“available exclusively to Lenny's newsletter subscribers.”
Lenny's Newsletter
By Lenny Rachitsky
10 recommend/use · 97 sourced episodes
Every sourced reference
Short attributed excerpts only. Timestamps are approximate.
“available exclusively to Lenny's newsletter subscribers.”
“available exclusively to Lenny's newsletter subscribers.”
“available exclusively to Lenny's newsletter subscribers.”
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“I've written with my newsletter I've written over 200 posts”
“the reason I called my newsletter Lenny's Newsletter is because that was the default recommendation Substack gave me when I signed up”
“if I went to Lenny's newsletter from a Google ad and that's all he has that would be my first touch”
“I have a newsletter post a guest post on how to do a correlation analysis Center regression analysis”
“I do have a lot of guest posts in my newsletter”
“Also, it's become the biggest source of traffic for my newsletter, more so than Twitter”
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“even though my newsletter is called Lenny's newsletter”
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“the reason i did that just to kind of explain that briefly is when i left airbnb”
“that's how life is with this newsletter operation and i highly recommend it”
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AI as Undermind Mirror
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AI as Your Learning Engine
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AI as Your Personalized Just-In-Time Tutor
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Barrels-and-Ammunition Team Design
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Beautifully Simple Pricing
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Behavioral Activation
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Best-Model-First Agent Workflow
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Best-Rep Email Cloning
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Be Your Own First Customer: Internal Tools to Product
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Biggest-Bottleneck Prioritization
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Binding-Receptor Theory of Product-Market Fit
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Bold-Move Leap (Not Moving Is the Risk)
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Boundaries Are What You Will Do
A real boundary is something you will do that requires the other person to do nothing — anything else is just a request
Breath-Taking Questions (Radical Self-Inquiry Prompts)
Journal on questions that scare you — that's where the gold is
Bridging-Based Agreement
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Bring the Insight to Win Over Skeptics
Earn trust from more-experienced people by owning customer insight, not by faking expertise
Broadcast How Leaders Think (Mental-Model Transparency)
Teach your team how key leaders think — not just what they decided — via weekly verbatim-plus-interpretation notes.
Build a Movement, Not a Product
Give people a philosophy to believe in and rituals to gather around, not just working software.
Build-and-Bake: Ship the Same Feature Until the Model Catches Up
Prototype ambitious features now, let them sit, and re-release the same shape each time models leap
Build AND Buy
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Build Champions Before the Offer
The negotiation starts sooner than you think — plant reciprocity and recruit coaches across the org
Builder vs. Information Mover
Diagnose which half of your role AI kills and which half it supercharges.
Build for the Current Model, Prototype for the Next
Elicit max capability from today's model while pre-building the products the next model will unlock
Build for the Exponential (Skate to Where the Puck Is Going)
Build products for the model that arrives in 6-12 months, betting that today's 20%-working features hit 100%
Build for the Model Six Months Out
Design your AI product for the model that ships in six months, not the one you have today.
Build Only at the Magic Intersection
Don't ship what anyone could build off the shelf — build only where model and product uniquely meet.
Build Only Where You Can Be Best (Model Sourcing)
Build in-house only where your unique data or position lets you beat the frontier; otherwise buy
Build Taste by Watching Adjacent Software
Develop design intuition by watching real people use OTHER products, not your own.
Build With, Not For: The Product Lab Cohort
Stand up a permanent invite-only user cohort so no fundamental change ever ships cold.
Build-With-The-Tools Assessment
Don't test people on doing work without AI — hand them the tools and score what they can build in an hour
Build Your Own Senior-Engineer Benchmark
Measure AI honestly by scoring new models against real human experts rewriting your actual broken work.
Bundling vs Unbundling Wave-Reading
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Cannibalize Your Own Product Every 6-12 Months
Make your current product look silly on a fixed cadence instead of only shipping what users ask for
Capability-Value-Scale Software Maturity
New software passes through three stages — what's possible, then what's valuable, then what scales
Cascade the Vision, Delegate the Work
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Category-Attribute Fit
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Category Design: Create Demand vs. Capture Demand
Design your own market category instead of competing for a slice of someone else's.
CDP vs Reverse-ETL Stack Decision
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CEDAF Delegation Framework
A five-part checklist for delegating without lowering your standards — to humans or AI.
CEO-Led AI Adoption Playbook
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Champion-Led Agent Adoption
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Champions at Scale: Manual-to-Machine Word-of-Mouth Engine
Over-invest by hand in early product champions, learn their patterns, then productize those patterns into scalable content.
Chaos to Clarity
Move any big idea from your head to reality one clarity-adding step at a time.
Chop-It-Up AI Collaboration Loop
Don't hand AI one giant spec — specify a little, review a little, repeat in tight loops.
Clarity Over Cleverness
Lean into understood standards instead of reinventing them, and you get leverage for free
Clear-Goal Ambiguity Cut
Because general LLMs can do anything, a sharp key-user + problem + use-case triad is what rules approaches out
Closing the Loop with Community
Systematically collect, route, ship, and close every customer request as a product engine.
Coach vs. Advise Decision
Stop training your team to bring you every problem by knowing when to coach instead of solve
Codify Your Judgment into Prompts (Don't Repeat Yourself)
Turn every piece of feedback you give into a reusable prompt so you never say it twice
Cohort-and-Control Data Reading
Never trust pre/post dashboards — read behavior by cohort and judge changes by variant-vs-control so the macro can't fool you.
Collaborate by Default, Fight Only for Your Ideals
Resolve conflict quietly by default; escalate to open war rarely, only when bad faith threatens what you built.
Column B Thinking
Plan from the dream future backward, not from the bricks in front of you.
Come In Listening, Not Swinging
Earn trust before you inflict change: the first 90 days of a leader inheriting a team.
Communication Is The Job
Impact happens only through artifacts and words — so map the mental model before you speak.
Community-Led Growth: Equip the Champion
The salesperson is the designer inside the company — your job is to make them a superhero.
Competitor-as-Gift Ambition Reset
Turn a competitor's leap into permission to set a goal so ambitious your old way of working can't reach it
Complaint Storms
A team ritual to see your own product with fresh, critical eyes — by first ripping apart someone else's.
Complementary Format Integration
Bring a proven new format into a mature product so it expands, not contorts, the core
Complement-the-Frontier Model Strategy
Don't rebuild foundation models — train small specialty models that attack their weaknesses in speed, cost, and niche tasks.
Compounding Engineering
Spend a little effort now so each repeat of a task is cheaper than the last
Comprehension Over Friction
Removing friction only helps when intent is high; for most of your product the real problem is comprehension
Concierge Manual Onboarding
Hand-onboard every early user one-to-one to manufacture superfans and dodge premature self-service engineering
Connect Before Correcting
Join someone's reality for 30 agenda-free seconds before you ask them to do anything — connection is the bridge to cooperation
Connect-Users-to-Value Journey Staffing
Growth's job is to connect users to your product's value — so staff teams around each stage of the user journey.
Constitutional AI Self-Critique Loop
Align a model to written principles by having it critique and rewrite its own outputs, then train on the fix
Context Loading (Additional Information)
Front-load all relevant task information — and put it at the top for caching
Control the Channel, Pace, and Field
Never negotiate over email; slow it down and pick the room where you win
Conviction-Gated Team Scaling
Start tiny to earn conviction, then staff up enough to actually ship the best version
Conviction-Over-Demand Career Navigation
Stop chasing the most in-demand role; chase the conviction where you can make a dent and learn.
Counterprogram the Narrative (Take a Punch)
When you fear someone thinks less of you, take one small action that proves the opposite instead of litigating the past.
Crazy Big Goals with a Ladder to the Moon
Set an inadequacy-inducing goal, then climb toward it one tiny rung at a time.
Crossing the Chasm from Fear to Joy
Reinvent yourself by manufacturing one small moment of building joy, not by studying harder.
Culture Is What You Do
Make failure genuinely safe by rewarding bold-but-wrong bets in public, not by writing it on the wall
Cut Scope, Not Quality
When time is short, strip features down to the core instead of shipping the same feature badly
Damming the Demand
Compete category-to-category against the status quo, never product-to-product against a rival.
Data-Driven Self-Story Rewriting
Debunk or validate the limiting stories you tell yourself by researching how people actually experience you.
De-Ambiguate Upstream: The Brief as a Prompt
Design is slow only when the brief is vague; remove variables upstream like you'd add context to an AI prompt.
Decompose-and-Ensemble
Break a broad problem into specific tasks, then solve each with a specialized model in an ensemble.
Decompose the Strategy You Disagree With Into Hypotheses
Break a plan you doubt into assumptions, find the one you reject, and design the smallest test.
Deep Work vs. Ping-Pong Day Design
Split every day into deep work and reactive time, and refuse to open Slack before noon.
Defensible Moats for AI Startups
Four durable places to build in AI where foundation-model labs are least likely to squash you.
Define Success Before You Prompt
The clearer your definition of success and failure, the better the work you get from people or AI.
Deflect the Number Question
Never name your figure first; make them reveal the range instead
Delay the Primal Mark
Stay in low-fidelity blocks and conversation as long as possible before drawing anything that looks real.
Delete-First Lean Engineering
On a small team, deleting code beats writing it — audit for features whose maintenance cost exceeds their gain.
Deliberate Understaffing
You can't size a project right, so err toward too few people on purpose.
Design Tenants (Decision-Making Rules, Not Principles)
Replace feel-good design principles with 3-4 opinionated tenants that settle recurring debates for good.
