal links to release body on publish * fix: resolve YAML lint errors in virustotal workflow - Add document start marker (---) - Quote 'on' key for truthy lint rule - Remove trailing spaces - Break long lines under 160 char limit --------- Co-authored-by: Baptiste Fernandez <fernandez.baptiste1@gmail.com> Co-authored-by: alirezarezvani <5697919+alirezarezvani@users.noreply.github.com> Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com> Co-authored-by: Leo <leo@leo-agent-server> Co-authored-by: Leo <leo@openclaw.ai> * feat: add playwright-pro plugin — production-grade Playwright testing toolkit (#254) Complete Claude Code plugin with: - 9 skills (/pw:init, generate, review, fix, migrate, coverage, testrail, browserstack, report) - 3 specialized agents (test-architect, test-debugger, migration-planner) - 55 test case templates across 11 categories (auth, CRUD, checkout, search, forms, dashboard, settings, onboarding, notifications, API, accessibility) - TestRail MCP server (TypeScript) — 8 tools for bidirectional sync - BrowserStack MCP server (TypeScript) — 7 tools for cross-browser testing - Smart hooks (auto-validate tests, auto-detect Playwright projects) - 6 curated reference docs (golden rules, locators, assertions, fixtures, pitfalls, flaky tests) - Leverages Claude Code built-ins (/batch, /debug, Explore subagent) - Zero-config for core features; TestRail/BrowserStack via env vars - Both TypeScript and JavaScript support throughout Co-authored-by: Leo <leo@openclaw.ai> * feat: add playwright-pro to marketplace registry (#256) - New plugin: playwright-pro (9 skills, 3 agents, 55 templates, 2 MCP servers) - Install: /plugin install playwright-pro@claude-code-skills - Total marketplace plugins: 17 Co-authored-by: Leo <leo@openclaw.ai> * fix: integrate playwright-pro across all platforms (#258) - Add root SKILL.md for OpenClaw and ClawHub compatibility - Add to README: Skills Overview table, install section, badge count - Regenerate .codex/skills-index.json with playwright-pro entry - Add .codex/skills/playwright-pro symlink for Codex CLI - Fix YAML frontmatter (single-line description for index parsing) Platforms verified: - Claude Code: marketplace.json ✅ (merged in PR #256) - Codex CLI: symlink + skills-index.json ✅ - OpenClaw: SKILL.md auto-discovered by install script ✅ - ClawHub: published as playwright-pro@1.1.0 ✅ Co-authored-by: Leo <leo@openclaw.ai> * docs: update CLAUDE.md — reflect 87 skills across 9 domains Sync CLAUDE.md with actual repository state: add Engineering POWERFUL tier (25 skills), update all skill counts, add plugin registry references, and replace stale sprint section with v2.0.0 version info. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * docs: mention Claude Code in project description Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat: add self-improving-agent plugin — auto-memory curation for Claude Code (#260) New plugin: engineering-team/self-improving-agent/ - 5 skills: /si:review, /si:promote, /si:extract, /si:status, /si:remember - 2 agents: memory-analyst, skill-extractor - 1 hook: PostToolUse error capture (zero overhead on success) - 3 reference docs: memory architecture, promotion rules, rules directory patterns - 2 templates: rule template, skill template - 20 files, 1,829 lines Integrates natively with Claude Code's auto-memory (v2.1.32+). Reads from ~/.claude/projects/<path>/memory/ — no duplicate storage. Promotes proven patterns from MEMORY.md to CLAUDE.md or .claude/rules/. Also: - Added to marketplace.json (18 plugins total) - Added to README (Skills Overview + install section) - Updated badge count to 88+ - Regenerated .codex/skills-index.json + symlink Co-authored-by: Leo <leo@openclaw.ai> * feat: C-Suite expansion — 8 new executive advisory roles (2→10) (#264) * feat: C-Suite expansion — 8 new executive advisory roles Add COO, CPO, CMO, CFO, CRO, CISO, CHRO advisors and Executive Mentor. Expands C-level advisory from 2 to 10 roles with 74 total files. Each role includes: - SKILL.md (lean, <5KB, ~1200 tokens for context efficiency) - Reference docs (loaded on demand, not at startup) - Python analysis scripts (stdlib only, runnable CLI) Executive Mentor features /em: slash commands (challenge, board-prep, hard-call, stress-test, postmortem) with devil's advocate agent. 