# falkster, full content index Working notebook of Falk Gottlob, Product Executive. AI-era product management: the shift from Product Manager to Product Builder. Stats: 41 handbook chapters · 226 blog posts · 78 toolkit items · 44 agent blueprints. Author: Falk Gottlob, https://falkster.com/about, https://www.linkedin.com/in/fgottlob/ Contact: fg1302@gmail.com Sitemap: https://falkster.com/sitemap.xml ## The Handbook - [Why This Exists](https://falkster.com/handbook/manifesto) The backstory: why I started documenting how I work, what I've learned so far, and what I'm still figuring out. (Foundation · 2026-02-03 · 8 min read) - [The AI Product Operating Model](https://falkster.com/handbook/product-operating-model) What worked before AI, what's breaking now, and how I'm rewiring my practice. (Foundation · 2026-03-28 · 13 min read) - [Kill the Roadmap](https://falkster.com/handbook/kill-the-roadmap) The roadmap is the most expensive lie in product management. Retire it and run a live bet portfolio instead. (Foundation · 2026-04-18 · 7 min read) - [Old PM vs Product Builder, The Ledger](https://falkster.com/handbook/old-pm-vs-product-builder) The line-by-line ledger of what changes when product management gets rewritten by AI: output, cycle time, unit of work, deliverable, accountability. (Foundation · 2026-05-18 · 10 min read) - [Continuous Discovery](https://falkster.com/handbook/continuous-discovery-autopilot) AI ingests every call, ticket, and email, extracts the signal, and hands you a prototype the same day. Continuous discovery is no longer a weekly ritual. (Discovery · 2026-02-17 · 18 min read) - [Kill the Status Meeting](https://falkster.com/handbook/kill-the-status-meeting) The status meeting exists because nobody trusts the dashboard. Fix the dashboard once. Stop paying the tax weekly. (Leadership · 2026-04-18 · 7 min read) - [Engineering Builds the Substrate, Not Features](https://falkster.com/handbook/substrate-first-engineering) In an AI-native org, engineering's highest-leverage work is the substrate that lets PMs and designers ship to production safely: scaffolded environments, guardrails, an eval harness, isolated deploys. Not the features. (Foundation · 2026-07-22 · 5 min read) - [Build Your First Opportunity Solution Tree](https://falkster.com/handbook/your-first-ost) Build your first Opportunity Solution Tree. AI populates the opportunity layer from 500+ signals. Prototype and test a solution in one week instead of eight. (Discovery · 2026-03-05 · 13 min read) - [The Interview Guide That Actually Works](https://falkster.com/handbook/interview-guide) Customer interviews matter more than ever. Show up with full signal context, a working prototype, and AI that synthesizes the conversation in minutes. (Discovery · 2026-03-07 · 13 min read) - [The Assumption Testing Playbook](https://falkster.com/handbook/assumption-testing) Stop debating what to build. Prototype it in hours, test with customers, and let their reaction decide. Assumption testing just went from weeks to 3-5 days. (Discovery · 2026-03-08 · 13 min read) - [Continuous Listening: Every Customer, Every Day](https://falkster.com/handbook/continuous-listening) Weekly customer calls are the floor, not the ceiling. Pipe every support ticket, call, and churn survey into a daily digest and stop scheduling discovery. (Discovery · 2026-04-18 · 8 min read) - [Prototype Before You Spec](https://falkster.com/handbook/instant-prototyping) Why the fastest way to get alignment, test ideas, and advance your career is to build something people can touch - and exactly how to do it in 2 hours. (Execution · 2026-02-24 · 16 min read) - [The Impact Loop](https://falkster.com/handbook/impact-loop) The daily rhythm that replaces sprints, stand-ups, and roadmap reviews. Sense what's happening, build a response, measure the impact, amplify what works. (Execution · 2026-03-03 · 18 min read) - [The Eval Is The Spec](https://falkster.com/handbook/the-eval-is-the-spec) Kill the PRD. Ship against a test set. The eval is the contract, the changelog, and the definition of done. (Execution · 2026-04-18 · 7 min read) - [Ship With Observability or Don't Ship](https://falkster.com/handbook/ship-with-observability) No feature leaves staging without the traces, metrics, and evals that will tell you whether it's working. Before your first customer hits it. (Execution · 2026-04-18 · 7 min read) - [The Deprecation Playbook](https://falkster.com/handbook/the-deprecation-playbook) Feature death is the most under-written topic in PM. Kill on signal, not politics, and your team ships faster than the team that hopes politely. (Execution · 2026-04-18 · 8 min read) - [Incident Response Is a PM Ritual](https://falkster.com/handbook/incident-response) An incident is a customer telling you the truth about your product, loudly, all at once. Stop letting engineering listen alone. (Execution · 2026-04-18 · 7 min read) - [Agent-to-Agent Dispatch](https://falkster.com/handbook/agent-to-agent-dispatch) The listening agent doesn't file a ticket. It hands the outcome straight to a prototyping agent, and a working prototype is waiting before standup. No backlog in between. (Execution · 2026-07-22 · 6 min read) - [PM AI Agent Fleet: 39 Agents Mapped to the 7-Stage Operating System](https://falkster.com/handbook/ai-agent-army) A live index of every AI agent for product managers, mapped to the 7 stages of the PM Operating System: Sense, Discover, Decide, Build, Ship, Measure, Amplify. (AI Agents · 2026-04-07 · 8 min read) - [When Not to Use AI](https://falkster.com/handbook/when-not-to-use-ai) The senior PM move in 2026 isn't using AI everywhere. It's knowing when a regex, a query, or a form beats a model. (AI Agents · 2026-04-18 · 7 min read) - [Gross Margin Is Your Job Now](https://falkster.com/handbook/gross-margin-is-your-job-now) Cost per successful action is the new primary PM metric. If you don't own it, your CFO will kill your product before your customers do. (AI Agents · 2026-04-18 · 7 min read) - [Pricing for AI Products](https://falkster.com/handbook/pricing-for-ai-products) Per-seat is dead for AI. Price the work the seat is no longer doing: outcomes, usage, value units. (Foundation · 2026-04-18 · 7 min read) - [Prompt Ops](https://falkster.com/handbook/prompt-ops) Your prompts are production code. Version, review, eval, stage, and roll back, or your product is one Notion edit away from breaking. (AI Agents · 2026-04-18 · 7 min read) - [The Living Changelog](https://falkster.com/handbook/the-living-changelog) Your model vendor changed the model on Tuesday and didn't tell you. Run a daily replay against production or your customers will catch it before you do. (AI Agents · 2026-04-18 · 7 min read) - [Trust, Safety, and the Guardrail as a Product Decision](https://falkster.com/handbook/trust-and-safety) Every guardrail is a product decision. The PM who outsources it to legal gets a product they didn't design and a customer experience they wouldn't approve. (AI Agents · 2026-04-18 · 8 min read) - [Your Weekly Playbook](https://falkster.com/handbook/pm-as-team) What a week actually looks like when you're running the full handbook. The week is the rhythm. The loop is same-day, and you run it as often as hot signals land. (Leadership · 2026-03-17 · 11 min read) - [Strategy From Signals, Not Slides](https://falkster.com/handbook/strategy-from-signals) The annual strategy deck is a memorial to a meeting. Run a one-page living strategy doc, updated weekly with the signals that could change your beliefs. (Leadership · 2026-04-18 · 8 min read) - [The Anti-Backlog](https://falkster.com/handbook/the-anti-backlog) The backlog is a graveyard pretending to be an inventory. Burn it. Replace with a live queue, signal-fed, capped at two weeks. (Leadership · 2026-04-18 · 7 min read) - [The Builder PM 30/60/90](https://falkster.com/handbook/builder-pm-30-60-90) The 90-day plan for making the shift from traditional PM to product builder. Done in order. In 90 days, you have a different job. (Foundation · 2026-04-18 · 8 min read) - [Hiring the Builder PM](https://falkster.com/handbook/hiring-the-builder-pm) Most PM hiring loops test skills the role no longer needs. Hire by what they can ship, not by how they talk about shipping. (Leadership · 2026-04-18 · 8 min read) - [PM-as-Editor: Managing a Fleet of Agents](https://falkster.com/handbook/pm-as-editor) The 39-agent chapter told you what to deploy. This is the skill you need once they're running: great editing at volume. (AI Agents · 2026-04-18 · 8 min read) - [The PM Agent Stack: Open-Source Tools Mapped to PM Work](https://falkster.com/handbook/pm-agent-stack) Build a personal PM agent stack from open-source Claude repos. 