Design the Job to Fit the Person
Stop hunting unicorns against made-up job descriptions; reshape roles around the good people you find
Detach Self-Worth From the Outcome (The Art-Project Reframe)
Pursue the work as a puzzle you enjoy, not as proof that you're somebody
Determinate vs Indeterminate Optimism (Betting Under Deep Uncertainty)
Founders need one specific plan; allocators need many bets and a discount on their own forecasts
Detune Precision by Time Horizon
The shorter the horizon, the more detail; keep long-range plans deliberately hazy to avoid false precision
Diagnose Agent Failure as Structural, Not Stupidity
When an agent does the wrong thing, check its context, tools, and scope — not its intelligence.
Diagnose With Data, Treat With Design
Data tells you where the problem is; only a creative process tells you how to solve it.
Dictate-and-Template AI Story Scaling
Prime ChatGPT with your team's exact template, then dictate context naturally to generate an org's worth of specs.
Dimensionality: Every Strength Is Its Own Weakness
See yourself as infinite dimensions so feedback becomes data, not an identity threat.
Dissolve the Roles: Build Small Builder Teams
Shrink teams and drop role labels so AI-empowered individuals own the whole problem.
Distribution Beats a Commodity Product
When products in a category are basically interchangeable, an adequate product with superior distribution wins
Distribution-First Moat
Solve distribution before you obsess over product-market fit; it is the harder, more durable edge.
Dive-In Career Strategy for a Platform Shift
Facing a disruptive technology, submerge yourself in it and aim to hold at least two of three career pillars
Diverge-Then-Converge Roadmap Reset
On a platform shift: drop the roadmap, keep the objective, let teams go crazy, then pick 4-5 bets.
Documentation vs Storytelling Safety Framework
Sort every AI-video use case into documenting reality (block) or storytelling (enable)
Dogfood-Driven Realism
Be the end user, use your product intensely daily, and never ship anything that isn't useful to you.
Dollar-Driven Discovery
Test the dollar potential of a hypothesis, not just whether customers 'like' the idea
Don't Box the Model In
Give the model tools and a goal, not a rigid workflow — scaffolding gains get wiped out by the next model.
Don't Make Me Think (Reduce Thinking, Not Clicks)
Optimize for the fewest decisions, not the fewest clicks — eight trivial taps beat two fraught ones
Do The Five Fundamentals Harder
Startup success isn't secret knowledge — it's executing the well-known basics far past normal effort.
Earn the Secret by Savoring Surprises
There's no recipe for a breakthrough — hunt surprises at the edge instead of validation
Eigenquestions (Finding the Question That Drives the Answer)
Find the one or two questions whose answers collapse a complex decision into clear quadrants.
Elastic-Demand Career Bet
Invest in domains where making people 10x more productive increases demand rather than reducing it
Elevate a Profession, Not a Category
Instead of creating a software category, make a job into a meaningful identity people will fight for.
Emotional Journey Design for Content
Content is predicting reader reactions: hook them, pace the emotion, make people likable.
Empathize-Then-Invent (The Stories Method)
Listen deeply to users for hours, then build something new — never the literal feature they asked for.
Energy Audit for Your Zone of Genius
Track what energizes and depletes you for two weeks, then redesign your role toward 80% in your gifts
Energy Drivers and Energy Drains Audit
Mine your past for moments that energized or drained you, then turn them into job design requirements
Engineer-Owned Product
Collapse the product/engineering divide by giving ownership to whoever is closest to the problem
Ensembling (Mixture of Reasoning Experts)
Solve the same problem several ways and take the most common answer
Envision-the-Ending Goal Discovery
Surface hidden goals by vividly imagining the finished future first, then reverse-engineering the journey to it.
Equally Disappoint Everyone
In your power years, prioritize by spreading disappointment evenly to protect time for reinvention.
Escaping the Low-Impact PM Death Spiral
Low-impact work begets low-impact work until layoffs — break the cycle by proactively claiming high-impact work.
Ethnographic Insight Over Stated Preference
Observe what customers do, not what they say — AI transcript-reading is not true customer insight
Eval-Driven Product Development
Design the test for your AI product alongside the product, then hill-climb the model against it.
Evals as Articulating Success
An eval is just a clear spec of ideal behavior — the shared language of AI product work
Existing-User Retention & Resurrection Priority
As a consumer subscription matures, the biggest lever isn't new users — it's current-user retention and resurrecting the dormant.
Expand the Pie with Performance Triggers
Break the salary band by making it 'we' and tying pay to outcomes
Explore & Exploit at the Insight Level
Oscillate between finding the right mountain and climbing it — but do it insight by insight, not just at strategy level.
Exponential Bet Allocation
If AI is your core value, shift the growth portfolio from micro-optimizations to large bets
Exposure Hours
Build taste as a trainable skill by quantifying time spent watching real people use products
Exposure Time for Taste
Deliberately spend more time learning than building to develop the judgment AI can't give you.
Extract the Chain-of-Thought, Not the Recommendation
Treat every advisor as an LLM: mine their reasoning, not their verdict, because their answer is trained on a different corpus.
Fail Conclusively (Maximize the Treatment Effect)
Design experiments that kill an idea for good, so no future exec can resurrect it.
Fall-On-Your-Face Taste Calibration
Deliberately push AI past its limits in a safe environment to build a gut feel for what it can do.
Fast-Thinking / Slow-Thinking Org Split
Split product org into a weekly-shipping AI group and a deliberate-infrastructure group so both speeds coexist.
Fear-Origin Audit for Product Bets
Products built from competitive fear fail; audit the motivation before you audit the roadmap.
Fear-to-Agency Reframe
When AI change triggers fear, lean in and ask what's within your control — turn it happening to you into happening for you.
Feedback and Escalations Are a Gift
Withholding feedback is the most selfish thing you can do — and escalations are a gift you chase to true root cause.
Feedback as a Daily Practice: Opt-In, Check Intention, Name the Difficulty
Make feedback frequent and safe by pre-agreeing to it, checking your motive, and admitting it's hard.
Feelings That Overpower Skills
Bad behavior at any age is feelings overpowering skills — set the boundary, then teach the missing skill, don't just punish
Few-Shot Prompting
Show the model examples of what good looks like instead of describing it
Fixed Time, Variable Scope (Appetite-Based Planning)
Set the max time you'll spend first, then design a solution that fits it — instead of estimating a concept.
Focus With Guardrails
Concentrate on one channel but set abandonment criteria up front so you know exactly when to move on
Follow the Breadcrumbs and Calibrate Urgency
Act fast on an exec's subtle hints, but ask how strongly they actually feel first.
Follow-the-Workflow Expansion
Find your next product by tracing the user's end-to-end journey and carving out the steps that overload your core tool.
Force a Choice, Not a Comparison
Be the world's first banana, not a 10x better apple
Format Malleability: Any Input, Any Output
Stop shipping content in one format — give people the power to remix knowledge into the medium they're in the mood for
Frame, Name, Claim the Problem (Languaging & Point of View)
Use new language to reframe a problem so people see it differently and want a new solution.
Framing (Setting the Boundaries)
Narrow a fuzzy request down to the specific problem worth solving before you design any solution.
Freemium Decision Framework (What to Make Free)
Make a feature free if it drives your growth model; gate it if it creates friction for growth.
Freemium Two-Product Rule
Make the free tier good enough to spark word of mouth and the paid tier different enough to justify upgrading
Friction Logging
Adopt a specific user's identity, walk your own product end-to-end, and log every point of friction.
From Brick Layer To Architect
Reclaim the 10% of high-leverage architecture work by delegating the 90% of implementation to AI.
Frozen Competence: Where Human Value Survives
Models commoditize yesterday's competence; your value is using that cheap competence to make something new.
Frustration-Log Micro-Tool Ideation
Beat the idea crisis: log a week of frustrations, then build tiny AI tools to kill them.
Full-Stack Relationship Orgs
Replace support, success, research, PR and marketing with two teams that own a human relationship end to end.
Full-Value Free Sampling (Reverse Free Trial)
Make your free product a live, rationed taste of everything paid can do — not a walled-off basic tier.
Fundamentals-First Hype Filter
Engage the technology, run the real-world numbers, then reject the totalizing claim, not the tech
Future-Proof MTA Data Collection
Instrument first and last UTMs on day one so you can move to multi-touch attribution without waiting.
Game Design, Not Gamification (Build Toys, Then Games)
Make software fun by designing real toys that reward playful exploration — not by bolting on points and badges
Gamification's Three Pillars: Core Loop, Metagame, Profile
Durable habit-forming products stand on three legs: a tight core loop, a long-horizon metagame, and an accumulating profile.
Generalist-With-A-Superpower Hiring
Hire people who care obsessively, have a generalist brain, and one absolute superpower — then trial them for a week.
Give-It-Away Growth Engine
Reclassify free product and AI costs as marketing spend, then give the product away to your best distributors
Give It Your Hardest Task
Evaluate a serious AI tool on your gnarliest real problem, not a dumbed-down toy.
Goal-Driven Company Structure
Cascade a mission into pillars into yearly goals so the work you fund IS the mission.
Goal-Talent-Purpose-Process: Managing People and AI With One Playbook
Treat managing agents like managing people: same four levers, different resources.
Go From Strength to Strength (Don't Design by TAM)
Bet on the trend that expands the market, not the market size that exists today.