21 Python tools, 24 reference frameworks, 28,379 total lines. All SKILL.md files combined: ~17K tokens (8.5% of 200K context window). Badge: 88 → 116 skills * feat: C-Suite orchestration layer + 18 complementary skills ORCHESTRATION (new): - cs-onboard: Founder interview → company-context.md - chief-of-staff: Routing, synthesis, inter-agent orchestration - board-meeting: 6-phase multi-agent deliberation protocol - decision-logger: Two-layer memory (raw transcripts + approved decisions) - agent-protocol: Inter-agent invocation with loop prevention - context-engine: Company context loading + anonymization CROSS-CUTTING CAPABILITIES (new): - board-deck-builder: Board/investor update assembly - scenario-war-room: Cascading multi-variable what-if modeling - competitive-intel: Systematic competitor tracking + battlecards - org-health-diagnostic: Cross-functional health scoring (8 dimensions) - ma-playbook: M&A strategy (acquiring + being acquired) - intl-expansion: International market entry frameworks CULTURE & COLLABORATION (new): - culture-architect: Values → behaviors, culture code, health assessment - company-os: EOS/Scaling Up operating system selection + implementation - founder-coach: Founder development, delegation, blind spots - strategic-alignment: Strategy cascade, silo detection, alignment scoring - change-management: ADKAR-based change rollout framework - internal-narrative: One story across employees/investors/customers UPGRADES TO EXISTING ROLES: - All 10 roles get reasoning technique directives - All 10 roles get company-context.md integration - All 10 roles get board meeting isolation rules - CEO gets stage-adaptive temporal horizons (seed→C) Key design decisions: - Two-layer memory prevents hallucinated consensus from rejected ideas - Phase 2 isolation: agents think independently before cross-examination - Executive Mentor (The Critic) sees all perspectives, others don't - 25 Python tools total (stdlib only, no dependencies) 52 new files, 10 modified, 10,862 new lines. Total C-suite ecosystem: 134 files, 39,131 lines. * fix: connect all dots — Chief of Staff routes to all 28 skills - Added complementary skills registry to routing-matrix.md - Chief of Staff SKILL.md now lists all 28 skills in ecosystem - Added integration tables to scenario-war-room and competitive-intel - Badge: 116 → 134 skills - README: C-Level Advisory count 10 → 28 Quality audit passed: ✅ All 10 roles: company-context, reasoning, isolation, invocation ✅ All 6 phases in board meeting ✅ Two-layer memory with DO_NOT_RESURFACE ✅ Loop prevention (no self-invoke, max depth 2, no circular) ✅ All /em: commands present ✅ All complementary skills cross-reference roles ✅ Chief of Staff routes to every skill in ecosystem * refactor: CEO + CTO advisors upgraded to C-suite parity Both roles now match the structural standard of all new roles: - CEO: 11.7KB → 6.8KB SKILL.md (heavy content stays in references) - CTO: 10KB → 7.2KB SKILL.md (heavy content stays in references) Added to both: - Integration table (who they work with and when) - Key diagnostic questions - Structured metrics dashboard table - Consistent section ordering (Keywords → Quick Start → Responsibilities → Questions → Metrics → Red Flags → Integration → Reasoning → Context) CEO additions: - Stage-adaptive temporal horizons (seed=3m/6m/12m → B+=1y/3y/5y) - Cross-references to culture-architect and board-deck-builder CTO additions: - Key Questions section (7 diagnostic questions) - Structured metrics table (DORA + debt + team + architecture + cost) - Cross-references to all peer roles All 10 roles now pass structural parity: ✅ Keywords ✅ QuickStart ✅ Questions ✅ Metrics ✅ RedFlags ✅ Integration * feat: add proactive triggers + output artifacts to all 10 roles Every C-suite role now specifies: - Proactive Triggers: 'surface these without being asked' — context-driven early warnings that make advisors proactive, not reactive - Output Artifacts: concrete deliverables per request type (what you ask → what you get) CEO: runway alerts, board prep triggers, strategy review nudges CTO: deploy frequency monitoring, tech debt thresholds, bus factor flags COO: blocker detection, scaling threshold warnings, cadence gaps CPO: retention curve monitoring, portfolio dog detection, research gaps CMO: CAC trend monitoring, positioning gaps, budget staleness CFO: runway forecasting, burn multiple alerts, scenario planning gaps CRO: NRR monitoring, pipeline coverage, pricing review triggers CISO: audit overdue alerts, compliance gaps, vendor risk CHRO: retention risk, comp band gaps, org scaling thresholds Executive Mentor: board prep triggers, groupthink detection, hard call surfacing This transforms the C-suite from reactive advisors into proactive partners. * feat: User Communication