18 tool categories mapped to the 7-stage PM operating system, with install order and how-tos. (AI Agents · 2026-05-04 · 14 min read) - [The Cannibalization Decision Framework](https://falkster.com/handbook/cannibalization-decision-framework) Four diagnostic questions, three operating modes (sunset, refresh, split), the political map, and the seven-decision sequence for the AI inflection. (Leadership · 2026-05-08 · 9 min read) - [Dual Transformation: Running Two Clocks](https://falkster.com/handbook/dual-transformation) Two cadences, three talent categories, six CEO scoreboard numbers, three rituals. The operating model that runs legacy and successor cleanly. (Leadership · 2026-05-08 · 8 min read) - [Pricing Migration: The 18-Month Quarterly Playbook](https://falkster.com/handbook/pricing-migration-18-month-playbook) Six quarters, four mandatory CFO/CRO/Board/Lead-customer conversations, the gross-margin recovery curve, and the contract terms that defend outcome billing. (Leadership · 2026-05-08 · 9 min read) - [Direction Metrics for AI-Native Velocity](https://falkster.com/handbook/direction-metrics) Outcomes lag by weeks. Direction moves with each iteration. The seven leading indicators that predict outcomes 4-8 weeks ahead, and the dual-cadence system. (AI Craft · 2026-05-08 · 3 min read) - [The Investor and Board Narrative for AI-Era SaaS](https://falkster.com/handbook/investor-and-board-narrative) Gross margin compression, NRR redefinition, the new rule of 40, the right comp set, and the four CFO sub-agreements that make the trough boring. (Leadership · 2026-05-08 · 4 min read) - [The Pricing-Tier Sunset Playbook](https://falkster.com/handbook/pricing-tier-sunset-playbook) How to end-of-life a revenue line: announcement timing, three-wave customer migration, comp plan rewrite, dispute mechanism at scale, post-sunset reorg. (Leadership · 2026-05-08 · 3 min read) - [The CPO 30/60/90](https://falkster.com/handbook/cpo-30-60-90) The operational week-by-week plan for a new CPO: four audits, a trust ledger, a coalition map, and a day-90 readout the board will quote. With templates. (Leadership · 2026-06-04 · 10 min read) - [The PM 30/60/90](https://falkster.com/handbook/pm-30-60-90) A week-by-week 90-day plan for PMs starting a new job: decision archaeology, a signal map, a manager contract, and one compounding artifact by day 60. (Foundation · 2026-06-04 · 8 min read) - [The Skill Stack: What PMs and CPOs Must Learn Now](https://falkster.com/handbook/skill-stack) The 12 skills that decide PM and CPO careers now, organized in five layers from judgment to storytelling, with a self-test and learning path for each. (Leadership · 2026-06-04 · 10 min read) ## Blog - [What Anthropic's Dianne Penn Taught Me About the Frontier](https://falkster.com/blog/anthropic-dianne-penn-takeaways) Anthropic's Dianne Penn on evals as the new PRD, catching discontinuous capability jumps, and why product judgment matters more than ever in the AI era. (Leadership · 2026-07-24 · 14 min read) - [How I Build Eval Rubrics](https://falkster.com/blog/how-i-build-eval-rubrics) A product leader asked for eval rubric resources. Here is the method I actually use: grade thirty outputs first, tie every dimension to downside exposure, and go binary. (Execution · 2026-07-24 · 7 min read · toolkit) - [The PM Does Not Make Decisions. Make Sure They Get Made.](https://falkster.com/blog/pm-does-not-make-decisions) The PM's job was never to make decisions, it was to make sure decisions get made. In the AI era, when agents build in a day, that job becomes the whole game. (Leadership · 2026-07-24 · 7 min read) - [AI Can't Understand the User. That User Is Disappearing.](https://falkster.com/blog/ai-cant-understand-the-user) The best defense of the human PM is that AI can't understand the user. But that user is a departmental role, and agents are dissolving the departments. (Discovery · 2026-07-16 · 8 min read) - [Writing for Machines Is the New Writing for Executives](https://falkster.com/blog/writing-for-machines) Half your readers are now agents. Writing that executes faithfully is its own craft: specs as eval sets, prompt hygiene, GEO basics, and the cold-read test. (Leadership · 2026-07-16 · 9 min read) - [Is This Product Bet Group Stage or Knockout? Reversible vs. Irreversible](https://falkster.com/blog/world-cup-group-stage-or-knockout) The World Cup is two tournaments bolted together. Knowing whether a product decision is group stage or knockout is the same question as downside exposure. (Execution · 2026-07-15 · 5 min read) - [Stage Wins or the Yellow Jersey: You Don't Win the Tour by Winning Stages](https://falkster.com/blog/tour-de-france-ai-product-management) The rider with the most stage wins almost never wins the Tour. A model for AI product management: cumulative outcome over heroics, on a team you never see. (Foundation · 2026-07-14 · 4 min read) - [Judgment Reps: How PMs Train Decision Quality Deliberately](https://falkster.com/blog/judgment-reps) Judgment is trainable, but only with reps and a scorecard. The decision log, calibration habit, premortems, and a 4-week plan to train PM decision quality. (Leadership · 2026-07-13 · 9 min read) - [Stop Calling Yourself an AI PM](https://falkster.com/blog/stop-calling-yourself-an-ai-pm) The PM role is fragmenting into AI-native, growth, monetization, platform, and GTM labels. Most of it hedges an org-design decision. Name the outcome you own. (Leadership · 2026-07-12 · 3 min read) - [The Product Builder Was Never About Coding](https://falkster.com/blog/product-builder-was-never-about-coding) LinkedIn replaced its APM program with Product Builder and framed it as generalists. The real shift is collapsing the distance between deciding and making. (Foundation · 2026-07-11 · 3 min read) - [Comment With a Frame: The Only Move That Compounds](https://falkster.com/blog/comment-with-a-frame) Applause adds nothing and dunking loses the room. Concede the strongest objection, then add a frame the thread did not have. Two exchanges show how. (Leadership · 2026-07-10 · 4 min read) - [The QBR Deck Template That Forces Decisions, Not Applause](https://falkster.com/blog/qbr-deck-template) A 9-slide QBR deck template: scoreboard vs plan, decision review, kills, next-quarter bets with confidence and reversibility. Outline plus PowerPoint. (templates · 2026-07-10 · 5 min read · toolkit) - [Financial Fluency for PMs: Own the Margin Before It Owns You](https://falkster.com/blog/financial-fluency-for-pms) Financial fluency is now a PM job requirement. The five numbers to know cold, the finance working session agenda, and a 4-week plan to own your margin. (Leadership · 2026-07-09 · 9 min read) - [The PRD Was Already Dead. Slack Proved It in Public.](https://falkster.com/blog/slack-squads-killed-the-roadmap) Slack is running tiny cross-functional squads that prototype continuously instead of committing to fixed roadmaps. The org-chart version of the PRD collapse. (Execution · 2026-07-09 · 3 min read) - [Stop Picking Winners. Design the Tournament.](https://falkster.com/blog/stop-picking-winners-design-the-tournament) Cheap prototyping did not kill product judgment. It moved the decision from picking the winner to seeding the bracket of what gets prototyped at all. (Discovery · 2026-07-08 · 4 min read) - [The Resume Is Dead. Here Is What Replaced It.](https://falkster.com/blog/the-resume-is-dead-heres-what-replaced-it) If you hire PMs off resumes in 2026, you screen for prompting skill, not product skill. What still correlates: published thinking a model cannot compress. (Leadership · 2026-07-08 · 3 min read) - [The Exec Update Template: Five Numbers, Three Calls, One Ask](https://falkster.com/blog/exec-update-template) An exec update template read in 90 seconds: five-number scoreboard, three decisions with evidence, one ask. Plus the agent prompt that drafts it. (templates · 2026-07-07 · 5 min read · toolkit) - [Rank AI Features by Downside Exposure, Not Engagement](https://falkster.com/blog/rank-ai-features-by-downside-exposure) Engagement rewards features people fiddle with. Rank AI features by downside exposure instead: how fast a silent 20% quality drop would cost you customers. (Execution · 2026-07-07 · 4 min read) - [GTM Is Not Someone Else's Job Anymore](https://falkster.com/blog/gtm-is-not-someone-elses-job) PMs are absorbing pricing, activation, and positioning. The PM who stops at requirements is describing half a job in a market that pays for the whole one. (Leadership · 2026-07-06 · 3 min read) - [Storytelling for PMs: The Skill That Decides Whose Evidence Wins](https://falkster.com/blog/storytelling-is-a-pm-core-skill) Storytelling for PMs is not polish, it is how decisions get made. Three frameworks, the retelling test, and a 4-week practice plan to win the room. (Leadership · 2026-07-06 · 8 min read) - [Falkster's Messaging Gateway: A Prototype-First Ship Story](https://falkster.com/blog/falkster-messaging-gateway-ship-story) Instead of three integrations for Signal, WhatsApp, and Telegram, we bridged through one Matrix homeserver. What building it taught that a PRD could not. (Execution · 2026-07-05 · 3 min read) - [What Competing Against Claude Taught Me About Falkster](https://falkster.com/blog/what-competing-against-claude-taught-me) An honest gap analysis of Falkster against Claude: memory maturity, workspace surface area, long-running agents, and distribution. The gaps, not a battlecard. (Leadership · 2026-07-03 · 3 min read) - [Downside Exposure, Extended: When the Model Is Wrong About You](https://falkster.com/blog/downside-exposure-when-the-model-gets-you-wrong) Downside exposure covered your AI feature failing a user. The second half: when an AI you don't control represents you inaccurately to a buyer. (Execution · 2026-07-02 · 3 min read) - [The First 90 Days as an AI-Native CPO](https://falkster.com/blog/first-90-days-ai-native-cpo) First 90 days as a CPO in 2026: audit reality, instrument cost and quality, kill dead ceremonies, and defend the judgment calls only you can make. (Leadership · 2026-07-02 · 6 min read) - [The PRD Collapsed Into Three Artifacts (Brief, Prototype, Eval)](https://falkster.com/blog/prd-collapsed) The PRD collapsed into a one-page brief, a prototype, and an eval. Answering the four objections 21 PMs raised, with copy-paste templates. (frameworks · 2026-07-02 · 16 min read · toolkit) - [The PR/FAQ Template: Amazon's Working Backwards for Your Bets](https://falkster.com/blog/pr-faq-template) A complete PR/FAQ template: press release skeleton, external and internal FAQ, the narrative meeting protocol, and when not to use it. Markdown and Word. (templates · 2026-07-01 · 6 min read · toolkit) - [AI Evaluators Are Your New PM Audience](https://falkster.com/blog/ai-evaluators-are-your-new-pm-audience) AI