Go Narrow to Grow Wide
Serve one narrow audience exceptionally well first; expansion opportunities reveal themselves later
Greedy-but-Smart Compute Allocation
Throw hundreds of dollars of inference at high-value problems — the value-to-cost ratio is absurd in your favor.
Group UX Review and Walking the Store
Taste the soup together — experience the product as a group, log issues live, then debate each one.
GROW Model for Powerful Questions
Four question categories that let people solve their own problem and walk away with a concrete next step
Growth Team as a Rigor Forcing Function
Hire a growth leader early — the second-order effect is that it exposes everything you haven't measured.
Guild Nights
Six interesting people, one topic, at your house, catered — the highest-ROI network you can build
Habit-Formation Model for Team Behavior Change
Drive team adoption (e.g. of AI) with behavioral psychology, not education: consistency, low friction, and a powerful reward loop.
Harder Is Easier (The Figure-It-Out Principle)
Commit to the costly right thing up front, and the trust it earns makes everything else easier.
Head-Heart-Hands Micro-Experiments
Change yourself by running the tiniest possible experiment and reading the result through head, heart, and body.
High Agency, High Accountability
Pair the freedom to solve problems your own way with clear ownership of the hypothesis and the outcome.
High-Ceiling Market Test
Attack markets with a high ceiling and easy switching; incumbents win only where there's little left to build.
Hills-and-Valleys: Getting Value From Probabilistic AI Tools
Be patient and explicit, start small, and learn where the model is strong vs weak
Hire an AI Operations Lead
Give one person the dedicated job of automating everyone else's repetitive work with AI
Hire an Organism of Strengths
Interview for three universal traits and compose a team of complementary strengths over hiring the most optimal individual stars
Hire by Repelling: The Distinctive Bat Signal
The best talent magnets deliberately turn some people off — clarity on who you're NOT for is the point
Hire for Autonomy: References, Real Work, and Default Trust
You'll be in none of the decisions that matter — so hire people you can hand autonomy to, and verify via references.
Hire for Clarity-from-Chaos
Screen for fire-in-the-belly, high agency, and the ability to create clarity out of chaos — proven by work trials
Hire the Deputy, Not the VP
Hire two gritty early-stage sellers from an analogous company, not a professionally rich VP.
Hire Yourself First (Build in Public)
Do the job professionally in public before anyone hires you — then the hire is just changing the vehicle.
Hiring for the Extra 20%
Skills are table stakes — screen for the people who'll chase the real outcome, using lateral personality signals
Hoard What You Know How To Do
Keep a searchable backlog of verified, working experiments so agents can recombine them into new solutions.
Hold the Mindset Loosely, Stay Attached to Growth
Keep the growth, hold the 'mindset' loosely — nailing it down turns growth into a fixed mindset
How Might the Opposite Be True
Break a scarcity or false-tradeoff frame by forcing yourself to argue the reverse
Human-Voice Launch Copy
Write your tagline and launch page the way you'd describe the product to a friend, not like a PR person
Hunting New Bottlenecks When AI Writes the Code
When AI removes the coding bottleneck, constraints shift up and downstream — go find them.
Hyperrealistic Work-Like Activities
As orgs grow, work supply runs out and people fill the gap with fake work that looks exactly like real work
Hypothesis-to-Data Over Strategy
For most PMs, strategy is overrated — your real job is to shrink the time from hypothesis to data.
I Believe You + I Believe In You
For anyone struggling, pair 'I believe you' (one foot in the hole) with 'I believe in you' (one foot out) — doing both at once is magic
ICE Prioritization
Score every experiment idea on Impact, Confidence and Ease to run a high-velocity testing program fairly
Identity Threat to Curiosity
Your worst behaviour comes from identity threat — turn the clench into 'fascinating, tell me more'.
Impact Estimation in the Unit of Your Goal
Prioritize by estimating each option's impact in the exact same unit as your team goal, not an abstract score.
Impact-Over-Output Operating Model
Measure teams by validated impact on customers, not by features shipped — and prove the needle moved
Inside-Out Leadership Circles
Lead from the center out — self first, then one-on-ones, teams, and the business — because external fuel cracks.
Instrument-and-Improve S-Curve Prioritization
Let retention curves and diminishing returns tell you when to optimize and when to bet on something new
Internal Tools as a Product (The Crying Octopus)
Run your dev-productivity team like a product team: monthly surveys, hard metrics, and one-click paper cuts.
Internal Virality for Alignment
Get a big org aligned by making a prototype go viral inside the company instead of grinding stakeholder meetings
Interview for Design in the DNA
Before joining, verify the founders valued your function from the very beginning; it can't be grafted on later.
Irrationally Optimistic, Uncompromisingly Realistic
Push hard toward a future you believe in while killing your own hypotheses as data arrives
Job Prototyping via Informational Interviews
Treat yourself as a product: prototype many roles wide, interview people who hold them, then narrow
Job Seeker Signal Playbook
Win a recruiter's search by broadcasting two signals: proven skills and clear intent
Jobs-to-Be-Done Agent Mapping
Bring order to AI chaos by listing every stakeholder's jobs-to-be-done, then mapping agents onto them.
Jobs-to-Be-Done Interrogation (The Big Hire)
Interrogate the moment someone first hired your product to find the real cause of usage
Just-in-Time Planning
Shrink long roadmaps to a lightweight monthly priority list and grant explicit permission to kill dead processes.
Kind and Candid
Reframe candor as an act of kindness so you actually deliver the hard message.
Knowledge-Work End-State Idea Generation
Pick an area of knowledge work and reason forward to its end state as AI matures — then build for that.
Know When to Quit (Anti-VC-Persistence)
Winners hit big fast; if year 4-5 isn't screaming growth after a pivot or two, reset the clock.
Label the Process Stage, Not the Polish
A production-looking prototype no longer means it's production-ready — say the stage out loud
Latent Demand Mining
Watch for people jumping through hoops to make your product do something, then make that the smooth path.
Latent Demand Product Discovery
Find your next product by watching people misuse your current one for something it wasn't designed to do.
Laughably Small MVP Under High Stakes
Ship the smallest possible thing even for high-stakes problems — it delivers impact and reveals what to actually build.
Leader Dogfooding for Product Pulse
Live and breathe your product as a real user (or meet customers) and trust the anecdote over the dashboard.
Lean-Into-Organic-Sharing Virality
Don't manufacture virality — instrument where users already share, then make those exact moments 5-10x more delightful.
Lean Into Your Spike
In the AI era, double down on your unfair advantage and stack disciplines to become a unicorn
Learning Curve, Environment, Problem
Evaluate whether to stay in or leave a role using three questions, not job titles
Learn the Tokens, Not the Depth
In the AI era, master the symbolic vocabulary of a domain rather than its exhaustive depth
Legibility, Actionability, Authenticity
Three tests any goal must pass, regardless of whether you call it an OKR.
Lego Brick vs Lego Box (Selling Solutions Up-Market)
Sell ready-made solution boxes to move up-market while still building composable bricks behind the scenes.
Leverage Your Leaders
Stop proving you can do it alone — make it cheap for your manager to unblock you.
Lightning Strike Go-to-Market (Supers, POV & Word of Mouth)
Concentrate firepower on super consumers with a reframing POV to ignite word of mouth.
Live in the Future and Notice What's Missing
Don't try to think of a startup idea — get out of the present so ideas find you
Live in the Future, But Not Too Far
Hold the far-future vision, but land with users where they already work today.
Live Shaping Session
Put product, a senior engineer, and a designer in a room to sketch and break ideas until one is clearly buildable in the appetite.
LNO Framework
Match your effort to each task's leverage, neutrality, or overhead
Magic Lenses
Evaluate competing implementation paths by plotting each through the eyes of the advisers you wish you had
Magic Questions (Statements That End in 'Do You Agree?')
To understand how someone thinks, feed them statements ending in 'is that right?' rather than asking open-ended questions.
Maintain Noise in the Market
Ship every day and talk about it constantly so the product feels alive — with tiered big launches on top
Make the End User Feel Like a Winner
Design agents that don't just do tasks — they make the user look good and feel like a winner.
Make the Other Mistake (Prompting for Brutal Feedback)
To get honest AI critique, over-correct toward brutal — the model won't actually overshoot.
Make the Unconscious Conscious to Fix a Team
Teams break on the leader's unsorted baggage, not on talent, strategy, or execution
Manager-as-IC Onboarding
New managers ship as individual contributors first — and keep doing it — before and while they manage people.
Manager Visibility via an Always-On Agent
Enlist a standing AI session across all repos and channels to stay on top of 8x throughput and drive conversations.
Manage Up by Sharing Your Point of View
Bring your manager a recommendation to react to, not an open question to solve.
Manufactured Dogfooding
Invent internal reasons for every function to live in your product — quality follows hours logged.
Many Bets, Charge Early
Maximize the number of fast bets, then force a verdict by asking the customer to pay a lot — now
Marginal-Impact Reasoning Under Tail Risk
Prioritize catastrophic low-probability risks by expected value and by how few people are already working on them
Mastering B2B Negotiations Through Value
Extract full value from every deal via gives-and-gets, value selling, and disciplined negotiation tactics.
Match the Medium to the Point
When implementation is cheap, the skill is choosing document vs prototype for the point you're making
Measurements Are Not Insights (Instrumentation for Analytics)
Turn raw metrics into segmented, causal insights you actually act on.
Meet-The-Customer-Where-They-Are Marketing
Put your product into the customer's context and re-tune the message for each adopter tier and market.