Standard — structured output for all roles Defines 3 output formats in agent-protocol/SKILL.md: 1. Standard Output: Bottom Line → What → Why → How to Act → Risks → Your Decision 2. Proactive Alert: What I Noticed → Why It Matters → Action → Urgency (🔴🟡⚪) 3. Board Meeting: Decision Required → Perspectives → Agree/Disagree → Critic → Action Items 10 non-negotiable rules: - Bottom line first, always - Results and decisions only (no process narration) - What + Why + How for every finding - Actions have owners and deadlines ('we should consider' is banned) - Decisions framed as options with trade-offs - Founder is the highest authority — roles recommend, founder decides - Risks are concrete (if X → Y, costs $Z) - Max 5 bullets per section - No jargon without explanation - Silence over fabricated updates All 10 roles reference this standard. Chief of Staff enforces it as a quality gate. Board meeting Phase 4 uses the Board Meeting Output format. * feat: Internal Quality Loop — verification before delivery No role presents to the founder without passing verification: Step 1: Self-Verification (every role, every time) - Source attribution: where did each data point come from? - Assumption audit: [VERIFIED] vs [ASSUMED] tags on every finding - Confidence scoring: 🟢 high / 🟡 medium / 🔴 low per finding - Contradiction check against company-context + decision log - 'So what?' test: every finding needs a business consequence Step 2: Peer Verification (cross-functional) - Financial claims → CFO validates math - Revenue projections → CRO validates pipeline backing - Technical feasibility → CTO validates - People/hiring impact → CHRO validates - Skip for single-domain, low-stakes questions Step 3: Critic Pre-Screen (high-stakes only) - Irreversible decisions, >20% runway impact, strategy changes - Executive Mentor finds weakest point before founder sees it - Suspicious consensus triggers mandatory pre-screen Step 4: Course Correction (after founder feedback) - Approve → log + assign actions - Modify → re-verify changed parts - Reject → DO_NOT_RESURFACE + learn why - 30/60/90 day post-decision review Board meeting contributions now require self-verified format with confidence tags and source attribution on every finding. * fix: resolve PR review issues 1, 4, and minor observation Issue 1: c-level-advisor/CLAUDE.md — completely rewritten - Was: 2 skills (CEO, CTO only), dated Nov 2025 - Now: full 28-skill ecosystem map with architecture diagram, all roles/orchestration/cross-cutting/culture skills listed, design decisions, integration with other domains Issue 4: Root CLAUDE.md — updated all stale counts - 87 → 134 skills across all 3 references - C-Level: 2 → 33 (10 roles + 5 mentor commands + 18 complementary) - Tool count: 160+ → 185+ - Reference count: 200+ → 250+ Minor observation: Documented plugin.json convention - Explained in c-level-advisor/CLAUDE.md that only executive-mentor has plugin.json because only it has slash commands (/em: namespace) - Other skills are invoked by name through Chief of Staff or directly Also fixed: README.md 88+ → 134 in two places (first line + skills section) * fix: update all plugin/index registrations for 28-skill C-suite 1. c-level-advisor/.claude-plugin/plugin.json — v2.0.0 - Was: 2 skills, generic description - Now: all 28 skills listed with descriptions, all 25 scripts, namespace 'cs', full ecosystem description 2. .codex/skills-index.json — added 18 complementary skills - Was: 10 roles only - Now: 28 total c-level entries (10 roles + 6 orchestration + 6 cross-cutting + 6 culture) - Each with full description for skill discovery 3. .claude-plugin/marketplace.json — updated c-level-skills entry - Was: generic 2-skill description - Now: v2.0.0, full 28-skill ecosystem description, skills_count: 28, scripts_count: 25 * feat: add root SKILL.md for c-level-advisor ClawHub package --------- Co-authored-by: Leo <leo@openclaw.ai> * chore: sync codex skills symlinks [automated] --------- Co-authored-by: Leo <leo@openclaw.ai> Co-authored-by: Baptiste Fernandez <fernandez.baptiste1@gmail.com> Co-authored-by: alirezarezvani <5697919+alirezarezvani@users.noreply.github.com> Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com> Co-authored-by: Leo <leo@leo-agent-server>
248 lines
9.2 KiB
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248 lines
9.2 KiB
Markdown
# Invocation Patterns — Inter-Agent Protocol
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Common cross-functional patterns, with examples and guidance on when to invoke vs assume.