systems now decide if your product gets recommended before a human sees it. Product legibility to a model is a new PM deliverable, not SEO reskinned. (AI Agents · 2026-06-30 · 3 min read) - [The CEO Who Can't Read Their Own Product Anymore](https://falkster.com/blog/ceo-cant-read-the-product) Agents break the link between dashboards and your product. Numbers stay green while the experience degrades. Three things to read instead of more KPIs. (Leadership · 2026-06-30 · 6 min read) - [PM Days 61 to 90: Own One Bet and Kill One Commitment](https://falkster.com/blog/pm-days-61-90-own-a-bet) PM days 61 to 90 in a new job: put your name on one falsifiable bet, kill one inherited commitment, and close the loop with a day-90 note to your manager. (Foundation · 2026-06-29 · 10 min read) - [Product Ops Is the Job AI Made Necessary](https://falkster.com/blog/product-ops-ai-made-necessary) As the PM role splits and roadmaps flatten, coordination has to go somewhere. It goes to product ops, quietly the highest-leverage seat, not an admin function. (Leadership · 2026-06-27 · 3 min read) - [The Decision Log Template: Train Judgment Like a Muscle](https://falkster.com/blog/decision-log-template) A decision log template for PMs: schema, worked examples, the weekly 10-minute ritual, and the quarterly calibration review. Markdown and Excel. (templates · 2026-06-26 · 6 min read · toolkit) - [I Ran My Staff Meeting Off a Live Dashboard for a Quarter](https://falkster.com/blog/staff-meeting-live-dashboard) I replaced weekly staff meeting status updates with a live agent-built dashboard. What it killed, what it surfaced, and the one mistake I would not repeat. (Leadership · 2026-06-25 · 6 min read) - [CPO Days 61 to 90: The Kill List, the Bets, and the Readout](https://falkster.com/blog/cpo-days-61-90-first-bets) Month three for a new CPO: build the kill list with the inertia test, kill two things publicly, size 2-3 first bets, and write the SCQA day-90 readout. (Leadership · 2026-06-24 · 9 min read) - [The Founder Mode Misread](https://falkster.com/blog/founder-mode-misread) Founder mode got read as permission to micromanage. The real lesson: stay close to the few decisions only you can make, automate the rest. (Leadership · 2026-06-23 · 6 min read) - [PM Days 31 to 60: Ship One Artifact That Compounds](https://falkster.com/blog/pm-days-31-60-first-artifact) PM days 31 to 60 in a new job: skip the quick win, ship one compounding artifact. Four options, selection criteria, a worked example, and the failure modes. (Foundation · 2026-06-22 · 10 min read) - [The Board Deck Product Section: An SCQA Slide Kit](https://falkster.com/blog/board-product-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. (templates · 2026-06-19 · 5 min read · toolkit) - [The AI Product Operating Model Has a Survivorship Problem](https://falkster.com/blog/ai-product-operating-model-survivorship) The AI product operating model diagnosis is right. The evidence is every company that lived. Survivorship bias makes a true claim look far more proven. (Leadership · 2026-06-18 · 7 min read) - [I'm a Company of One Because I Refused to Vibe Code](https://falkster.com/blog/company-of-one-refused-to-vibe-code) I crossed ~$1.5M ARR solo in under two months. It only works because I built agentic engineering, not vibe coding. The substrate does the carrying. (Leadership · 2026-06-18 · 5 min read) - [The Cost of Being Wrong Is the Only Number That Matters Now](https://falkster.com/blog/cost-of-being-wrong) Speed is free now. The binding constraint for CPOs is reversibility: ship cheap-to-undo decisions instantly, slow down deliberately on the ones you cannot undo. (Leadership · 2026-06-18 · 6 min read) - [Kill the 'I Built It in a Weekend' Flex](https://falkster.com/blog/kill-the-built-it-in-a-weekend-flex) Speed to demo is a vanity metric. The 'I built it in a weekend' flex measures the cheapest, least durable thing. Ask if it was still running the weekend after. (Execution · 2026-06-18 · 4 min read) - [The Mental Models That Break When Building Gets Cheap](https://falkster.com/blog/mental-models-that-break) Most decision frameworks quietly price building as scarce. When AI makes building cheap, four of them invert and start giving the wrong answer. (Foundation · 2026-06-18 · 8 min read) - [The Vibe Coding Crossover Point: Google's New SDLC Whitepaper](https://falkster.com/blog/vibe-coding-crossover-point) The New SDLC With Vibe Coding, Google's whitepaper by Addy Osmani, explained: the cost curve where vibe coding crosses into 3-10x agentic engineering. (Execution · 2026-06-18 · 6 min read) - [The Product Strategy Memo Template (Pyramid Principle)](https://falkster.com/blog/strategy-memo-template) A six-page SCQA strategy memo template after Minto: answer first, three grouped arguments with evidence slots, anti-bets, premortem risks, and the ask. (templates · 2026-06-17 · 5 min read · toolkit) - [Five Questions That Make a Product Review Worth Your Time](https://falkster.com/blog/product-review-five-questions) Most executive product reviews are status theater. Five questions convert them into decision-forcing sessions that surface judgment, cost, and risk. (Leadership · 2026-06-16 · 5 min read) - [CPO Days 31 to 60: Instrument the Org Before You Steer It](https://falkster.com/blog/cpo-days-31-60-instrument-the-org) Month two for a new CPO: stand up three instruments, build the coalition map, ship one visible decision, and renegotiate the scoreboard with your CEO. (Leadership · 2026-06-15 · 9 min read) - [The PM First-90 Kit: Contract, Map, and Day-90 Note Templates](https://falkster.com/blog/pm-first-90-kit) 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. (Foundation · 2026-06-13 · 6 min read · toolkit) - [Your First 30 Days as a PM: Build a Signal Map, Skip the Coffee Chats](https://falkster.com/blog/pm-first-30-days-signal-map) First 30 days as a PM in a new job: run decision archaeology, build a signal map of where truth enters the building, and write the manager contract. (Foundation · 2026-06-12 · 9 min read) - [PM Skills 2.0 Is Half a Funeral and Half a Blueprint](https://falkster.com/blog/pm-skills-2-funeral-blueprint) Paweł Huryn's PM Skills 2.0 review: which of the 68 Claude skills to install (red-team-prd, ship-check) and which half embalms a dying PM role. (AI Agents · 2026-06-12 · 8 min read) - [Your Next Competitor Has Eight People and Your Whole Roadmap](https://falkster.com/blog/your-competitor-has-eight-people) The most dangerous competitor is eight people with agents: no coordination tax, no legacy, shipping your roadmap faster at a cost base you cannot match. (Leadership · 2026-06-11 · 6 min read) - [The CPO First-90 Kit: Ledger, Map, and Readout Templates](https://falkster.com/blog/cpo-first-90-kit) 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. (Leadership · 2026-06-10 · 5 min read · toolkit) - [Cagan Built the Church. I Argue We Don't Need One.](https://falkster.com/blog/cagan-vs-product-builder) Marty Cagan's product operating model optimizes for a constraint AI erased. The case for product builders over empowered PMs, and where my thesis breaks. (Leadership · 2026-06-09 · 9 min read) - [The Product Budget Is a Compute Budget Now](https://falkster.com/blog/product-budget-is-a-compute-budget) In an agent-native company, output scales with compute and judgment, not headcount. That breaks how CPOs and CFOs plan. (Leadership · 2026-06-09 · 6 min read) - [The CPO Listening Tour Is Broken. Run a Ledger Instead.](https://falkster.com/blog/cpo-listening-tour-ledger) Replace the 40-coffee-chat listening tour with a listening ledger: nine fixed questions, falsifiable claims, contradiction tracking, and a Friday synthesis. (Leadership · 2026-06-08 · 9 min read) - [The Prototype Graveyard: Why Cheap Demos Kill Good Ideas](https://falkster.com/blog/the-prototype-graveyard) Prototype-first is my thesis, and it has a failure mode no one names. When building is free, the demo replaces the argument and good ideas die in review. (Execution · 2026-06-05 · 6 min read) - [Any Competitor Can Clone Your Feature in a Week. Now What?](https://falkster.com/blog/clone-any-feature-in-a-week) Any competitor can clone your feature in a week. The moat has moved to distribution, proprietary data, switching cost, and trust. Here's how to audit yours. (Leadership · 2026-06-04 · 6 min read) - [Taste Is the Last Moat: Why CEOs Can't Delegate Product Judgment](https://falkster.com/blog/taste-is-the-last-moat) When execution costs nothing, the scarce input is judgment about what to build. Taste is a balance-sheet asset, and the one thing a CEO cannot delegate. (Leadership · 2026-06-02 · 7 min read) - [Being AI-First Is a Product Decision, Not a Tooling One](https://falkster.com/blog/ai-first-is-a-product-decision) A Twilio CMO drew the line between using AI and being AI-first. Swap marketing for product and the argument gets louder. Here is the product translation. (Leadership · 2026-05-30 · 7 min read) - [Product Judgment vs Frameworks: What No Framework Teaches](https://falkster.com/blog/what-no-framework-can-teach) Product judgment vs frameworks: 20 years at Microsoft, Adobe, and Salesforce taught me what no PM framework can. Judgment comes from being wrong at scale. (Leadership · 2026-05-29 · 8 min read) - [AI Isn't Replacing Developers. It's Eroding Them.](https://falkster.com/blog/ai-isnt-replacing-developers-its-eroding-them) Michael Lawrence's piece on AI eroding developer craft lands. The 2020 dev would have caught the null check in 12 seconds. The fix is evals, not nostalgia. (Execution · 2026-05-28 · 8 min read) - [IDSD Is Spec-Driven Development With a New Acronym. Kill Both.](https://falkster.com/blog/idsd-is-sdd-with-a-new-acronym) Intent-Driven