Micromanage the Decision, Not the Operation
Sweat only the few details that matter for the customer — control the decision, delegate the doing.
Middle-of-Funnel Lead Pooling
Build a growing pool of aware, engaged leads — via freemium — and let them convert on their timing
Minimum Awesome Product
Ship fast, but not naked: an MVP needs one awesome thing and a visible vision, not just adequacy.
Minimum Lovable Product
Viability is no longer enough — the bar is a product people love and want to talk about
Minimum Lovable Product Ladder
Replace the MVP with a three-rung ladder: minimum lovable, lovable, absolutely lovable.
Minimum Viable Experiment + The Dogfood Gate
Ship the cheapest version of an experiment — but use it yourself before you trust its null result
Mirror the Founder's Intensity (Fight Entropy)
Every management layer leaks intensity; your job is to mirror the CEO's, not buffer it.
Mission-Above-Product Prioritization
Route every cross-org tradeoff through a single shared mission so decisions are fast and everyone stands behind them
Mission Drive Audit
Prove you're mission-driven by showing you cannot profit except by achieving the mission.
Mission-Protective Provisions Playbook
Lock in founder and mission protections now, while you still have the leverage to do it.
Mixed-Initiative Contextual Assistance
Surface AI help at the moment it's relevant instead of interrupting with notifications.
Mochary's Script for Difficult Conversations
Defuse the amygdala by warning first, delivering the message, then letting the person release emotion.
Model Casting by Personality
Route each task to the model whose 'personality' matches, and split plans to fit
Model Introspection Harness Repair
When an AI agent misbehaves, ask it why — its explanation reveals the harness gap to fix
Model Maximalism
Build at the edge of what models can barely do — the next model will make it sing.
MOO — Most Obvious Objection
Spend two minutes pre-empting the objection you'll obviously get, and stop feeling blindsided.
Move the PMF Score: Reposition + Speed to Value
Raise a low product-market-fit score without changing the product — refocus expectations and collapse time-to-value
Must-Have Benefit Excavation
A three-question survey sequence that turns 'they like it' into the exact hook that acquires customers
Naturally Hedged Product Portfolio
Build products that make money in opposite macro conditions so troughs in one are peaks in another.
New-Idea Validation Bar
Prove real demand with 'duct tape', then prioritize ideas by pain-point sharpness and reach
Nine Nos For Every Yes
Guard product quality with creative restraint — every feature you say yes to is a puppy you must care for forever
NLX: Designing the Natural-Language Interface
Conversation is an interface with real constructs — design it, don't just let the model lead
Non-Violent Communication (OFNR) for Difficult Conversations
Observation, feeling, need, request — get mutual understanding instead of trying to win the argument
Observe Users, Don't Just Ask Them
Watch what users actually do, because watching your assumptions get crushed beats any interview
Obsolete Yourself
Treat every repeatable thing you do as something to replace with software or an agent.
Onboarding Leverage For Robust Products
Use customized onboarding to reconcile simple-enough with pro-grade, and unlock 2-4x activation
One Agent Per Lane
Beat context overload by running many narrow, purpose-built agents instead of one do-everything agent.
One-Page Plan and Operating Rhythm
Put vision through quarterly goals on one page, then meet in a rhythm to reflect on it
One-Step-Away Team Goals
Set your team's goal exactly one why-statement or one math operator away from a company goal.
One-Week Top-1% AI Fluency Sprint
Pick a real problem and spend one full week taking it end-to-end with AI — that alone puts you in the global top 1%.
Opinionated Simplicity
Ship one compelling opinion instead of ten confusing options — you learn faster being wrong than being neutral
Opinion-Based Decisions for 1.0 Products
For a first-of-its-kind product, empower a tiny 'tastemaker' team to make gut calls — data can't yet exist.
Optimize for Learning: The Impedance-Match Career Test
Choose roles by where you'll learn most and whether the mission truly matches how humans are wired.
Optimize the Second Screen (Post-Click Leverage)
Everyone crowds the ad; the compounding wins sit on the page people land on after it
Optimizing for Feelings
Name the emotion the product must evoke, build to that, and use metrics only as an honesty check.
Options-With-A-Recommendation Pushback
Never say yes or no to stakeholders — present options, trade-offs, and one clear recommendation.
Orange and Red Priorities Planning
Leaders name the non-negotiable 'big rocks' up front, then teams plan around them
Output-Toward-Outcome Measurement
Don't forsake motion for progress — keep asking whether the metric you climb still serves the outcome.
Paid Readiness Diagnostic
Read a company's funnel to judge whether paid can be a profitable channel or only a learning tool
Pain-Plus-New-Technology Idea Selection
Judge what's worth building by pairing a habituated pain with a newly-arrived technology that can finally solve it.
Parallel Draft Divergence
Start one idea 4-5 times in parallel, each with more precision, then pick the obvious winner.
Passion-Project Learning (An Eval for Your Life)
Learn new tech by picking one passion project that forces you to touch everything you need to learn
Patient-Then-Floor-It Hiring
Be obsessively patient hiring the founding team; step on the gas the moment demand exceeds what you can handle
Pattern-Breaking Inside a Big Company
Make small bets that can fail a lot — and hide them from the mother ship
Pivot to the Burning Problem
Founders are usually too anchored to their own product vision — index to the customer's real fire instead
Planning in Seasons
Replace rigid roadmaps with secular 'seasons', loose quarterly OKRs, and deliberate slack
Play-First AI Fluency
Build real AI intuition by playing — invent fun side projects, use everything, and share the artifact not the doc.
Poor Man's Fine-Tuning (Few-Shot + Role Priming)
Steer a model with in-prompt examples and a role identity instead of a full fine-tune.
Portfolio Hiring: Range Over Style
Hire designers on portfolio alone; wide range proves a designer, a signature style reveals an artist.
Positioning Before Pricing (The Single-Attribute Position)
Own one clear position that is unique, available, and reinforces your product strategy — then let it dictate price
Positive Delusion, Bounded by Learning
Assume everything is possible until proven wrong — but keep learning what's actually possible.
PR and Launch Strategy: Credibility Over Leads
Treat PR as a credibility asset for hiring and cold outbound, and replace one big launch with a cadence of launches.
Precision Prompting for AI Builders
Never tell the AI 'it doesn't work' — state exactly what you expected and which parts do and don't.
Presume Radical Uncertainty (The 1997 Lens)
Treat an emerging platform as if it were 1997 for the internet: assume most of it doesn't work and you can't yet name the winners
Price-Elasticity Three-Response Model
When a technology makes something cheaper, work out which of three demand responses your market will take
Principles-First Product Design
Set non-negotiable principles up front — voice of the people, no override button, full transparency — and never bend them.
Principles for Building Trustworthy AI Products
Match UI confidence to data quality, be transparent about sources, and design virtuous data cycles.
Problem-Cause-Solution First-Principles Framework
You can't solve a problem directly — break it into ranked causes, then solve the biggest
Problem-Centered Wedge
Ignore competitors; find an unsolved painpoint people will pay to fix, then expand.
Problem-First, Wheelhouse-Checked, Unit-Economics-Proven
Three gates a product idea must pass before you build the solution you already fell in love with.
Problem-People-System (PPS)
Diagnose a systems request by problem and people first, never jump straight to the tool.
Product as Organism: the metabolic loop
Treat an AI product as a living system that ingests signals, tunes on rewards, and improves with every interaction
Product-First, Add-AI-Later
Design the end-to-end product experience first, then add AI to solve specific problems — never retrofit AI into a broken flow.
Product-First AI Prompting
Steer AI builders by describing the end-user experience ambitiously, then iterate like you're coaching a collaborator
Product Scrapbooking
Continuously file every real-world clue about every opportunity so it's ready when the roadmap arrives.
Project-Chosen Leads and the Mutt Hire
PM is a role on a project, not a department — and you staff it with multi-disciplinary makers, not title-holders.
Prompt Decomposition
Make the model list the sub-problems first, then solve each before the whole
Prompt Injection Defense Stack
Stop trying to fix injection with prompts and guardrails — mitigate at the model level
Prompt Sets Are the New PRD
Communicate product ideas by building the prototype, not writing the doc — demos before memos
Prove-It-At-Every-Step Rollout
Never take the next expansion step until the data from the last one has already convinced you.
Pseudonymity for Honest Contribution
Let contributors stay anonymous — people cross partisan lines far more readily when their name isn't attached.
PSHE Career Growth Framework
Evaluate talent by how far up the Problem-Solution-How-Execution ladder they operate.
Pull-Based Product-Market Fit
Be stubborn on your thesis but open on its form — chase the customer who is surprisingly easy to sell, not the one you must force
Pull the Thread on New Tools
Judge a new AI tool by where it'll be in a week or a month, not where it is on day one.
Punch Above Your Weight: Trust Signaling for Small Startups
Use small, cheap signals of polish and legitimacy so large customers trust a tiny company with big contracts.
Pushes and Pulls Compass
You only truly change jobs when a set of pushes builds enough energy and pulls point the direction
Query Fan-Out Content Strategy (AEO/GEO)
Win AI answers by understanding that a machine, not a person, is doing the searching behind every response
Radical Transparency Operating System
Share every metric with every employee to put everyone's brains on the challenge, not just their hands
Radical Trust Building
Not radical transparency — let people know you as humans, so the permission dialog gets the benefit of the doubt.