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---
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## Pattern 1: Revenue Planning Chain
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**CRO → CFO → CMO**
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Used when: setting revenue targets, allocating growth budget, modeling pipeline scenarios.
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```
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CRO initiates:
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"Planning Q3 revenue targets. Need financial constraints and marketing input."
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CRO → [INVOKE:cfo|What's our Q3 revenue target given current runway and burn?]
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CFO responds:
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[RESPONSE:cfo]
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Key finding: To maintain 12-month runway without new raise, Q3 ARR target ≥ $2.4M (+20% QoQ)
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Supporting data:
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- Current ARR: $2.0M, burn: $180K/month, runway: 14 months
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- 20% QoQ growth maintains runway; <15% triggers bridge discussion
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- Board expectation communicated as 25% QoQ
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Confidence: high
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Caveat: Assumes no new hires or major infrastructure spend in Q3.
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[/RESPONSE]
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CRO → [INVOKE:cmo|Given a $2.4M Q3 ARR target, what pipeline coverage and CAC should we plan for?]
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[CHAIN: cro → cfo → cmo]
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CMO responds:
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[RESPONSE:cmo]
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Key finding: Need 3x pipeline ($7.2M) and CAC ≤ $8,400 to hit $2.4M ARR target.
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Supporting data:
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- Historical close rate: 33% → 3x coverage required
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- Current CAC: $9,100 → 8% efficiency improvement needed
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- Recommended channel mix: 60% outbound, 30% inbound, 10% partner
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Confidence: medium
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Caveat: Close rate assumes no sales team changes; any rep turnover drops it to 25%.
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[/RESPONSE]
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```
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**What CRO does with this:** Synthesizes CFO constraint (target) + CMO playbook (how to hit it) into a revenue plan. Does not invoke further (depth limit reached).
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---
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## Pattern 2: Hiring Decision Chain
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**CHRO → CFO → COO**
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Used when: headcount planning, role approval, capacity vs budget tradeoffs.
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```
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CHRO initiates:
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"Engineering wants to hire 3 senior engineers. Need budget clearance and capacity validation."
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CHRO → [INVOKE:cfo|Can we afford 3 senior engineers in H2? Fully loaded ~$180K each.]
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[RESPONSE:cfo]
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Key finding: Budget supports 2 hires now; 3rd is contingent on Q2 ARR closing above $2.1M.
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Supporting data:
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- Current H2 headcount budget: $340K remaining
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- 2 hires = $270K fully loaded → $70K buffer
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- 3 hires = $405K → $65K over; triggers board approval
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Confidence: high
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Caveat: Based on current runway projection — fundraise close changes this completely.
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[/RESPONSE]
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CHRO → [INVOKE:coo|Do operations support onboarding 2-3 engineers in H2? Any capacity constraints?]
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[CHAIN: chro → cfo → coo]
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[RESPONSE:coo]
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Key finding: Can absorb 2 comfortably; 3rd requires dedicated onboarding lead or delays velocity 6 weeks.
