The Toolkit
Agent prompts, templates, and frameworks I actually use daily. Everything is meant to be adapted, not followed to the letter. Grab what helps.
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Try the Agent Sandbox.
Run, test, and chain every agent in the fleet. Stream live output, visualize as a DAG, ask Falkster AI.45 agents · 65 sources · 3 workflows · DAG canvas · 58h saved/wk
The Decision Log Template: Train Judgment Like a Muscle
A decision log template for PMs: schema, worked examples, the weekly 10-minute ritual, and the quarterly calibration review. Markdown and Excel.
The Board Deck Product Section: An SCQA Slide Kit
A 7-slide board product section in 10 minutes: scoreboard, what changed, bets table, kill list, the one risk, and asks. No feature parade. Templates inside.
The Product Strategy Memo Template (Pyramid Principle)
A six-page SCQA strategy memo template after Minto: answer first, three grouped arguments with evidence slots, anti-bets, premortem risks, and the ask.
The PM First-90 Kit: Contract, Map, and Day-90 Note Templates
Four templates for a PM's first 90 days: a one-page manager contract, signal map, decision archaeology worksheet, and the day-90 note. Fill in 10 minutes.
The CPO First-90 Kit: Ledger, Map, and Readout Templates
Five templates for a new CPO's first 90 days: listening tour guide, trust and claim ledgers, coalition map, and the day-90 readout. Usable in 10 minutes.
The 20-Minute Customer Call Triage Agent
Customer call triage agent: 60-minute call to tagged, theme-clustered artifact with a one-line action in 20 minutes. Stack, prompt, eval rubric, batch run.
Direction Dashboard Agent
Compiles seven leading indicators every morning, predicts outcomes 4-8 weeks ahead, runs a weekly Goodhart audit. Direction at AI-native velocity.
Renewal Risk Agent for Migration Cohorts
Catches the accounts whose operational dashboard says fine but whose qualitative signals say otherwise. Three-dimension scoring, 90 days before renewal.
Margin Watch Agent
Tracks gross margin per outcome daily, classifies compression cause, and forecasts the Jevons cliff. Pricing reviews stop being post-mortems.
Board Narrative Drafter Agent
The most expensive document in product management compiled while you sleep. Quarterly board updates from data sources, comp set, and last quarter's narrative.
The AI Noise Tax. Three Patterns Killing Product Credibility.
Three AI patterns I'm done with: LinkedIn 'Claude superpowers' posts, SaaS apps with bolted-on AI sidebars, and PMs claiming prototyping kills empathy.
Pricing Migration Tracker Agent
Watches every migration account daily, classifies drift type, and recommends a specific intervention. Catch quiet drifters in week one, not week six.
Build a Discovery Agent Stack: Continuous Customer Listening
Discovery agent stack: seven open-source Claude repos turn customer interviews, support tickets, and public reviews into a continuous loop. Install + recipes.
Build a Measurement Agent Stack: End the Dashboard Hamster Wheel
Measurement agent stack: seven open-source Claude repos turn dashboards into a daily outcome digest, a variance detector, and a stakeholder update writer.
Build a Prototype Agent Stack: PRD to Working Demo in a Day
Build a prototype agent stack: eight open-source Claude repos take a PM from idea to working prototype in a day, with TDD, design, and security review.
The PM Agent Stack: A Bridge to the Enterprise AI Brain
Five-part series for PMs whose company is 6-18 months from an enterprise-wide AI brain. Build the personal PM agent stack today with open-source Claude repos.
Auto Bugfix Agent: Zendesk Ticket to Reviewable PR in 11 Minutes
An AI agent that reproduces customer-reported bugs, locates the broken code, writes the fix, adds a regression test, and opens a reviewable PR.
Instant Prototype Agent: Customer Request to Prototype in Minutes
An AI agent that turns customer feature requests into working prototypes. Deploys a preview URL, opens a PR, files a Linear ticket, drafts a Notion doc.