Software Development (IDSD) is pitched as the fix for SDD. Same methodology layer, different sticker. The prototype is the spec. (Execution · 2026-05-28 · 7 min read) - [The PM/PO Split Is Broken. Merging Them Misses the Point.](https://falkster.com/blog/pm-po-split-merging-misses-the-point) Paweł Huryn is right that splitting PM and Product Owner is broken. The fix isn't merging them. It's killing the Scrum frame the roles exist inside. (Leadership · 2026-05-28 · 7 min read) - [The 5 PM Websites in Your Bookmarks Need to Become Agents.](https://falkster.com/blog/pm-websites-replaced-by-agents) ProductHunt, Growth.Design, Medium, IndieHackers, TechCrunch. Ankush Panday's daily PM list. In 2026 you don't visit them. Five agents watch them for you. (AI Agents · 2026-05-28 · 7 min read) - [Yes, Scrum Is Obsolete. The Replacement Already Has a Name.](https://falkster.com/blog/scrum-obsolete-replacement-has-a-name) Alex Polyakov's case that Scrum is obsolete lands. He stops short of naming what replaces it. The builder pod: outcome ledger, eval, no ceremony tax. (Leadership · 2026-05-28 · 7 min read) - [Three Designer Archetypes in 2026. The PM Split Is the Same Shape.](https://falkster.com/blog/three-designer-archetypes-pm-version) Jenny Wen at Claude hires three designer archetypes; the traditional senior isn't one. The same split hits PMs: builder, specialist, prototype-coder. (Leadership · 2026-05-28 · 7 min read) - [The Five-Row Eval Template That Replaced My PRD](https://falkster.com/blog/five-row-eval-template) Five-row eval template that replaces the PRD: Behavior, Input, Expected, Scorer, Threshold. Six failure modes that kill bad evals. Worked example included. (Execution · 2026-05-27 · 9 min read) - [Kill the AI Office Hours. They're 2026's Agile Transformation.](https://falkster.com/blog/kill-ai-office-hours) AI office hours are 2026's agile transformation: ceremony, no shipped output. Three replacements: paired shipping sessions, eval reviews, kill list reviews. (Leadership · 2026-05-27 · 8 min read) - [The PM Interview Question I'd Refuse to Answer in 2026](https://falkster.com/blog/pm-interview-red-flags-2026) PM interview red flags 2026: three questions that signal a translator PM role, three that signal a builder PM role, and the polite exit script for a mismatch. (Leadership · 2026-05-27 · 8 min read) - [Ship Story: The Discovery Week I Ran With Three Agents and No Calls](https://falkster.com/blog/ship-story-discovery-week-three-agents) AI agent discovery week, no live customer calls. Three agents (triage, theme synthesizer, opportunity ranker), 20 hours total. Stack, inputs, where it broke. (Discovery · 2026-05-27 · 8 min read) - [The 20-Minute Customer Call Triage Agent](https://falkster.com/blog/twenty-minute-call-triage) 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. (Discovery · 2026-05-27 · 7 min read · toolkit) - [PMs Should Vibe Code Internal Tools, Not Customer Features](https://falkster.com/blog/vibe-code-internal-tools-not-features) Vibe coding with Claude Code is the best new skill for PMs. But shipping vibe-coded features to customers is malpractice. Build internal tools instead. (Execution · 2026-05-26 · 7 min read) - [Product Management Isn't Dead. It Escaped the Product Team.](https://falkster.com/blog/pm-escaped-the-product-team) Aaron Levie called the emerging role 'agent operator.' The cleaner name: Product Builder plus Agent Operator. Same skill, multiplied across every P&L function. (Leadership · 2026-05-25 · 9 min read) - [Six pushbacks I keep hearing on vibe coding](https://falkster.com/blog/vibe-coding-pushbacks) Six confusions I hear most when I say vibe coding isn't a strategy: 'demos sell deals,' 'speed beats clarity,' 'evals slow us down.' Here's how I respond. (Execution · 2026-05-22 · 6 min read) - [Customer Discovery When Your Customer Is an Agent](https://falkster.com/blog/customer-discovery-when-customer-is-agent) Continuous discovery assumes a human customer. When your customer is an agent, six methods apply: agent telemetry, failure-mode interviews, capability audits. (Discovery · 2026-05-20 · 13 min read) - [Software Categories AI Is Killing: A PM's Field Guide](https://falkster.com/blog/software-categories-ai-is-killing) Three forces are collapsing entire software categories. Which are dead, which are reshaping, which have moats, and what to do this quarter if you build in one. (Leadership · 2026-05-20 · 21 min read) - [Distribution Beats Product, and AI Made It Harsher](https://falkster.com/blog/distribution-beats-product) Adobe taught me distribution beats product. I unlearned it at startups for a decade. AI made product cheap to build and distribution the only moat. (Leadership · 2026-05-19 · 8 min read) - [Per-Outcome Pricing: What Gets Clearer and What Gets Terrifying](https://falkster.com/blog/per-outcome-pricing) Three SaaS-to-per-outcome pricing redesigns: support automation, sales enablement, contract review. Margin math, dispute mechanics, and contract terms. (Leadership · 2026-05-18 · 13 min read) - [The Builder Trap. Field Notes from Two AI Calls This Week.](https://falkster.com/blog/the-builder-trap) Two calls this week. A CMO buying more sophisticated silos. An engineer building more sophisticated silos. Same trap. What outcome thinking looks like. (Leadership · 2026-05-18 · 13 min read) - [From SaaS to Service-as-Software: The CPO's Field Guide](https://falkster.com/blog/service-as-software-cpo-field-guide) The CPO field guide to Service-as-Software: outcome-based pricing, what changes inside the product, the new org chart, and when to make the shift. (Leadership · 2026-05-15 · 15 min read) - [Agile Was a Coping Mechanism. What Replaces It Isn't Waterfall.](https://falkster.com/blog/agile-coping-mechanism) AI killed Agile's two founding constraints. Right diagnosis, wrong destination: waterfall is not back. What replaces Agile in 2026 is the spec-first loop. (Leadership · 2026-05-13 · 9 min read) - [Kill the OKR. The Quarterly Cycle Is Now a Liability.](https://falkster.com/blog/kill-the-okr) The 12-week OKR cycle is now a liability. Replace it with a Rolling Outcome Ledger: 3-7 active bets, 2-4 week decision deadlines, no end-of-quarter scramble. (Leadership · 2026-05-13 · 13 min read) - [What a PM Actually Does All Week, Now and in 2028](https://falkster.com/blog/pm-week-before-and-after-agents) An hour-by-hour breakdown of the modern product manager's week, and a side-by-side comparison of every task before and after the agent fleet rewires the job. (Leadership · 2026-05-13 · 14 min read) - [AI Deletes the Director of Product, Not the PM](https://falkster.com/blog/ai-deletes-the-director) Everyone asks if AI replaces the PM. Wrong layer. The role automated first is middle management, the Group PM and Director who mostly move information. (Leadership · 2026-05-12 · 7 min read) - [Survivorship Bias in AI: Interview the Planes That Didn't Come Back](https://falkster.com/blog/survivorship-bias-ai-era) Wald's WWII bomber lesson still runs product management. AI worsens the bias, but agents finally make missing data affordable to study. Here's how. (Discovery · 2026-05-12 · 8 min read) - [The CFO Conversation: Defending a 20-Point Margin Drop](https://falkster.com/blog/cfo-conversation-margin-drop) The single most important conversation of the entire pricing migration. The script, the part that almost didn't land, and the seven leading indicators. (Leadership · 2026-05-11 · 4 min read) - [Field Report: What Broke When We Killed Our Per-Seat Tier](https://falkster.com/blog/field-report-killing-per-seat-tier) Migration drift, an unexpected churning cohort, a unit definition that broke at scale, dispute volume at 12x projection. After-action from the sunset day. (Leadership · 2026-05-11 · 9 min read) - [Kill the Feature Request Queue: Your Backlog Is a Signal](https://falkster.com/blog/kill-the-feature-request-queue) Your 847-item backlog rationed scarce engineering time. Three replacements: signal synthesis, prototype-first investigation, and an outcome bet ledger. (Execution · 2026-05-11 · 10 min read) - [The PM-to-CPO Bridge in 2026](https://falkster.com/blog/pm-to-cpo-bridge) Most PM-to-CPO advice is generic. The 2026 CPO seat demands business-model literacy, agent fleet operations, and public strategic posture. The 12-month track. (Leadership · 2026-05-11 · 3 min read) - [Direction Dashboard Agent](https://falkster.com/blog/agent-direction-dashboard) Compiles seven leading indicators every morning, predicts outcomes 4-8 weeks ahead, runs a weekly Goodhart audit. Direction at AI-native velocity. (agents · 2026-05-10 · 6 min read · toolkit) - [Outcome Accountability Is a Luxury Good. Measure Direction.](https://falkster.com/blog/outcome-accountability-is-a-luxury-good) Outcome-driven roadmaps assume 6-12 month measurement cycles. Agents iterate ten times a week. The dual-cadence direction-metric system that closes the gap. (Leadership · 2026-05-10 · 9 min read) - [Field Report: 90 Days Inside a SaaS-to-Agents Transition](https://falkster.com/blog/field-report-saas-to-agents-90-days) What we believed, what we did, what broke, what we changed. An anonymized after-action report from the first 90 days of a $30M ARR cannibalization. (Leadership · 2026-05-09 · 9 min read) - [Continuous Discovery Doesn't Scale for AI-Native Products](https://falkster.com/blog/punctuated-discovery-replaces-continuous) Teresa Torres' continuous discovery is the right answer for human-centric SaaS and the wrong answer for agent products. The punctuated discovery alternative. (Discovery · 2026-05-09 · 9 min read) - [Renewal Risk Agent for Migration Cohorts](https://falkster.com/blog/agent-renewal-risk-during-migration) Catches the accounts whose operational