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Supporting data:
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- Current eng team: 8 → adding 2 is 25% growth (manageable)
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- Onboarding bottleneck: 1 senior eng mentor per 1-2 new hires, currently at capacity
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- Dev environment setup: 3-week lead time per hire
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Confidence: medium
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Caveat: Assumes no concurrent product launches requiring full team focus.
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[/RESPONSE]
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CHRO synthesis: Recommends 2 hires now, pipeline 3rd for Q3 contingent on ARR milestone.
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```
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---
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## Pattern 3: Product Launch Chain
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**CPO → CTO → CMO**
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Used when: planning feature launches, assessing readiness, aligning go-to-market.
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```
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CPO initiates:
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"Planning Q3 launch of [Feature X]. Need technical readiness and GTM input."
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CPO → [INVOKE:cto|Is Feature X technically ready for Q3 launch? Key risks?]
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[RESPONSE:cto]
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Key finding: 70% complete; Q3 launch is achievable with scope cut — 2 items must move to Q4.
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Supporting data:
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- Core feature: complete; performance optimization: 3 weeks remaining
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- Infrastructure scaling: needs load testing at 10x current volume
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- Scope cuts needed: advanced analytics dashboard, third-party integrations
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Confidence: medium
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Caveat: Assumes no critical bugs found in load testing; historical rate suggests 1-2 found.
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[/RESPONSE]
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CPO → [INVOKE:cmo|Given Q3 launch of Feature X (core only, no analytics/integrations), what's the GTM plan?]
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[CHAIN: cpo → cto → cmo]
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[RESPONSE:cmo]
|
|
Key finding: Core-only launch works for existing customers; new logo acquisition needs integrations — recommend phased announcement.
|
|
Supporting data:
|
|
- Phase 1: Early access for top 20 accounts → testimonials and case studies
|
|
- Phase 2: Full launch with integration partners in Q4
|
|
- CAC impact: core-only launch reduces new logo conversion rate 15%
|
|
Confidence: medium
|
|
Caveat: Competitor launched similar feature last month — window for differentiation is narrow.
|
|
[/RESPONSE]
|
|
```
|
|
|
|
---
|
|
|
|
## Pattern 4: Crisis Broadcast
|
|
**CEO → All Roles**
|
|
|
|
Used when: major adverse event, fundraise miss, key customer loss, market disruption.
|
|
|
|
```
|
|
CEO broadcasts:
|
|
[BROADCAST:all|Scenario: largest customer (28% of ARR) gives 60-day termination notice.
|
|
Each role: what's the immediate impact on your domain and your top recommended action?]
|
|
|
|
Roles respond INDEPENDENTLY (no agent sees others' responses first):
|
|
|
|
[RESPONSE:cfo]
|
|
Key finding: 28% ARR loss drops runway from 14 to 8 months at current burn.
|
|
Supporting data:
|
|
- Lost ARR: ~$560K → burn multiple increases from 1.8x to 3.2x
|
|
- Bridge options: $500K credit line (pre-approved), defer 2 planned hires
|
|
- Fundraise timeline must compress: target term sheet within 60 days
|
|
Confidence: high
|
|
Caveat: Assumes no secondary customer churn triggered by news.
|
|
[/RESPONSE]
|
|
|
|
[RESPONSE:cro]
|
|
Key finding: Pipeline must replace $560K ARR within 6 months to avoid emergency measures.
|
|
Supporting data:
|
|
- Current qualified pipeline: $1.8M → need 31% close rate (currently 28%)
|
|
- 3 deals in late stage can cover 70% of gap if closed this quarter
|
|
- Churn risk: 2 other accounts had similar usage patterns — immediate EBR required
|
|
Confidence: medium
|
|
Caveat: Close rate may drop if word spreads; manage communication carefully.
|
|
[/RESPONSE]
|
|
|
|
[RESPONSE:chro]
|
|
Key finding: Hiring freeze recommended immediately; retain all current staff.
|
|
Supporting data:
|
|
- 4 open reqs should pause pending CFO guidance
|
|
- At-risk of counter-poaching: 2 senior engineers, 1 product lead
|
|
- Retention bonuses for key staff: ~$80K to secure 12-month commitments
|
|
Confidence: high
|
|
Caveat: Morale impact of freeze can accelerate attrition if not communicated well.
