The library

phase-b2-cycle · Systematically ungating and verifying large codebases tier-by-tier with 2-vote bug detection.

phase-f-accessor-sweep · Eliminating unsafe pointer derefs by adding safe accessors with adversarial review cycles.

test-chat-modes · Comparing LLM retrieval strategies (KG vs vector, HyDE vs plain) with factual accuracy judges.

phase-h-portnotes-survey · Classifying and proposing refactors for port-compatibility workarounds across large systems.

phase-h-windows-bughunt-wt · Finding Windows-specific bugs through adversarial 2-vote hunts against Zig spec references.

pre-deploy-sweep · Gating production deployments with parallel excellence checks (build, links, a11y, SEO, brand).

comparison-audit · Automating multi-phase task execution with agents.

short_snake_case · Automating multi-phase task execution with agents.

phase-d-recursive-ungate · Automating multi-phase task execution with agents.

auto-elevate-discover · Automating multi-phase task execution with agents.

sales-adlynews · Indie newsletter publishers monetizing via sponsorships who want verified metrics + easy listing vs negotiating sponsorships individually

sales-attio · Small-to-mid-market (1-50 seat) teams exiting HubSpot/Salesforce who value flexible data modeling and API-first integration over enterprise compliance (SOC 2) requirements

my-workflow · Automating multi-phase task execution with agents.

nihil · Automating multi-phase task execution with agents.

standup · Engineers and PMs who need to keep leadership informed without writing essays, and want their updates actually read instead of skimmed (because every sentence moves someone toward a decision or clarity).

meeting-notes · Distributed teams with recurring 1:1s and staff meetings who need consistent follow-through tracking across hundreds of calls

gtm-plan · Early-stage founders who need to discover which GTM channel works for their archetype through rapid, low-cost experiments instead of guessing.

financial-model-architect · Building dynamic financial models from natural language descriptions when templates don't fit.

aba-brand-system · AI Builder Academy design work where restrained, dark, editorial aesthetic must be maintained across marketing and product surfaces—consistency becomes credibility.

newsletter-writer · Newsletter writers balancing curation with editorial voice—when you want reusable structure that ensures consistency while keeping content fresh.

skillboss-cold-email · Drafting high-touch, personalized cold outreach that passes opt-in compliance and achieves higher reply rates.

corporate-finance-basics · Teaching finance fundamentals to non-specialists through interactive, tailored instruction.

find-recruiting-firm · Business procuring an external recruiting or staffing firm (RPO, executive search, contingent staffing) to handle hiring.

find-seo-agency · Company hiring an external SEO agency to own search strategy—narrow scope vs. find-marketing-agency.

retro · Engineering teams running retrospectives who want data-driven insights from git history supplemented by team feedback.

sprint-health · Scrum masters and engineering leads running daily standups who need a quick health check with clear red/yellow/green signals.

sprint-plan · Scrum masters facilitating sprint planning who need a structured template to fill capacity, identify risks, and align the team on goals.

research · Producing cited, multi-source research reports with adversarial fact-checking when breadth matters.

contract-review · Rapidly identifying contract risks and enforcement gaps without legal expertise overhead.

ab-testing-framework · Quantifying impact of CTA, copy, or design changes before full rollout when conversion volume is sufficient for statistical power

strategic-sparring · Founder-CEOs facing reversible strategic calls (hire/restructure/pivot/exit) who want to think sharper before committing, and benefit from someone asking hard questions instead of affirming their gut.

founder-content-writer · Founders who need professional thought leadership content but lack time to write and research independently.

decompose · Breaking down complex systems into reusable, testable components with clear contracts.

samkings-dualwitness-batch · Best for automating complex multi-phase samkings-dualwitness-batch processes at scale.

deep-research-fanout · Best for automating complex multi-phase deep-research-fanout processes at scale.

bugfix-simple · Best for automating complex multi-phase bugfix-simple processes at scale.

recruiting-prep-interview · Recruiting coordinators onboarding new candidates into an existing hiring pipeline who need consistent folder structure and template for resume and interview notes.

recruiting-process-interview · Systematically evaluating multiple PM candidates against the same opening using a consistent 4-dimension scoring model that produces comparable rankings.

seo-flow · Standardize SEO analysis across teams using proven frameworks

legal · Best for interactive legal command execution with user gating.

campaign-plan · Launching new product, market entry, or seasonal campaign where strategic clarity and phased execution determine success from day one.

campaign-status · Marketing teams managing 10+ campaigns across 3+ platforms, where unified status view prevents blind spots and enables rapid response to execution issues.

churn-risk · SaaS companies with recurring revenue and predictable churn patterns, where early intervention on at-risk segments preserves more revenue than win-back campaigns after churn.

competitor-analysis · Brand repositioning, market entry, or competitive differentiation where deep gap analysis reveals which positioning angles competitors ignore.

cold-outreach · Individual founder or early-stage BD reaching out to specific prospects where 10 minutes of research transforms a generic cold message into a warm, personalized conversation starter.

contract-review · Best for contract-review tasks requiring domain expertise.

interview-kit · Scaling teams that need a repeatable, bias-reducing interview loop.

job-description · Hiring for a new role and wanting transparent, inclusive copy.

landing-page · Auditing an existing page for low conversion before redesign.

privacy-policy · Best for privacy-policy tasks requiring domain expertise.