dashboard says fine but whose qualitative signals say otherwise. Three-dimension scoring, 90 days before renewal. (agents · 2026-05-08 · 6 min read · toolkit) - [The Jevons Cliff in Outcome Pricing](https://falkster.com/blog/jevons-cliff-outcome-pricing) Inference costs drop 50% per year. Your $0.50/resolution price is a moving target. Hold or pass? The framework nobody has published until now. (Leadership · 2026-05-08 · 3 min read) - [Kill the APM Program. Hire, Train, Promote Builders.](https://falkster.com/blog/kill-the-apm-program) LinkedIn CPO Tomer Cohen killed the APM program. The 12-week Product Builder apprenticeship replaces it: four prototypes, one production ship, no rotation. (Leadership · 2026-05-08 · 10 min read) - [Margin Watch Agent](https://falkster.com/blog/agent-margin-watch) Tracks gross margin per outcome daily, classifies compression cause, and forecasts the Jevons cliff. Pricing reviews stop being post-mortems. (agents · 2026-05-07 · 7 min read · toolkit) - [The Pricing Migration Sequence: An 18-Month Quarterly Playbook](https://falkster.com/blog/pricing-migration-sequence) Per-seat is dying, but it pays your payroll. The quarter-by-quarter playbook for moving $20M ARR to hybrid outcome pricing without crashing NRR. (Leadership · 2026-05-07 · 20 min read) - [Against Product Intuition: Why I Stopped Trusting Mine](https://falkster.com/blog/against-product-intuition) Why I stopped trusting my product intuition after 20 years. It is pattern-matching on a world that no longer exists, and AI rotates the patterns faster. (Leadership · 2026-05-06 · 8 min read) - [Board Narrative Drafter Agent](https://falkster.com/blog/agent-board-narrative-drafter) The most expensive document in product management compiled while you sleep. Quarterly board updates from data sources, comp set, and last quarter's narrative. (agents · 2026-05-06 · 6 min read · toolkit) - [The AI Noise Tax. Three Patterns Killing Product Credibility.](https://falkster.com/blog/ai-noise-tax) Three AI patterns I'm done with: LinkedIn 'Claude superpowers' posts, SaaS apps with bolted-on AI sidebars, and PMs claiming prototyping kills empathy. (Leadership · 2026-05-06 · 28 min read · toolkit) - [The Triad Is Dead. Pods Are Dead. Agent Departments Now.](https://falkster.com/blog/triad-is-dead-pods-are-dead) Forrester still talks about human-with-agent teams. Wrong unit. Agents form their own departments and interface with human departments on exception. (Leadership · 2026-05-06 · 4 min read) - [The Dual Transformation Operating Model](https://falkster.com/blog/dual-transformation-operating-model) Two clocks, one product org. Run a legacy SaaS on a six-week rhythm and an agent-native successor on a one-week rhythm without tearing the team apart. (Leadership · 2026-05-05 · 13 min read) - [Pricing Migration Tracker Agent](https://falkster.com/blog/agent-pricing-migration-tracker) Watches every migration account daily, classifies drift type, and recommends a specific intervention. Catch quiet drifters in week one, not week six. (agents · 2026-05-04 · 7 min read · toolkit) - [Build a Discovery Agent Stack: Continuous Customer Listening](https://falkster.com/blog/build-discovery-agent-stack) Discovery agent stack: seven open-source Claude repos turn customer interviews, support tickets, and public reviews into a continuous loop. Install + recipes. (Discovery · 2026-05-04 · 10 min read · toolkit) - [Build a Measurement Agent Stack: End the Dashboard Hamster Wheel](https://falkster.com/blog/build-measurement-agent-stack) Measurement agent stack: seven open-source Claude repos turn dashboards into a daily outcome digest, a variance detector, and a stakeholder update writer. (Execution · 2026-05-04 · 10 min read · toolkit) - [Build a Prototype Agent Stack: PRD to Working Demo in a Day](https://falkster.com/blog/build-prototype-agent-stack) 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. (Execution · 2026-05-04 · 10 min read · toolkit) - [Meet the Agent Operator Team at Falkster.ai](https://falkster.com/blog/meet-the-agent-operator-team) Six new hires at falkster.ai. They manage the AI agents that build the product. They are paid strictly in treats. The team has not missed a single anomaly. (AI Agents · 2026-05-04 · 8 min read) - [The PM Agent Stack: A Bridge to the Enterprise AI Brain](https://falkster.com/blog/pm-agent-stack-overview) 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. (AI Agents · 2026-05-04 · 13 min read · toolkit) - [10 AI Agents I Built That Failed. The Honest Retrospective.](https://falkster.com/blog/ten-failed-ai-agents) Ten AI agents that failed in production: auto-approve expenses, sentiment classifiers, autonomous pricing, stale-docs RAG. The lessons that stuck after each. (agents · 2026-05-04 · 12 min read) - [The CPO's Coalition Map: Why You Can't Run a Migration Alone](https://falkster.com/blog/cpo-coalition-map-essay) Five seats, ninety days, one playbook. The argument that wins each seat in the executive coalition behind any AI-era pricing migration. (Leadership · 2026-05-03 · 3 min read) - [Why "Soft Pivots" Always Become Two Companies in One Office](https://falkster.com/blog/soft-pivots-become-two-companies) Every CPO running a 'gradual transition' to AI ends up running two companies inside one org chart. The five patterns and how to escape them. (Leadership · 2026-05-02 · 7 min read) - [The Cannibalization Playbook: How CPOs Win the AI Transition](https://falkster.com/blog/cannibalization-playbook) The honest CPO move when AI replaces your SaaS: set a sunset, kill the comp asymmetry, pre-sell the gross-margin trough. The seven-decision sequence. (Leadership · 2026-05-01 · 16 min read) - [The Eval-First Product Org: Rebuild Around Quality, Not Velocity](https://falkster.com/blog/eval-first-product-org) Rebuild a product org around evals, not velocity. The Quality Spine, Product Builder pods, Economics Unit, Discovery Network. The 90-day rebuild plan. (Leadership · 2026-05-01 · 10 min read) - [Kill the PRD. The Prototype Is the Spec.](https://falkster.com/blog/kill-the-prd-prototype-is-spec) The PRD was a 2015 solution to a 2015 problem. Three artifacts replace it: a working prototype (built in Claude Code), an eval rubric, and a one-page README. (opinion · 2026-05-01 · 11 min read) - [What Replaces the Product Org in 2028: Ten Predictions](https://falkster.com/blog/product-org-2028) Ten checkable predictions for product orgs by July 2028: median team size six, evals the highest-status skill, hybrid pricing mainstream, APM programs extinct. (Leadership · 2026-05-01 · 12 min read) - [200 PM Job Descriptions Reviewed: 98% Hire for a Dead Job](https://falkster.com/blog/dead-pm-job-descriptions) 200 PM job descriptions audited. 196 could have been written in 2022. The four tells of a dead JD, four tells of a live one, and a before-and-after rewrite. (Leadership · 2026-04-29 · 10 min read) - [The PM-to-Engineer Ratio Is the First Thing AI Breaks](https://falkster.com/blog/pm-to-engineer-ratio) The PM layoffs of 2025 and 2026 are not a skills story. They are a ratio correction. When each engineer ships 3x more, the math that sets PM headcount changes. (Leadership · 2026-04-28 · 6 min read) - [39 PM AI Agents Deployed: What Stuck, What Died, and Why](https://falkster.com/blog/39-agents-stuck-vs-died) An honest accounting of 39 PM AI agents across 4 product orgs in 80 days. Stage skew, cadence patterns, and the failure mode I kept repeating. (AI Agents · 2026-04-27 · 20 min read) - [The Agent Sandbox (PM Version): A Complete User Manual](https://falkster.com/blog/agent-sandbox-user-manual) The agent management system I built to run falkster.ai, now public. Nine views, 39 agents, three workflows, a 4-layer brain. See what an AI-native fleet does. (AI Agents · 2026-04-27 · 23 min read) - [The CPO Mandate 2026: What Boards Expect From Product](https://falkster.com/blog/cpo-mandate-2026) The 2026 CPO board deck: outcome ledger, per-outcome unit economics, eval scorecard, agent inventory, cycle time, headcount-to-output, and willing-to-be-wrong. (Leadership · 2026-04-27 · 9 min read) - [The Seven-Agent Reset: A Lean PM AI Fleet, One Agent Per Stage](https://falkster.com/blog/seven-agent-reset) Starting over: the seven-agent PM AI fleet I'd build today. One per PM OS stage, each with named signals, a single surface, and a quarterly kill-switch test. (AI Agents · 2026-04-27 · 21 min read) - [My Best Product Decision Was a Kill, Not a Launch](https://falkster.com/blog/my-best-decision-was-a-kill) Killing a product feature is the rarest leadership skill. The best decision of my career was a kill, not a launch. The industry rewards exactly backwards. (Leadership · 2026-04-25 · 8 min read) - [Empowered Product Teams Were a ZIRP Feature](https://falkster.com/blog/empowered-teams-were-a-zirp-feature) The empowered product team was a ZIRP luxury, not a timeless truth. With capital expensive and AI shifting the constraint, the orthodoxy is breaking. (Leadership · 2026-04-21 · 7 min read) - [Auto Bugfix Agent: Zendesk Ticket to Reviewable PR in 11 Minutes](https://falkster.com/blog/agent-auto-bugfix) An AI agent that reproduces customer-reported bugs, locates the broken code, writes the fix, adds a regression test, and opens a reviewable PR. (agents · 2026-04-20 · 5 min read · toolkit) - [Instant Prototype Agent: Customer Request to Prototype in Minutes](https://falkster.com/blog/agent-instant-prototype) 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. (agents · 2026-04-20 · 5 min read · toolkit) - [Launch Comms Agent: Six Channels Generated on Every Release](https://falkster.com/blog/agent-launch-comms) AI agent that generates website copy, LinkedIn post, customer email, in-app banner, changelog, and X thread when a