RAG Data Preparation Over Database Tuning
The biggest RAG quality wins come from preparing data for retrieval, not picking a database.
Ramble-Mode Onboarding
Onboard an AI agent by voice-rambling everything you need, not by wiring up APIs and structured fields.
Randomized Tiered Trial for AI Productivity
Measure whether AI tools help by running a randomized trial split across performance tiers.
RAPID + Five-Day Escalation
Name one decision-maker and put a clock on every unresolved decision
Read Before You Retract: AI Incident Triage
When your AI product goes viral for something alarming, diagnose the audience's reaction before you touch the product
Reading Your Own Critics
Read every criticism carefully, believe none of it blindly — you know more than the critics do.
Reason About It Like a Human
To design or debug AI behavior, ask what an equivalent human would do in the same situation.
Red/Green TDD for Coding Agents
Force agents to write the test first, watch it fail, then pass — the compressed prompt is just 'red/green TDD'.
Re-establishing Product-Market Fit (Stacking S-Curves)
When growth plateaus, throw away the roadmap, sacrifice impact for learning, and rebuild PMF for the next audience.
Rejection-as-Refinement Pitching
Treat every investor 'no' as free feedback and pre-answer it in your next deck.
Reset Through Better Abstractions
Don't fear throwing work away — a better abstraction compounds and recovers sunk cost fast.
Resting in Motion
Treat the busy, working state as your normal baseline so heavy long-term work stays sustainable
Ride the Models
Stay valuable in AI by playfully applying each new model to your own work and re-testing what it couldn't do before.
RLAIF Reward Design
Have an expert define success criteria and a rubric once, then let AI reinforce the capability — more scalable than labeling examples
Root-Cause Tooling Post-Mortem
When AI botches something, ask what in its prompt caused it — then patch the tooling
Running Products via the Daily Meeting
Assign one owner to an urgent problem, give them unlimited resources except time, and force a daily report until it's solved.
Run Toward the Hard Use Cases
Don't disable high-stakes uses to avoid downside — engineer them to be great
Sales Then Logistics
Sell the why before you explain the how, or your ask gets crickets.
Scope-by-Time Traps
Box work by a fixed deadline, cut scope to fit, and ship early enough that the feedback is 'this is premature'
Second- and Third-Order Effect Mapping
In connected systems, trace a change's ripple effects before you ship it
Seek To Not Be Needed, But Be Valuable
Build a self-reliant team that's resilient to chaos by systematically removing yourself as a dependency.
Self-Criticism Loop
Get the model to critique its own answer, then implement its own critique
Separate Behavior From Identity (Good Inside)
Say 'this is a good person who is late' — split who someone is from what they did, so the conversation can actually be about the behavior
Shed Your Superpowers at Each Scale
The strengths that got you here can become damage at the next phase — constantly re-evaluate what your role actually needs
Ship-Fast Operating Model
Lightweight bottoms-up planning, PM-light teams, and iterative deployment in a fast-moving domain.
Ship Fast Without Breaking Money
Reject the reliability/velocity trade-off: automated gauntlet, ramped exposure, and remediations ahead of roadmap.
Ship-in-Research-Preview Speed Loop
Cut idea-to-user time from months to a week by branding launches as previews and pre-wiring the launch chain
Ship-to-Learn: The Emergent-Product Loop
When product properties are emergent, launching is how you discover them
Show Me the Apparatus Test
A value is only real if there's an expensive apparatus that enforces it every time, no exceptions.
Shrink the Change to Build Trust
De-risk a scary idea into a two-week experiment with a fixed check-in date.
Signposting
Use structural cue-words to guide the reader through your writing without heavy formatting.
Single Decisive Reason (SDR)
For any important decision, isolate the one reason that alone justifies it — a pile of weak reasons is a red flag
Single-Owner Review Limits
Cap reviews, approvals, and meeting size so one accountable owner drives the pace
Situation-Behavior-Impact Feedback
Deliver hard feedback as an undeniable subjective observation, not a verdict
Skills-First Hiring
Rebalance a stuck labor market by matching people on transferable skills, not job titles
Slow vs Fast Decisions
For any reversible decision there's no right or wrong — only slow and fast — so decide fast and correct fast.
Software Is Not a Moat
Any feature you ship can be cloned; build ecosystems, platforms, and hardware that can't be copied.
Solution Deepening vs. Market Widening
Classify every build as deepening the product for current users or widening it to new ones — to diagnose 'why we feel slow'
Solve Before Scale
Run in a distinct 'solve' mode before you ever switch to 'scale' mode
Solve the Problem Behind the Problem
When an agent can't do a task, escalate API-to-browser, then reframe to the underlying need it can solve.
Speak Accurately (Avoid the Single-Minded Martyr)
Match your stated confidence to your actual evidence — neither overreach nor over-hedge.
Spec-as-What-Good-Looks-Like Verification
Check your definition of good into the repo so AI code review can automatically validate work against it.
Spiritual Holding Company (Mission Guardian Selection)
Give the mission its own sovereignty by appointing a renewable guardian that outlives any founder.
SPOTAK: Decoding Hiring Intuition
Trust your gut on candidates, then use six traits to translate that gut into words others can act on.
Stated vs Revealed Preferences: Holding Conviction Through User Outrage
When users scream and keep refreshing, believe the behaviour — then debug details, not vision.
Steering AI to a Non-Obvious Strategy
AI gives predictable strategy when asked lazily — enumerate every input first, then make it argue back
Step-Wise Eval Design for Multi-Step AI Apps
Don't evaluate agents end-to-end; put an eval on every step until you hit coverage.
Stewart Plus Two More
Never bring one option; show a Goldilocks three and hold the rest in the appendix.
Stickiness Over Moats
Stop chasing barriers competitors can't cross; build accumulating value they can't easily replace.
Stop Churn Before It Happens
To stop churn, acquire customers who won't leave — churn is an acquisition problem, not a save problem.
Strategic Friction
Add friction that helps a user understand why the product is for them; cut friction that doesn't
Strategic Technical Debt as Leverage
Startups should take on technical debt on purpose — it's how you outrun bigger companies
Strategy Activation via Crossing the Chasm
Treat internal strategy rollout as an adoption curve — over-communicate the why and manage early adopters vs laggards
Strategy Not Self-Expression
Feedback's goal is behavior change, so cut everything that doesn't serve it — usually 90%.
Street-Smart Decision-Making
Give the customer's perception as much weight as your logic — model the narrative, not just the numbers.
Strike Down the Blockers (Time to Value)
Removing what stops adoption beats adding shiny features; hunt blockers and watch the retention graph move.
Stuck-Point Scaling Law
Reliably improve an AI system by hunting where it gets stuck and tuning those spots with a fast feedback loop.
Sturdy Leadership (The Three Pilot Announcements)
Validate someone's experience as real without being overwhelmed by it — like a pilot who contains the cabin's fear and flies the plane
Subscription Funnel Benchmarks
Category-dependent conversion thresholds for judging whether a subscription funnel is healthy
Super Agent With a Forward-Deployed Human
Give the whole company one shared agent, owned by a human who keeps it working — not personal agents for everyone.
Superpower Excavation from Peak Stories
Find your true strengths by overlaying three peak-experience stories and spotting the theme that recurs.
Support-Rotation Content Backlog
Mine support tickets for recurring confusion, then rank-order self-serve landing pages that answer them
Survival Before Thriving
Make asymmetrically positive bets and protect the enterprise — you must survive long enough for timing and insight to arrive
Synthesis-to-Meme Storytelling
Turn scattered inputs into one distilled idea leaders can repeat from memory in a meeting.
Systematic Customer Conversations
Build a lightweight, repeatable system to talk to customers by phone on a regular cadence.
Systems-First Scaling (One to 100)
Once you have product-market fit, go slow to go fast: build the systems before you hyperscale.
Systems Over Headcount (The Small Bus)
Solve with better systems and talent density instead of adding people; a smaller bus turns faster.
Tactical Retention & The Cancellation Flow
Fix the 25-40% of churn product teams ignore — payment failures, off-boarding, cancel flows
Task Loss, Not Job Loss
Your job won't vanish — analyze it as a bundle of tasks and keep swapping the tasks AI absorbs
Tasks, Not Problems
Delegate to AI agents by handing them scoped, verifiable tasks — never open-ended problems.
Task vs. Job Automation Test
Before predicting a role's automation, ask whether the automatable task IS the job or just one piece of it
Technology-First Discovery with a Shape Hypothesis
When you start from a capability instead of a problem, form a hypothesis about its shape before you ship it
The 1,000-Experiments 'What Would Need To Be True' Goal
Set an audacious experiment-volume goal — not to hit it, but to force the conversations that unlock a whole experimentation culture.
The 100%-or-Nothing Automation Rule
An automation that works 95% of the time isn't an automation — push it to 100% or don't rely on it
The 10-to-1 Input/Output Kill Test
When you pour 10 units of effort in for 1 unit of output, the project has run its course.
The 10 Traits of Great Product Managers
A definition of what the PM job actually is — facilitation, execution, and impact — not a career ladder.
The 10x Leverage Desk
Spend your finite time only on problems with 10x positive or negative impact — and physically move yourself into the details until they're solved.
The 20/80 Marketing Review Checkpoints
Two aligned checkpoints — strategy at 20%, execution at 80% — so process speeds you up instead of slowing you down
The 20/80 Willingness-to-Pay Axiom
20% of what you build drives 80% of willingness to pay — and it's usually the easiest 20% to build.