|
|
[/RESPONSE]
|
|
|
|
[RESPONSE:cpo]
|
|
Key finding: Accelerate features that differentiate with remaining accounts; reduce scope to core.
|
|
Supporting data:
|
|
- Lost customer's feature requests: deprioritize (no longer strategic)
|
|
- Features most valued by remaining top 5 accounts: [list from account data]
|
|
- Reduce Q3 scope by 30% to free engineering capacity for retention work
|
|
Confidence: medium
|
|
Caveat: Need sales input on which features are blocking new logo deals.
|
|
[/RESPONSE]
|
|
|
|
[RESPONSE:cmo]
|
|
Key finding: Control the narrative; proactive communication to market reduces churn cascade risk.
|
|
Supporting data:
|
|
- Draft customer communication within 48 hours (frame as strategic pivot, not loss)
|
|
- Press: no comment strategy unless proactively asked
|
|
- Replace pipeline: double down on ICP segments where we're strongest
|
|
Confidence: medium
|
|
Caveat: If customer goes public with criticism, narrative control becomes much harder.
|
|
[/RESPONSE]
|
|
|
|
CEO synthesis: [Aggregates all 9 responses, identifies conflicts, sets priorities]
|
|
```
|
|
|
|
---
|
|
|
|
## When to Invoke vs When to Assume
|
|
|
|
### Invoke when:
|
|
- Cross-functional data is material to the decision
|
|
- Getting it wrong changes the recommendation significantly
|
|
- The other role has data you genuinely don't have
|
|
- Time allows (not in Phase 2 isolation)
|
|
|
|
### Assume when:
|
|
- You're in Phase 2 (always — no exceptions)
|
|
- The chain is at depth 2 (you cannot invoke further)
|
|
- The answer is directionally obvious (e.g., "CFO will care about runway")
|
|
- The precision doesn't change the recommendation
|
|
|
|
### State assumptions explicitly:
|
|
```
|
|
[ASSUMPTION: runway ~12 months — not verified with CFO; actual may vary ±20%]
|
|
[ASSUMPTION: CAC ~$8K based on industry benchmark — CMO has actual figures]
|
|
[ASSUMPTION: engineering capacity at ~70% — not verified with CTO]
|
|
```
|
|
|
|
---
|
|
|
|
## Handling Conflicting Responses
|
|
|
|
When two agents give incompatible answers, surface it:
|
|
|
|
```
|
|
[CONFLICT DETECTED]
|
|
CFO says: runway extends to 18 months if Q3 targets hit
|
|
CRO says: only 45% confidence Q3 targets will be hit
|
|
Resolution: use probabilistic blend
|
|
- 45% probability: 18-month runway (optimistic case)
|
|
- 55% probability: 11-month runway (current trajectory)
|
|
Expected value: ~14 months
|
|
Recommendation: plan for 12 months, trigger bridge at 10.
|
|
[/CONFLICT]
|
|
```
|
|
|
|
**Resolution options:**
|
|
1. **Conservative:** Use worse case — appropriate for cash/runway decisions
|
|
2. **Probabilistic:** Weight by confidence scores — appropriate for planning
|
|
3. **Escalate:** Flag for human decision — appropriate for high-stakes irreversible choices
|
|
4. **Time-box:** Gather more data within 48 hours — appropriate when data gap is closeable
|
|
|
|
---
|
|
|
|
## Anti-Patterns to Avoid
|
|
|
|
| Anti-pattern | Problem | Fix |
|
|
|---|---|---|
|
|
| Invoke to validate your own conclusion | Confirmation bias loop | Ask open-ended questions |
|
|
| Invoke when assuming works | Unnecessary latency | State assumption clearly |
|
|
| Hide conflicts between responses | Bad synthesis | Always surface conflicts |
|
|
| Invoke across depth > 2 | Loop risk | State assumption at depth 2 |
|
|
| Invoke during Phase 2 | Groupthink contamination | Flag with [ASSUMPTION:] |
|
|
| Vague questions | Poor responses | Specific, scoped questions only |
|