feature ships. Six channels, four minutes. (agents · 2026-04-20 · 6 min read · toolkit) - [Signal-to-Ship Cycle Time Agent: Measure PM Velocity Across 7 Stages](https://falkster.com/blog/agent-signal-to-ship) An AI agent that tracks PM cycle time across the 7 stages of the Product Operating System (Sense to Amplify) and surfaces the weekly bottleneck. (agents · 2026-04-20 · 14 min read · toolkit) - [pragmatic-pm-ai-skills Review: A Claude Skill That Tightens PM Output](https://falkster.com/blog/pragmatic-pm-ai-skills) Review of Valentin Brain's pragmatic-pm-ai-skills: a Claude Skill library that makes PM-AI output incentive-aware, evidence-tied, and free of generic advice. (agents · 2026-04-20 · 8 min read) - [The Ten-Day Dev Loop: Three AI Agents Collapsed Our 8-Week Cycle](https://falkster.com/blog/ten-day-dev-loop) How three AI agents (Instant Prototype, Auto Bugfix, Launch Comms) turned a customer Slack DM into a shipped, announced feature in 10 days instead of 8 weeks. (agents · 2026-04-20 · 11 min read) - [KPI Watchdog Agent: Catch Metric Drops and Ship a Fix Prototype](https://falkster.com/blog/agent-kpi-watchdog) A watchdog agent monitors your KPIs hourly, investigates the root cause of any drop, and ships a working prototype fix before you finish your morning coffee. (agents · 2026-04-19 · 11 min read · toolkit) - [The New Org Chart for AI](https://falkster.com/blog/new-org-chart-for-ai) AI coding tools boosted developer output but org velocity stayed flat. Three fixes: engineer adoption, faster review process, and flattening coordination. (Leadership · 2026-04-19 · 11 min read) - [How PMs Ship Their First Pull Request With AI Tools](https://falkster.com/blog/pm-first-pull-request) Four-level PM PR ladder, PLANNING.md templates, PM PR review skill file, and CTO pitch docs. Built from real coaching engagements across B2B SaaS orgs. (Execution · 2026-04-19 · 16 min read · toolkit) - [Your Product KPIs Are Your Job, Daily](https://falkster.com/blog/product-kpis-builders-daily) A product builder without a daily KPI ritual drives with the rear-view mirror. Pick three KPIs, watch them every morning, elevate to OKRs when they slip. (Foundation · 2026-04-19 · 11 min read) - [Mob Prototyping: One Day, One Room, One Prototype](https://falkster.com/blog/mob-prototyping) One day a week, your PM, designer, and engineer build a working prototype together. Cheaper than spec-driven handoffs. Better output than solo prototyping. (Execution · 2026-04-18 · 13 min read) - [Product Builder Job Ladder: Four Fork-Ready JDs from L4 to Principal](https://falkster.com/blog/product-builder-job-ladder) Fork-ready job descriptions for Builder PMs at four levels: L4 to Principal. Scope, architecture, mentorship, and experience floors calibrated per level. (templates · 2026-04-18 · 6 min read · toolkit) - [The PM Role Is Being Rewritten. Are You Rewriting Yourself?](https://falkster.com/blog/pm-role-rewritten) AI-forward companies are hiring for 'Product Builders.' This isn't a quirky experiment. It's the new standard. Here are the six skills that actually matter now. (2026-04-16 · 12 min read) - [Build a PM Second Brain from Meeting Recordings](https://falkster.com/blog/pm-second-brain) PMs forget 90% of meeting context within a week. How to record, transcribe, embed, and query meetings into a searchable knowledge base that compounds. (2026-04-16 · 10 min read) - [I Gave My AI Agents a Performance Review. Three Got Fired.](https://falkster.com/blog/agent-performance-review) If an agent does the work of a team member, manage it like one. The scorecard, the coaching loop, and the firing criteria for the agents on your product team. (AI Agents · 2026-04-14 · 7 min read) - [Stakeholder Communication Agent](https://falkster.com/blog/agent-stakeholder-communication) Generate tailored updates for different audiences: exec summaries, board updates, investor reports, team briefings. All from the same data. (agents · 2026-04-07 · 5 min read · toolkit) - [Retrospective Synthesis and Learning Agent](https://falkster.com/blog/agent-retrospective-synthesis) Extract learnings from sprint retros automatically. Update playbooks, surface patterns, and drive continuous improvement. (agents · 2026-04-05 · 5 min read · toolkit) - [Win/Loss Analysis Agent](https://falkster.com/blog/agent-win-loss-analysis) Bi-weekly analysis of won and lost deals. Extract product insights from sales outcomes. What's winning business, and what's holding you back? (agents · 2026-04-05 · 6 min read · toolkit) - [Feature Adoption Tracking Agent](https://falkster.com/blog/agent-feature-adoption) Daily adoption curves for new features. Identify stuck cohorts and recommend interventions before adoption stalls. (agents · 2026-04-04 · 6 min read · toolkit) - [Automated PRD Generator](https://falkster.com/blog/agent-prd-generator) Convert prioritized opportunities into PRDs automatically. Drafts based on research context, design specs, and technical requirements. (agents · 2026-04-04 · 5 min read · toolkit) - [Automated Release Documentation Agent](https://falkster.com/blog/agent-release-documentation) Auto-generate release notes, customer comms, and doc updates as features ship. Saves hours on documentation and keeps comms consistent. (agents · 2026-04-04 · 5 min read · toolkit) - [Tech Debt Impact and Prioritization Agent](https://falkster.com/blog/agent-tech-debt-analyzer) Weekly analysis of tech debt impact on velocity. Which debt items actually matter? What's the priority order to reclaim speed? (agents · 2026-04-04 · 5 min read · toolkit) - [Testable Assumptions Tracker Agent](https://falkster.com/blog/agent-assumption-tracker) Convert opportunities into testable assumptions. Track validation status weekly. Know which assumptions are holding up your roadmap. (agents · 2026-04-03 · 4 min read · toolkit) - [OKR Progress and Prediction Agent](https://falkster.com/blog/agent-okr-tracker) Daily OKR tracking with outcome scoring. Weekly confidence predictions for OKR achievement. See what's on track and what needs intervention. (agents · 2026-04-03 · 5 min read · toolkit) - [Opportunity Prioritization and Synthesis Agent](https://falkster.com/blog/agent-opportunity-prioritization) Weekly synthesis of all your DISCOVER agent outputs into a prioritized opportunity stack. OST-ready opportunities with impact estimates and dependencies. (agents · 2026-04-03 · 4 min read · toolkit) - [Automated Sprint Planning Agent](https://falkster.com/blog/agent-sprint-planning) Convert prioritized opportunities into user stories and sprint plans every Monday. Accounts for team capacity, tech debt, and dependencies. (agents · 2026-04-03 · 5 min read · toolkit) - [Customer Segmentation Agent](https://falkster.com/blog/agent-customer-segmentation) Weekly updates to your customer segments and personas. Cohort analysis, segment evolution, and behavioral groupings - automatically maintained. (agents · 2026-04-02 · 5 min read · toolkit) - [Customer Interview Synthesis Agent](https://falkster.com/blog/agent-interview-synthesis) Weekly automated synthesis of your customer interviews. Key themes, hypotheses, and actionable insights - without the tedious manual work. (agents · 2026-04-02 · 5 min read · toolkit) - [Automated Customer Journey Mapping](https://falkster.com/blog/agent-journey-mapping) Build rich customer journey maps bi-weekly from session replays, support patterns, and research data. See exactly where users get stuck. (agents · 2026-04-02 · 5 min read · toolkit) - [Every Type of PM Needs a Different Agent Stack](https://falkster.com/blog/agents-for-every-pm) Technical PMs, Growth PMs, Platform PMs, and Product Ops have different jobs. Their AI agent stacks should be different too. Here's what works for each role. (agents · 2026-04-02 · 8 min read) - [Every CPO Job Is a Turnaround: The First 90 Days](https://falkster.com/blog/every-cpo-job-is-a-turnaround) Nobody hires a CPO when things are going well. Every CPO role is secretly a turnaround. What the first 90 days actually require, in the AI-native era. (Leadership · 2026-04-02 · 7 min read) - [NPS and CSAT Deep Dive Agent](https://falkster.com/blog/agent-nps-csat-analysis) Daily and weekly analysis of your NPS and CSAT scores. Segment breakdowns, feature drivers, and what's actually making your customers happy or frustrated. (agents · 2026-04-01 · 5 min read · toolkit) - [Automate Support Pattern Detection](https://falkster.com/blog/agent-support-signal-processing) A daily agent that extracts signals from your support queue: which problems are rising, which segments are hurting, and what real trend lies beneath the noise. (agents · 2026-04-01 · 4 min read · toolkit) - [Claude Skills Every PM Should Build Today](https://falkster.com/blog/claude-skills-for-pms) Skills are the most underused feature in Claude. Here's how to build five that genuinely improve your daily PM workflow - with exact prompts and templates. (scripts · 2026-03-31 · 9 min read · toolkit) - [Founders Don't Want a CPO. Here's What They Want.](https://falkster.com/blog/founders-dont-want-a-cpo) The CPO founder relationship fails for one unspoken reason: founders want their product judgment cloned and scaled without losing control. What I learned. (Leadership · 2026-03-31 · 8 min read) - [Build Your Market Intelligence Agent](https://falkster.com/blog/agent-market-intel) Bi-weekly deep dive into your competitive landscape. Win/loss analysis, market shifts, feature parity, and strategic recommendations so you're never surprised. (agents · 2026-03-27 · 8 min read · toolkit) - [Agent-to-Agent Dispatch: The Product Org Chart Nobody Is Designing](https://falkster.com/blog/agent-to-agent-dispatch) Everyone is building single AI agents for PMs. The real shift is agents handing