The 2-of-3 SEO Opportunity Audit
Decide if SEO is worth pursuing by checking three angles and time-boxing the test to three months
The 30-Day Agent Training Loop
Ingest your docs, then correct the agent an hour a day for 30 days until it performs like your best rep.
The 4x4 Debugging Framework
Four escalating ways to unstick a broken build, each tried exactly once, ending by teaching the agent.
The 60-Second Meeting Reset
Buy a context-starved exec 30 seconds of orientation before you pitch.
The 95/5 Growth Inversion
In fast-moving AI markets, spend 95% inventing new growth loops and 5% optimizing existing ones
The Access-to-an-Audience Moat
In human data the only durable moat is a trusted, targetable audience — not recruiters or ads
The Agent Foothold Onboarding
Onboard an AI agent like a new hire: environment first, easy tasks next, then scale.
The AI-as-CTO Persona Project
Cast the AI as an opinionated technical co-founder to kill sycophancy and premature coding
The AI-Document Slop Test
An AI-written document is fine — as long as you can stand behind every line and it took longer to make than to read.
The AI-Fit Accuracy Test
Deploy AI where the human baseline is low-accuracy — not where it's already near-perfect and you need the last 2%
The AI Interview-Prep Coach System
Build an AI coach, mine the real question bank, drill weak spots — then mock with humans
The AI Startup Moat: Data Flywheel + Crafted Workflow
Defensibility for AI apps comes from a proprietary data flywheel and a deeply crafted vertical workflow.
The Allocation Economy: Manage Models Like a First-Time Manager
AI turns everyone into a manager — the valuable skills become the ones first-time managers must learn
The A-Side / B-Side Career Ledger
Track the B-side of your career so a bad season doesn't read as a verdict on your life.
The A-Side / B-Side Career Ledger
Track the failures between your highlights so setbacks read as moments, not verdicts
The Attribution-Autonomy Pricing Matrix
Pick your AI pricing model by plotting value attribution against product autonomy, then climb toward outcome-based.
The Automatable Growth Loop (CACHE)
Break growth experimentation into four evaluable stages an AI can hill-climb, keeping humans on alignment
The Balanced Feedback Portfolio
Treat every feedback channel as a biased sensor, then hold a portfolio so you have no blind spots.
The Barbell Media Diet
Read only the up-to-the-minute and the timeless — distrust everything in the middle
The Better Trap
A 'better' copy of an existing solution to a well-understood problem almost always fails.
The Billion-Dollar Bootstrapping Heuristic
Match funding to goal: bootstrap cash-flow businesses, fund only clear paths to $1B revenue
The Bootloader: Structured Morning Self-Reflection
Boot the day with exercise, then run an hour of red-yellow-green review across every role in your life
The Broccoli-Inside-Sugar Product Strategy
Hide your ambitious vision inside a form factor people already want and use daily.
The Broken Equation Test
No amount of product craft can fix a company whose underlying math doesn't close.
The Carve-Out Cohort Turnaround
To fix a load-bearing product, secede from the metrics system with a small randomized cohort.
The CEO Funding Test
Ask 'if I were CEO, would I fully fund my own team?' to expose whether your work is survivable.
The Chief Agentic GTM Officer Play
Pick one painful problem, one leading vendor, and deploy an agent yourself—50 hours later you're hyper-employable.
The Circuit Breaker (Back to Shaping)
When a project overruns its appetite, don't extend it or gut the agreed value — pull it back into shaping mode.
The Coldly Rational Pivot Decision
Pivot only after you've exhausted the good ideas — and force emotional distance so the call is rational, not humiliating
The Cold-Pattern Positivity Flip
Find the moments where users feel bad, and flip the product to reinforce progress instead of failure.
The Comb-Shaped (Chameleon) Marketer
Move from T-shaped to comb-shaped — multiple deep skills you deploy on-demand via diagnosis
The Company-Inside-a-Company Incubation Playbook
Spin a 0-to-1 business inside a mature company by ring-fencing it completely from the core
The Compelled-to-Work-on-It PM Interview
Hire PMs by testing whether their story makes YOU want to go work on their boring old problem.
The Complicity Question
Ask how you helped create the conditions you claim you don't want, to reclaim your agency
The Consultant With a Predilection
Be a consultant who favours one solution: yours. Disqualify hard, let discovery persuade.
The Consultative Interview Flip (Sell the Vacation)
Run the interview like an enterprise sale so there is no competition when the offer comes
The Control Principle Prioritization Filter
When several designs solve the problem, ship the one that leaves your users most in control.
The Conversion-Funnel Cold Email
Treat a cold email like a growth funnel: open, then read, then reply — optimize each stage separately
The Costly-Signal Subscription Model
Subscribers granted you access to their brain — stop apologising for using it.
The Culture Bank (Todd Park's Deposit Rule)
Treat trustworthiness as an asset: only ever make deposits, never intentionally make a withdrawal.
The Curated Peer Recommendation Loop
Grow supply-side discovery by letting creators recommend each other, not by recommending for them.
The Curator Leader (Not the Visionary)
The best product leaders don't own the ideas — they build environments where great ideas bubble up and get chosen
The D5/D7 Ungameable North Star
One metric that fuses retention, engagement and growth — tracked as growth rate and cohort slope, never absolutes.
The Dark Factory Software Model
Ship production software no human writes or reads — replace review with simulated-user QA swarms.
The DATE Framework for Marketing Strategy
Diagnose, Analyze, Take a different path, Experiment — an engineer's anti-playbook for marketing
The De-Buzzword Test
Ask people to explain their idea without using the buzzword — if they can't, they haven't thought it through.
The Decade Litmus Test
Before starting a company, ask if you can see yourself working on it for a decade — and start it as an experiment
The Dehydrated Company Hiring Model
Only hire when a function is underwater, so headcount forces ruthless prioritization
The Design Sprint Scorecard
Break your founding hypothesis into rows and grade each one red/yellow/green after head-to-head customer tests
The Detail Dial
Calibrate how prescriptive a shaped plan is to the builder's seniority — more detail lifts juniors, less frees seniors.
The Differentiation 2x2 (Escape Loserville)
Plot two customer-facing differentiators you can prove and own the top-right; the other three quadrants are Loserville
The Diversification Timing Test
Know whether it's too early to diversify growth channels or dangerously overdue
The Diversified Roadmap Portfolio
Treat a product roadmap like an investment portfolio, balanced across three axes of risk and intent.
The DORA Four Keys
Measure software delivery with two speed and two stability metrics that move in tandem.
The Double Diamond Product Process
Alternate broad exploration and narrow selection across customer, problem, and solution
The Economic Turing Test
Measure transformative AI by whether you'd hire an agent for a real job without knowing it's a machine
The Engineer-cation
Leaders clear 3-4 days, join a team as an IC, ship one small feature to production, and log the friction.
The Enterprise AI Adoption Ladder
Three sequential stages that separate companies winning with AI from those spinning their wheels
The Enthusiastic Rehire Test
One binary question that cuts through months of avoided talent decisions
The Escape Hatch Principle
Abstractions should let power users drop to raw control when the model doesn't fit their problem
The Eval ROI Decision
Build evals where failure is catastrophic or you must win; vibe-check the rest.
The Expectations-Reality Delta
Unhappiness is the gap between expectation and reality — and expectations are far easier to change
The Exposure-Therapy Tool On-Ramp
Ease into coding tools in graduated steps so code stops being terrifying
The Eye of Sauron: Calibrating Leader Depth
Go pixel-deep only on what hinges success — and tell people exactly where their space begins.
The Facilitator-First Ramp for Product Leaders Under a Product Founder
Joining a founder with strong product sense? Spend your first months translating, not deciding.
The Fast-Feedback Flywheel
Fix every piece of user feedback within minutes so people feel heard and give you even more.
The Five Doors Into Investing
Angel, scout, SPV, fund, or fantasy portfolio — pick your entry into investing by autonomy vs. effort tradeoff
The Five PM Archetypes
Hire and compose product teams by five distinct thinking styles, not one generic ideal PM.
The Forge and the Dam
Two career positions compound: the company's hottest fire, or the critical thing nobody watches.
The Fork-in-the-Road Reset
After a shock, offer a graceful, reversible exit to re-establish who is truly bought in.
The Forward Deployed Engineer Loop
Embed a real engineer inside the customer's building and run a build-show-iterate cycle every single day
The Forward-Deployed Engineer Vendor Column
Don't buy AI GTM tools on features—buy on who will actually get on the phone and deploy it with you.
The Foundation Sprint
A 10-hour, 3-phase team sprint that turns a vague startup idea into one testable founding hypothesis
The Founding Hypothesis (Mad Libs Strategy Sentence)
Compress your entire startup strategy into one testable fill-in-the-blank sentence — then go prove it
The Four-Box Framework
Write your hypothesis in words before you touch data, so you can debug the idea and the measurement separately.
The Four Career Quests
Diagnose which of four job-change 'quests' you're on so you optimize the move correctly
The Four Filters for Career Acceleration
Growth rate, strength-fit, deferred comp, and the C-suite question — pick jobs on these, not on salary.
The Four Freedoms Test for Real Open Source
Judge whether software is truly open source by four inviolable user freedoms, not marketing claims.
