The library

crash-analytics · Mobile teams seeing >0.5% crash rate affecting App Store ranking and retention who need impact-based triage not frequency ranking.

audit-sweep · Continuous or pre-release audit when you have specific compliance gates beyond linting.

tomorrow-never-knows · Executive planning when you need data-driven timeline estimates with confidence ranges.

back-in-black · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

coordinate-phase · Parallel feature development where file ownership, worktree freshness, and quality gates are structural.

in-the-air-tonight · Multi-team release orchestration with phase sequencing.

famous-drum-shootout · Multi-variant audio tuning where human perceptual judgment across meters is the bottleneck.

home-at-last · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

funky-drummer · Multi-variant audio tuning where human perceptual judgment across meters is the bottleneck.

device-qa-orchestrate · Serial hardware-constrained QA (single emulator/sim lease) that blocks release until all platforms pass.

phase2-reconcile · Folding standing technical debt into per-module tracker issues without hand-rolled deduplication.

fold-learnings · Routing session learnings to the right home (skill/workflow/CLAUDE.md/memory) with adversarial redundancy check.

architect-fix · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

fool-in-the-rain · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

when-the-levee-breaks · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

house-curve · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

x · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

dynamic-workflow-impl · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

meeting-notes · Converting raw meeting notes into structured summaries with clear action items for tracking.

anysite-audience-analysis · Creators or community managers optimizing targeting, content mix, or influencer partnerships based on audience composition.

finance · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

cold-outreach · Founder-stage outbound sales where research-backed specificity and personalization are the only way to break through inbox noise.

niche-signal-discovery · Product teams or GTM founders discovering underserved micro-niches with clear intent signals.

sop-helper · Repeatable processes Shaw executes regularly—when you extract the core procedure (not transcribe conversation) and save it as a tight reference checklist.

case-study · When co-creating case study narratives for sales (win clients), internal showcase, investor proof, or portfolio work with brand-consistent output.

landing-page-optimization · Converting cold traffic to leads when you have proof but need a system to structure all 11 conversion elements.

marketing-advantages · Positioning when you need to choose 1-2 defensible advantages to own vs trying to win on 10 features.

seo-audit · When you need a comprehensive technical audit before a site relaunch or troubleshooting a traffic drop.

fierce-compete · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

candidate-brief · Calibrating a candidate 30 seconds before an interview without opening 5 tabs of Ashby, Gmail, and notes.

seo-strategist · When building a content calendar backed by keyword research where you need traffic potential × winnability ranked, not just keyword lists.

harness-review · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

research · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

campaign-launch-qa · Enterprise marketing teams launching regulated/complex multi-channel campaigns who need 70/30 AI+human QA checklist before live.

flaky_test_hunter · Isolating flaky test root causes by running suspected culprits in parallel with detailed logging.

upgrade-agent-fleet · Systematically modernizing agent codebase to shared framework without manual drift.

tech-debt-triage · Identifying quick wins in refactor sprints faster than manual code review.

release-checklist · Gating releases with multi-perspective verification before ship.

dead-code-sweep · Iteratively cleaning unused code until fixpoint without manual symbol tracking.

agentcash-onboarding · Onboarding payment partners at scale with automated verification and API key issuance.

competitor-monitoring · Early-stage founders tracking 3-7 competitors weekly, where rapid signal detection enables tactical response to pricing changes, feature parity threats, and hiring signals.

demerzel-tribunal-panel · Multi-persona QA consensus on PRs with contract-valid verdicts and blast-radius tracking.

performance-profiler · Finding optimization targets via parallel lenses (algo + memory + IO + bundle).

eu-mapping-audit · Compliance audits requiring cited ground-truth and adversarial verify loop.

mirror-sync · Keeping n8n local repo mirrored to instance without manual sync.

accounting · Solopreneurs avoiding accountant fees via clean DIY bookkeeping.

afrexai-compliance-audit · Pre-audit gap analysis without hiring consultant.

blog-to-thread · Founder-led brands with regular blog output who want to multiply reach and drive readers back to full pieces via X without manual repurposing.

prospect-social-audit · Sales teams enriching prospect CRM records with social activity data to identify warm leads and best engagement channels before outreach.

content-marketing · High-growth tech companies executing inbound pipeline generation at scale, delegating content strategy and execution while maintaining control of campaign themes and buyer-stage targeting.