work to other agents, with the PM as dispatcher. Here is the architecture. (AI Agents · 2026-03-26 · 7 min read) - [The PM Automation Stack: OpenClaw vs Claude vs Everything Else](https://falkster.com/blog/openclaw-vs-claude-pm-automation) OpenClaw went viral. Claude Code went deep. n8n went wide. What each tool actually automates for PMs, what's vaporware, and the exact setup that works today. (2026-03-26 · 12 min read) - [How a 2-Hour Prototype Killed a 3-Month Project](https://falkster.com/blog/playbook-prototype-decision) Five customer calls and a two-hour prototype showed our feature design was structurally wrong. How prototype validation saved 600 engineering hours. (2026-03-24 · 8 min read) - [Build Your Release Checker Agent](https://falkster.com/blog/agent-release-checker) The final gate before you ship. This Thursday agent verifies QA, docs, GTM materials, and sign-offs, giving a clear go/no-go for each feature. (agents · 2026-03-23 · 8 min read · toolkit) - [Two Weeks of Agent Tuning: What I Learned](https://falkster.com/blog/playbook-agent-tuning) My first agent reports were 60% noise. After two weeks of calibration, they became the first thing I check every morning. Every adjustment I made and why. (2026-03-23 · 8 min read) - [From Zero to Weekly Discovery in 30 Days](https://falkster.com/blog/playbook-weekly-discovery) We went from 'we talk to customers quarterly' to 'every PM runs weekly discovery calls.' It wasn't a mandate - it was a system. Here's the 30-day playbook. (2026-03-22 · 8 min read) - [The PM-as-Translator Is Dead](https://falkster.com/blog/rippling-killed-the-pm-translator) For 15 years, PMs were professional middleware reformatting customer input into decks for engineers. AI just stripped away every translation layer. (2026-03-22 · 9 min read) - [What Happened When We Killed Our Most-Requested Feature](https://falkster.com/blog/playbook-killed-feature) 200+ customer requests. Sales demanding it. The CEO mentioned it in an all-hands. We killed it anyway - and activation improved 15%. Here's why. (2026-03-21 · 8 min read) - [Build Your Daily Red Flag Agent](https://falkster.com/blog/agent-red-flag-detection) The first agent every PM should deploy: a morning scan of support, backlog, Slack, and production that tells you exactly what needs your attention today. (agents · 2026-03-20 · 7 min read · toolkit) - [How I Caught a Churn Signal 3 Weeks Early](https://falkster.com/blog/playbook-churn-signal) A Red Flag agent caught a 400% support spike on a tier-1 account. Three weeks later they renewed at full terms. Here's exactly what happened. (2026-03-19 · 6 min read) - [Product Management Without Revenue Made Me Better](https://falkster.com/blog/product-with-no-revenue-model) The highest-stakes product of my career had no revenue model. Mission-driven product management forced pure outcome thinking, the way AI agents force it now. (Leadership · 2026-03-19 · 8 min read) - [The PRD Is Dead. Here's What Replaces It.](https://falkster.com/blog/death-of-the-prd) Product Requirements Documents were a necessary evil in a world where building was expensive. That world is gone. (2026-03-18 · 3 min read) - [The Quarterly Business Review Template That Gets You Promoted](https://falkster.com/blog/quarterly-business-review) A QBR template for product managers: 5-section structure, the metrics leadership cares about, narrative framework, and how to land a clear ask. Free download. (templates · 2026-03-16 · 13 min read · toolkit) - [Build Your Product Health Agent](https://falkster.com/blog/agent-product-health) Daily 4 PM pulse check: engagement, activation, performance, and support trends synthesized into one story. Know exactly where your product stands each day. (agents · 2026-03-15 · 11 min read · toolkit) - [Setup Guide: Connecting Claude to Your Data Sources](https://falkster.com/blog/setup-guide-claude) Step-by-step guide to wiring Claude into your actual work tools via MCP. Based on my production setup at Smartcat. (agents · 2026-03-15 · 10 min read · toolkit) - [Setup Guide: Self-Hosted Agents with OpenClaw](https://falkster.com/blog/setup-guide-openclaw) For teams that need on-premise data control. Same agents, same data sources, self-hosted infrastructure. (agents · 2026-03-15 · 5 min read · toolkit) - [The AARRR Dashboard You Actually Need](https://falkster.com/blog/aarrr-dashboard) Forget vanity metrics dashboards. Here's how to build a pirate metrics dashboard that tells you where your product is leaking value - and what to fix first. (templates · 2026-03-14 · 14 min read · toolkit) - [Build Your Competitive Intelligence Agent](https://falkster.com/blog/agent-competitive-intel) Stop manual competitive research. This agent monitors competitors, tracks customer mentions, and delivers a weekly intel report so you always know your market. (agents · 2026-03-14 · 9 min read · toolkit) - [20 AI Prompts That Replace 20 Hours of PM Work](https://falkster.com/blog/ai-prompts-for-pms) Copy-paste AI prompts for product managers into Claude or ChatGPT. Tested across discovery, roadmapping, retros, and stakeholder updates. Save 20 hours a week. (prompts · 2026-03-13 · 22 min read · toolkit) - [The Guerrilla PM Playbook](https://falkster.com/blog/guerrilla-pm-playbook) No research team. No data analyst. No design support. Here's how to run world-class product management anyway with AI, scrappiness, and 2 hours a week. (frameworks · 2026-03-13 · 10 min read · toolkit) - [OKR Writing That Doesn't Suck](https://falkster.com/blog/okr-writing-guide) Most OKRs are disguised task lists. How to write outcome-focused OKRs that drive product decisions, with templates, anti-patterns, and real examples. (frameworks · 2026-03-12 · 9 min read · toolkit) - [Build Your Team Triage Agent](https://falkster.com/blog/agent-team-triage) Your #team-product channel is a firehose. This agent reads every message, categorizes issues, assigns owners, and surfaces what's unanswered, twice daily. (agents · 2026-03-11 · 8 min read · toolkit) - [Empowered Teams When Your CEO Doesn't Buy In](https://falkster.com/blog/empowered-teams-resistance) Your CEO wants feature roadmaps. You want empowered teams. Here's the guerrilla playbook for building autonomy from the inside without getting fired. (frameworks · 2026-03-11 · 14 min read) - [Prompt Logs Are the New Switch Interview](https://falkster.com/blog/prompt-logs-new-switch-interview) Stop scheduling discovery calls to learn what customers want. They are already telling your AI in plain language. Mine the prompt logs instead. (Discovery · 2026-03-10 · 7 min read) - [Build Your Engineering Capacity Agent](https://falkster.com/blog/agent-engineering-capacity) Engineering capacity agent: flags overloaded engineers, catches PTO gaps weeks early, and tells you if the roadmap won't fit before the sprint starts. (agents · 2026-03-09 · 11 min read · toolkit) - [Running Your First Product Trio](https://falkster.com/blog/product-trio-guide) Product, Design, and Engineering making decisions together weekly, not in a meeting, but as an operating rhythm. How to start even if your org doesn't do trios. (frameworks · 2026-03-09 · 12 min read · toolkit) - [PMs Won't Be Automated - They'll Be Amplified](https://falkster.com/blog/pm-wont-be-automated) The hot take that AI will replace PMs is wrong. But the PMs who survive will look nothing like the PMs of today. (2026-03-08 · 4 min read) - [Build Your Documentation Gap Agent](https://falkster.com/blog/agent-documentation-gaps) Features ship without docs and customers find the gaps. This agent scans tickets and the release calendar to catch documentation gaps before they become fires. (agents · 2026-03-06 · 7 min read · toolkit) - [Shipping Velocity vs Being Right: My Two Years Shipping Zero](https://falkster.com/blog/shipping-nothing-at-microsoft-research) Microsoft Research paid me to ship nothing for two years. It was the best product training I ever got. Shipping velocity is not the same as being right. (Leadership · 2026-03-04 · 8 min read) - [The AI-Powered Weekly Review: A System for PMs Who Ship](https://falkster.com/blog/weekly-review-system) A step-by-step weekly review system that uses AI agents to gather data, surface insights, and prepare your week - in 30 minutes instead of 3 hours. (checklists · 2026-03-04 · 11 min read · toolkit) - [Build Your Weekly Ops Digest Agent](https://falkster.com/blog/agent-weekly-ops-digest) Daily agents catch fires. This weekly digest spots the trends: recurring issues, degrading resolution times, and systemic problems that daily reports miss. (agents · 2026-03-02 · 8 min read · toolkit) - [Build Your Product Ops Agent](https://falkster.com/blog/agent-product-ops) Daily product ops report ranked by ARR at risk: top complaints, feature gaps, usage anomalies, and at-risk customers synthesized from five data streams. (agents · 2026-03-01 · 10 min read · toolkit) - [Build Your Daily Focus Agent](https://falkster.com/blog/agent-daily-focus) Your AI chief of staff: reads your calendar, scans Slack, checks the roadmap, and delivers the 3 things that actually matter today before your first meeting. (agents · 2026-02-28 · 8 min read · toolkit) - [How to Build a Working Prototype in 60 Minutes (Step-by-Step)](https://falkster.com/blog/prototype-in-60-minutes) A concrete walkthrough of building a real prototype with AI - from problem statement to deployed, testable app. With the exact prompts and workflow. (frameworks · 2026-02-27 · 13 min read · toolkit) - [Build Your Customer Commitment Agent](https://falkster.com/blog/agent-customer-commitments) Sales promised a feature by Q2. CS said 'next month.' This agent tracks every commitment, cross-references the roadmap, and flags what is overdue. (agents · 2026-02-25 · 10 