The Four Levels of Product-Market Fit
Sequence PMF as four levels, optimizing satisfaction, then demand, then efficiency in turn
The Four Ps of Pivoting
Persona, Problem, Promise, Product — the four levers to change when you're stuck
The Four Springs of Startup Ideas
Generate startup ideas from a problem journal, niche communities, behavior shifts, and tech shifts — then justify why now
The Four Things a Product Manager Brings to the Team
Prepare to contribute by mastering users, data, the business, and the competitive landscape.
The Friend-Zone Test
Sit customers down and force the truth: do you need me, or do you just like me?
The Front-Loaded Advisor Equity Structure
Equity only, a three-month cliff, vesting front-loaded to the value, and an exit built in
The Full-Stack Role Collapse
In the AI era every role needs a minimum baseline in the adjacent two — deep in one, dangerous in the rest.
The Gross-Margin Short-Circuit
Use high gross margin + healthy churn as a fast litmus test for whether a business is truly differentiated
The Growth Advisor Sourcing and Vetting Gauntlet
Wait for PMF, source through VCs and channel-leading companies, and borrow a trusted expert to vet
The GTM Agent Deployment Sequence
Roll out AI sales agents in the order of lowest effort and highest ROI: start with support, end with reactivation.
The Hire-an-Agent Onboarding Model
Set up an AI agent exactly like you'd onboard a human EA: own identity, delegated access, earned trust.
The IC Compensation Anchor
Believe your IC worth, then neutralize the 'grow into management' pay dodge by naming your non-management intent up front.
The Impossible Shared Case Study
Give every candidate the same unsolvable problem and grade how far they drill and how they react.
The Incognito Cry Test
Go through your own product as an anonymous customer, find what makes you cry, and buy an agent to fix that.
The Inflection Stress Test
Four questions that separate a real inflection from a vague 'why now'
The In-Product Feedback Loop
Stream user reactions straight into your team's consciousness by building feedback into the product itself
The Insight Test
Before founding anything, prove why YOU uniquely hold an insight others don't — and why you'll endure it for a decade
The Inverted W Planning Process
Teams propose, leaders synthesise, teams adjust, leaders resynthesise, orgs distribute with context.
The Kryptonite Reframe
Ask 'how does this serve me?' to convert a perceived weakness into a functional advantage — or decide to route around it.
The Launch-Goal Audit
Decide why you're launching before you launch — the goal dictates whether a launch is even worth it
The Leading-Indicator Ramp Scorecard
Judge a new seller each month on the indicator due that month, not on bookings.
The Lead-Rich Audit
You don't need SaaStr's scale—count your website visitors and untouched CRM leads to see you're already lead-rich.
The Learning-Opportunity Command
Turn every confusing moment into an 80/20 lesson aimed at your current skill level
The Lethal Trifecta
Any AI agent that combines three capabilities can be tricked into stealing your data — cut one leg.
The Long-Bet Vision Call: Ship What the Committee Would Veto
Great software follows a leader's vision, not a vote — accept years of hate for a decade-long payoff.
The Loonshots Two-Structure Organization
Run a big rigorous org and a tiny flat innovation team side by side; the leader's job is the bridge.
The Made-Up Name Reset
Give a team or feature a name nobody recognizes, so nobody can skip the argument about what it should be.
The Magic Test for Control Surfaces
Users ask for knobs and sliders; shipping them literally is how a magical product becomes an ordinary one
The Maximally Accelerated Question
A forcing question that separates critical path from what can wait
The Measurement Journey
Start measuring from words and people, then scale into system data — don't wait for perfect.
Themes for Discussion at the Top of the Doc
Bubble up the spiciest 3 topics live; answer the hundred nitpicks offline.
The Middleman-Signal Disintermediation Play
When middlemen and end-customers both come to you directly, that's the signal to build the business yourself
The Minimum Viable Experiment Trap
A lean test that strips out the mechanism doesn't test the idea — it buries it.
The Most Charitable Interpretation
Hire for and enforce a norm of assuming good intent, and let the misfits leave
The Most Generous Interpretation (MGI)
Ask 'what's the most generous interpretation of why they did that?' to turn judgment into curiosity and unlock better interventions
The Murder Board
Before starting a project, invite smart outsiders whose only job is to tear your two-page plan apart
The Nine-Scopes Kickoff
At kickoff, have the builders translate the shaped idea into nine-or-fewer implementation chunks to test scope and build clarity.
The Owner's Delusion (and the Audience's Illusion)
You overrate your own product because you built it; your users arrive distracted, barely-intending, and ready to bounce
The Painful-Mistake Growth-Mindset Interview
Screen only for growth mindset by asking for the most painful mistake and what changed because of it.
The Parallel Agent Workflow
Run several AI agents at once and insert yourself only where your expertise actually matters.
The Person Is the Product
Find one person with an extraordinary workflow, shadow them, then compress their expertise into software
The Pickle: Iterated Product Quality List
A lightweight, memorably-named ship checklist you grow one line at a time from every miss.
The Pilot Program for De-Risking Launches
Build a diverse champion network of real customers to test new features in the wild before you ever launch.
The Pixar Career Story Template
Distill your career into a seven-line Pixar-style story that intrigues interviewers and clarifies your direction
The PM Owns the Why
Don't spec the what — distribute the why so hundreds of local decisions come out right.
The PM Skills Triangle
Great PMs live on the edges of the creator / data-science / GM triangle, not the center
The POC as Business Case
Frame every pilot as co-creating an ROI model, charge for it smartly, and never anchor the commercial deal.
The Pod + Product Staff Team Model
Replace the 13-person specialist team with a 6-person generalist pod plus one summoned specialist
The Power of Repair
Rebuild trust after a bad moment by owning your part, naming the impact, and stating what you'll do differently
The Product/Market Fit Engine
Turn PMF into a number you can raise: focus only on the 'somewhat disappointed' users whose reason for loving you matches the mass market's
The Product-Market Fit Treadmill
In AI, you must recapture product-market fit every three months as both product and market shift under you
The Public and Secret Roadmap
Split your roadmap into what users ask for and what only you can see — the wins come from the second
The Quality-Volume-Speed Priority Stack
What high-stakes data buyers actually rank: quality first, then volume, then speed
The Quarterly Pricing Cadence
Stand up a pricing committee and do one small monetization thing every quarter, forever
The Reach Test
Judge whether an AI tool is truly useful by whether you reach for it unprompted each morning.
The Reboot Leadership Equation
Practical skills + radical self-inquiry + shared experiences = better leadership and resilience
The Refounding Test
Ask how you'd rebuild AI-native from scratch — then decide whether your legacy asset helps or you should sell.
The Sales Motion as Source Code
Treat the pitch like a codebase: run cohorts of 10, patch the bug the prospect found, redeploy.
The Say-Do-Said Loop
Say you'll do the thing, say you're doing it, say you did it — to align, adjust, and close the loop.
The Scheduled AI Chief of Staff
Put proactive agents on a schedule to watch your metrics, surface misalignment, and coach you weekly
The Sean Ellis Test
A one-question survey that reveals product-market fit before your retention data can
The Second-Date Funnel
Win rate is a lagging indicator. Manage the meeting-to-meeting conversions like dates.
The Selling While Loop
Sell it yourself until it reliably runs on your local, then package it and ship it to other brains.
The SEO Staffing Stack Rank and Impact Clock
Internal expert, then a relentless doer surrounded by advisors, then agencies — and 3 to 12 months to prove it
The Seven-Command Build Loop
Six slash-commands turn vibe-coding into disciplined software delivery for non-coders
The Sharp Problem
Build for old, enduring needs re-imagined with new tech so the improvement is 3-10x undeniable
The Shipyard Team
Organize product work as a six-capability pod of controlled chaos with sensory 'tendrils' to customers
The Sip Seed Round
Get capital committed but pull it down only when needed, so you keep optionality and psychological freedom
The Six-Month Autonomy Razor
If you're still telling a hire what to do six months in, you hired the wrong person.
The Six-Month Passion Test
Don't trust your identity about what you'll love — give the unfamiliar job six months, then judge.
The Skip — Plan the Move After Next
Optimize career decisions for the job two moves out, not the next job.
The Soft Pushback
The one-line, zero-aggression ask that recovers ~20% of comp almost every time
The Source-of-Truth PRD Cascade
Spend a day writing five layered docs so the agent, not you, carries the context on every build.
The Subtractive Goal-Shrinking Exercise
Make a bloated set of goals smaller and more concise each round until one specific, urgent number survives.
The Superpowered Individual (Combination-of-Skills Career Moat)
Go deep in one craft, then use AI to add adjacent crafts until you become un-replaceable
The Superpower Overlap Test
Find your true strengths via a two-layer self-plus-peer assessment, then only take roles where your superpower meets the company's.
The Swipe File
Capture examples of communication that work — the act of collecting trains your eye.
The Switch Log
Log every task-switch in real time so your actual work trail — not your calendar — reveals where your time really goes
The Taste-Development Loop
Taste isn't innate; it's a repeatable loop of reacting, interrogating, and building a point of view.
The Team Is the Product
Choose the company you want to build first, pick a problem worthy of it, then treat every hire as a product launch.
The Teammate Onboarding Model for AI Agents
Adopt a coding agent the way you'd onboard a new intern — pair first, then delegate.
The Tempo Framework
Align every team on what shipping cadence 'good' looks like, then close the gap
The Thermal Team
Run a startup inside the company: one owner, one senior sponsor, total focus, self-set pace.
The Thin Skeleton Template
Start every project from a minimal template — agents copy its style far better than they follow prose instructions.
