The library

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.

sales-script · High-stakes demos, RFP responses, or competitive deals where precision matters.

gtm-compensation · When you need compensation that sends the right behavioral signals because simplicity wins and incentives must match stage (hunters vs efficiency vs retention).

ralph-analytics · Agent development where you need quantified evidence of loop quality improvement—when optimizing stuck detection, reflection patterns, or escalation thresholds.

algo-ad-budget · When you have multi-channel data and need to rebalance budget from underperformers to high-ROAS channels.

competitive-battlecard-generator · Sales enablement: arm reps with honest competitive positioning and trap-question scripts before customer calls.

compliance-lookup · Best for compliance-lookup tasks requiring domain expertise.

performance-report · Founder-led social teams who need a weekly cadence of performance insights without exhaustive daily dashboard management.

engagement-poll · Brands wanting to boost algorithmic engagement while generating authentic audience research on preferences, pain points, or product validation.

chief-fundraise · Best for chief-fundraise tasks requiring domain expertise.

keyword-research · Planning content calendars, launching new topics, or identifying long-tail opportunities for teams running inbound or SEO strategies at scale.

annual-budget-engine · Best for annual-budget-engine tasks requiring domain expertise.

audit · Agencies and in-house teams establishing baseline health before optimization, ensuring downstream copy/landing-page work is grounded in actual business context.

audit · Brands optimizing across Facebook + Instagram who need pixel health baseline and Meta-specific audience targeting strategy before creative iteration.

04-consulting-career · Candidates with 2-4 weeks before consulting recruiting interviews who want structured practice with real-time feedback on case structure, math, and communication.

usage-trends · Weekly review of what's actually happening in your system — peak usage patterns, which tools are most relied on, error spikes.

dashboard-status · First-thing-in-the-morning health check before deeper analysis (is the system running? Is it collecting data?).

seo-plan · Startup or agency building SEO from scratch with a phased 12-month execution plan.

firebase-messaging · Sending cross-platform push notifications with reliable foreground, background, and terminated-state handling.

legal-negotiate · Best for legal-negotiate tasks requiring domain expertise.

legal-researcher · Best for legal-researcher tasks requiring domain expertise.

supplier-truthcheck · Best for supplier-truthcheck tasks requiring domain expertise.

raw-md-audit · Best for automating complex multi-phase raw-md-audit processes at scale.

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

stem-process · Best for automating complex multi-phase stem-process processes at scale.

vocab-extract · Best for automating complex multi-phase vocab-extract processes at scale.

vst-probe-inventory · Best for automating complex multi-phase vst-probe-inventory processes at scale.

architect-review · Best for automating complex multi-phase architect-review processes at scale.