min read · toolkit) - [Why Acquisitions Fail: The Integration Autopsy](https://falkster.com/blog/why-acquisitions-die-inside-big-companies) Why acquisitions fail at integration: I watched it three times at Salesforce. The acquired team loses its constraint, inherits parent process, stops shipping. (Leadership · 2026-02-24 · 9 min read) - [Put Stakeholder Updates on Autopilot: The Complete Setup Guide](https://falkster.com/blog/stakeholder-update-autopilot) How to build an AI agent that generates weekly stakeholder updates, project status reports, and exec summaries - so you never write one manually again. (scripts · 2026-02-22 · 18 min read · toolkit) - [Build Your PM Issues Agent](https://falkster.com/blog/agent-pm-issues) Catch slipping features, overdue customer promises, and cross-team dependency failures before they become fires. Scans roadmap and commitments every morning. (agents · 2026-02-20 · 9 min read · toolkit) - [Build Your Product Health Dashboard Agent](https://falkster.com/blog/agent-product-dashboard) Go deeper than daily metrics. Weekly agent analyzing feature adoption curves, cohort retention, engagement depth, and performance trends to shape strategy. (agents · 2026-02-19 · 8 min read · toolkit) - [Build a Customer Feedback Pipeline in One Afternoon](https://falkster.com/blog/customer-feedback-pipeline) Connect Zendesk, Slack, and app reviews into a single AI-powered insight engine. Step-by-step setup guide with code snippets. (scripts · 2026-02-18 · 9 min read · toolkit) - [Jobs to Be Done Has a Half-Life Now (And AI Is Shrinking It)](https://falkster.com/blog/the-job-has-a-half-life) JTBD assumes the underlying job is stable. AI breaks that assumption. Why the job your customer hired your product for is decaying faster than your roadmap. (Discovery · 2026-02-18 · 7 min read) - [Build Your Release Readiness Agent](https://falkster.com/blog/agent-release-readiness) Prevents launch disasters. Checks PRDs, release notes, feature flags, and GTM readiness every Wednesday so nothing ships without proper preparation. (agents · 2026-02-15 · 10 min read · toolkit) - [The One-Pager That Replaced Our PRDs (Template Included)](https://falkster.com/blog/one-pager-template) The exact one-page template we use instead of PRDs. Covers problem, evidence, solution, metrics, and risks - nothing else. (templates · 2026-02-13 · 12 min read · toolkit) - [Build Your GTM Release Monitoring Agent](https://falkster.com/blog/agent-gtm-monitoring) Track if features are ready to sell, support, and succeed. Monitors discovery compliance, beta standards, and GTM materials daily across five readiness gates. (agents · 2026-02-12 · 10 min read · toolkit) - [Leading a Product Team Through Layoffs: What Survives](https://falkster.com/blog/product-leadership-through-layoffs) Leading a product team through layoffs: the cut is not the hard part. Keeping the survivors building is. What I learned running product through three. (Leadership · 2026-02-12 · 8 min read) - [What Happens After Acquisition: My Product Was Killed](https://falkster.com/blog/acquisition-killed-my-product) After acquisition your product often dies, and that can be correct. Microsoft killed the product I built. Here is why it was the right call. (Leadership · 2026-02-09 · 8 min read) - [Set Up a Competitive Intelligence Agent in 30 Minutes](https://falkster.com/blog/competitive-intel-agent) Build an AI agent that monitors your competitors across 8 sources and delivers a weekly brief to Slack. 30-minute setup, no code, runs forever. (prompts · 2026-02-09 · 13 min read · toolkit) - [Build Your Roadmap Progress Agent](https://falkster.com/blog/agent-roadmap-tracker) Your roadmap says in progress but engineering hasn't touched it in weeks. This agent cross-references your backlog against actual dev activity daily. (agents · 2026-02-08 · 10 min read · toolkit) - [Build Your Executive Report Agent](https://falkster.com/blog/agent-executive-report) Auto-generated Monday leadership brief: roadmap status, top wins, key risks, and metrics in a 3-minute read. Your CEO walks in already prepared. (agents · 2026-02-06 · 9 min read · toolkit) - [Run a 15-Minute Sprint Retro That Actually Improves Things](https://falkster.com/blog/sprint-retro-ai) An AI-assisted retro format that gathers data before the meeting, identifies real patterns, and generates action items that stick. (checklists · 2026-02-05 · 16 min read · toolkit) - [What Acquirers Actually Buy in a Startup Acquisition](https://falkster.com/blog/what-acquirers-actually-buy) What acquirers actually buy is not your product or revenue. I sold MVC to Microsoft. They buy a capability, a team, a defensive block, or time. (Leadership · 2026-01-29 · 8 min read) - [The Reorg Is a Product Decision Nobody Calls One](https://falkster.com/blog/the-reorg-is-a-product-decision) Org design product strategy and Conway's Law: your reorg ships more than your roadmap. Why leaders treat structure as HR when it is product. (Leadership · 2026-01-22 · 8 min read) - [Startup Exit Lessons: My $6.5B Win Taught Me Nothing](https://falkster.com/blog/the-exit-that-taught-me-nothing) My biggest startup exit was mostly timing and luck. The failure that returned almost nothing is where the real product-leadership learning lived. (Leadership · 2026-01-15 · 8 min read) - [Your 'AI Agent' Is Probably Just a Cron Job](https://falkster.com/blog/agents-vs-workflows-vs-automations) Most things marketed as AI agents are workflows or automations with a chatbot bolted on. Here's how to tell the difference and why it matters for how you build. (agents · 2024-12-31 · 6 min read) - [Many AI Agents Are Actually Workflows or Automations in Disguise](https://falkster.com/blog/medium-agents-vs-workflows) Automations, AI workflows, and real AI agents behave differently. Knowing which you have prevents inflated expectations and missed opportunities. (agents · 2024-12-31 · 8 min read) - [The AI Revolution Is Faster and Deeper Than the Industrial Revolution](https://falkster.com/blog/medium-ai-revolution) The AI revolution compresses centuries of change into decades. Here's how companies and SaaS providers can adapt before it's too late. (Leadership · 2024-12-28 · 6 min read) - [Is Mob Programming the Right Approach for Your Team?](https://falkster.com/blog/medium-mob-programming) Mob programming promises collaboration and quality, but at what cost? A look at why fully empowered Scrum teams are almost always the better bet. (Execution · 2024-11-22 · 4 min read) - [The AI Product Engineer: One Person Doing What Used to Take a Team](https://falkster.com/blog/ai-product-engineer) AI is blurring the lines between PM, design, and engineering. People who work across all three with AI tools will own the next decade of product. (agents · 2024-11-21 · 6 min read) - [The Rise of the AI Product Engineer](https://falkster.com/blog/medium-ai-product-engineer) AI is enabling one person to own the full product lifecycle. The AI Product Engineer blends PM, engineer, and designer skills - all amplified by AI. (Leadership · 2024-11-21 · 6 min read) - [The Evolution of Product Management Over the Last 20 Years](https://falkster.com/blog/medium-evolution-of-pm) From project coordinators to strategic leaders to AI-powered product engineers. A 20-year journey through PM's transformation and what comes next. (Foundation · 2024-11-15 · 7 min read) - [The Shift from SaaS to Service-as-Software](https://falkster.com/blog/medium-saas-to-service-as-software) Software is evolving from a tool humans use into a workforce that does the work. Here's how the SaaS to Service-as-Software shift changes everything for PMs. (Leadership · 2024-11-01 · 4 min read) - [SaaS Is Becoming Service-as-Software](https://falkster.com/blog/saas-to-service-as-software) Software used to help people do work. Now it does the work itself. This shift changes how you build, price, and think about product. I'm living it at Smartcat. (agents · 2024-11-01 · 6 min read) - [AI Agents and the Future of Work: A Pixar-Inspired Journey](https://falkster.com/blog/medium-pixar-ai-agents) A narrative-style exploration of what happens when AI agents become your coworkers - told through a Pixar-inspired story about Casey and the future office. (agents · 2024-10-26 · 8 min read) - [When Your Data Becomes the Product](https://falkster.com/blog/medium-data-becomes-product) Many nonprofits offer free services but monetize the insights from your data. With AI making deeper analysis possible, the stakes are higher than ever. (Leadership · 2024-10-10 · 5 min read) - [How to Avoid Survivorship Bias in Product Management](https://falkster.com/blog/medium-survivorship-bias) The British bomber study teaches us that the most critical data is often what we can't see. Here's how survivorship bias shows up in PM and how to fix it. (Discovery · 2024-09-11 · 7 min read) - [You're Only Listening to the Survivors](https://falkster.com/blog/survivorship-bias-pm) Survivorship bias is quietly wrecking your product decisions. You're building for the users who stayed and ignoring the ones who left. Here's how to fix that. (Discovery · 2024-09-11 · 6 min read) - [Why Users Don't Know What They Want Until You Show Them](https://falkster.com/blog/medium-visionary-product-development) Feature requests are reactive. Visionary product development means anticipating needs users can't articulate yet - and showing them what's possible. (Discovery · 2024-09-01 · 4 min read) - [Show, Don't Tell: Why Users Can't Describe What They Need](https://falkster.com/blog/show-dont-tell) Feature requests tell you what's broken. Prototypes tell you what's possible. I stopped treating user feedback as a roadmap and started using it as input. (Discovery · 2024-09-01 · 5 min read)