The Three B's of Behavior Change
Change user behavior by picking a specific Behavior, removing Barriers, and adding immediate Benefits.
The Three-Chapter Hiring Playbook: Find, Assess, Close
Hire the top 1% by hunting signs of excellence, then closing with the whole exec team and the family
The Three Dimensions of an Agent
Score any 'agent' on autonomy, complexity, and natural interaction — each a spectrum
The Three Elements of a Breakthrough Idea
Grade any startup idea on inflections, insight, and founder-future fit — not the implementation
The Three E's of Career Growth
Grow faster by deliberately balancing experience, exposure, and education
The Three Generations Rule
Make the product, fix the product, then fix the business — innovation almost never lands in one generation.
The Three Growth Engines Selection
Diagnose which of virality, SEO, or paid your product can actually grow on before spending on any
The Three-Part AI Product Utility Equation
A useful AI product needs model intelligence, context/memory, and application/UI to all converge.
The Three Pattern-Breaking Actions
Movements, storytelling, and disagreeableness — how you get people to move to your future
The Three-Slide Believer Pitch
What you do, your non-obvious insight, then proof — built for believers, not objectors
The Three-Trait Hire Plus Two AI-Era Premiums
Grit, quick-learning, self-awareness get you hired anywhere — curiosity and putting yourself out there keep you relevant
The True Platform Test (and the Rug-Pull Trap)
A real platform is one where the ecosystem earns more than the core — and only open source protects you on it.
The Trust Equation
Trust = (credibility + reliability + authenticity) / perception of self-interest
The Two-Bucket Controversial-Test Triage
Sort every risky experiment into a red-line 'never run' bucket or a 'run it if the return justifies the cringe' bucket
The Two-Bucket SEO Fit Test
Does your product mint pages by itself? The answer decides your entire SEO strategy
The Two Departments That Matter Test
Find the 1-2 departments whose 10x effort produces a 10x company outcome, then work there.
The Two-Engine Profitable Growth Architect
Master market share and wallet share together — equal attention, not equal effort — to avoid the single-engine trap.
The Two-of-Three Inflection Test
Only build a new zero-to-one product when at least two of three inflections line up
The Two-Week Deputization Rule
Under two engineering weeks, the engineer is the PM; over two weeks, the PM owns it
The U-Curve of Founder Involvement
Involve a product-minded founder heavily at the start and end of a project, but give the team space to run in the middle.
The Unique Voice Test
Ask of every line: could any other company have written this? If yes, rewrite it
The Utility Curve
Use the S-curve of effort-to-value to decide whether a feature is under-invested or already maxed out
The Value Metric Pricing Model
Charge on a metric that scales with value so acquisition, retention, and expansion self-correct
The Vibe-Coding Blast-Radius Rule
Vibe-code freely when only you get hurt by bugs; stop and take responsibility the moment others could.
The Weekly Marketable Feature
Every engineer ships one feature per week that a user would pay or show up just for
The Weekly State-of-Me Email
Write a self-initiated weekly note of what worked, what didn't, and what's blocked
The Weighted Decision Spreadsheet
List your options, weight your criteria to 100%, score and multiply — then let the reaction tell you the answer.
The World-Class Proof Interview
Two questions: why here, and what are you world-class at — plus how do you know?
The Worst Product You Ever Shipped
One interview question that separates PMs with real reps from PMs with a clean résumé.
The Written Screen Job Simulation
Send a shared doc of a dozen easy questions. Half the candidates disqualify themselves.
The YOLO Rule: When Not to Run an Experiment
Experiments have a cost — sometimes shipping 40 things fast beats testing 10 things properly
The Zero-CAC Consumer Subscription Engine
Mission, no paid ads, retention-as-value, and data rigor — why Duolingo survived where B2C subs die
The Zero-to-One Enclave
Conditions that let a startup-shaped team actually ship inside a big company
Thinking Gray
Defer black-or-white judgments about decisions and people until the last responsible moment.
Three-Legged Model Evaluation
Judge a model-harness combo with heavy usage, a trusted five-person taste panel, and ~10 sharp evals
Three Levels of Listening
Drop from your own inner monologue into hearing what people communicate beneath their words
Three-Prototype Ideation
Since prototypes are now free, build a feature three ways and let real use pick the winner.
Three Tenets: Can-Do, High Standards, Intensity
The three cultural tenets Foody credits for the fastest revenue ascent in history
Three Worlds Theory of Change
Decide what to actually do about a hard problem by naming the pessimistic, optimistic, and pivotal worlds you might be in
Timeless-Customer Team Structure
Organize teams around customers and problems that never end, not around product surfaces that do.
Timeline Padding Audit
Keep startup pace by curiously separating real constraints from padding, and killing projects that won't converge.
Token Budgets as a Trust-Proportional Resource
Kill the token-spend leaderboard; cap AI spend like any resource, sized to trust in someone's ROI judgment
Tool-Agnostic Hiring Test
Screen martech candidates for curiosity, engineering scrappiness, and freedom from tool bias.
Treat the Executive as Your Key User
Run stakeholder conversations as discovery interviews, not approval requests.
Treat the World as One Market
Default to one global version; localize only where law or platform forces you to
Triangulate the Customer's Truth
Don't take what customers say literally — reconstruct their economics and incentives independently, then find the urgent one
Truthful Storytelling Through Relentless Refinement
Sell the why, not the what — and refine the story out loud on real listeners until it comes off effortlessly.
Turbo Rapport and Sales Scales
Sales is a set of drills, not a birthright — practise your scales on baristas and bartenders.
Turn the Recurring Break into a Strategic Moat
When the same problem breaks a third time, stop patching — pull your best people off features and solve it for 100x as a competitive edge
Two-Day Work-Test Hire
Bring finalists on-site for two days to do a real end-to-end project — it screens skill and fit at once.
Two-Mode Prioritization for AI Products
Prioritize backward from model magic AND forward from customer needs
Two-Question New Technology Adoption Test
Before adopting any new AI tool, ask: how big is the gain, and how painful is the exit?
Unblock the Review Bottleneck
The limiting factor on AI productivity is human review speed — engineer the agent to validate its own work.
Unbundle Expensive Services into AI Apps
Find a service only the rich could afford, do it with a general chatbot, then spin the working ones into apps
Under-Resource to Force Automation
Deliberately under-staff projects and hand out unlimited tokens so people are forced to automate with AI.
Update Your Priors: The AI Capability Arbitrage
Re-test what AI can do today and demand more of it — old scar tissue is leaving alpha on the table
Value-Chain Eval
Before applying AI to your business, build a systematic test that measures how well it automates your core value chain
Value Delivery Engine: Activation-First Growth Sequence
Fix conversion, engagement, referral and revenue before you obsess over acquisition
Values as a Mirror
Don't author values. Interview the whole team, harvest their exact words, and write them back as a story.
Values, Not Behaviors: The Culture Car Wash
When you change companies, keep the values that got you hired but recalibrate the behaviors to the new culture.
Value-Up-The-Stack Test
To find where the money accrues in a platform shift, test the infrastructure layer for network effects, differentiation, and pricing power
Van Westendorp Premium Pricing (Price at the Third Question)
For a best-in-class position, price at the 'starting to feel expensive' point, not the 'bargain' point
Vertical AI Opportunity Finder
Build where the winning data is locked behind a company or industry's walls — foundation models won't go there.
Vibes Before Evals
For a genuinely new AI feature, start with open-ended vibes testing; add evals only once the use-case cluster is clear.
Vision-Strategy-Execution Split (and the Controversy Test)
Vision is the destination, strategy is an opinionated path — and a real strategy must be disagreeable
Volume-of-Ideas Design Velocity
Great ideas come from many ideas; build a high-velocity, no-gate, ego-free making-and-critique culture.
We Don't Sell Saddles Here (Sell the Outcome, Create the Market)
Don't sell the product — instill the yearning for what it makes possible, and build the market as you build the product
We Might Be Wrong, But We Are Not Confused
Make being wrong cheap and being confused unacceptable, in both thought and execution.
What Actually Improves AI Apps
Stop chasing AI news and vector DBs; the real levers are users, data, and prompts.
When-It-Leaks Communications Pre-Mortem
At scale you can't test quietly — decide the message before you even know you want to launch
When to Centralize a Martech Function
Use the 100-150 person threshold and b2c/b2b axis to decide when and where to own martech.
Wide Aperture, Then Coalesce
Keep considering many ideas — including ones that look bad — and test cheap versions until the signals converge on one
Win on the Platform, Not the Features
Durable products win on invisible infrastructure — reliability, reach, privacy — not on the feature list
Work Alone Together (Note-and-Vote)
Replace group brainstorms with silent individual idea generation, a quiet vote, and one designated decider
You Are Not the Protagonist (Operationalize, Don't Impose)
Your job isn't to convince everyone of your vision — it's to understand the leader's vision and find the spiky places you can shape it.
Zone Defense for Product Work
Spread taste-makers out to cover the whole field instead of clustering on the same problem
People in these episodes
- Adam Mosseri
- Albert Cheng
- Alexander Embiricos
- Amol Avasare
- Andrew Ambrosino
- Andrew Bosworth
- Anton Osika
- Aparna Chennapragada
- April Dunford
- Asha Sharma
- Austin Hay
- Benjamin Mann
- Bob Baxley
- Bob Moesta
- Boris Cherny
- Brendan Foody
- Cat Wu
- Chip Huyen
- Christopher Lochhead
- Claire Vo
- Crystal Widjaja
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