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GPT-3

By OpenAI

1 recommend/use · 7 sourced episodes

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Innovation3 steps

Adaptive Evaluation Over Static Benchmarks

Measure AI robustness with attackers that learn, not with a frozen dataset of yesterday's attacks

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Productivity4 steps

Ambitious Retry (Pass@N) Tool Use

Get more from AI tools by asking for the ambitious change and fully restarting on failure instead of hammering the same attempt

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Innovation4 steps

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%

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Entrepreneurship4 steps

Build the Company Only You Could Build

Reject the pivot-and-blitzscale playbook; commit to the one idea that dies without you.

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Innovation3 steps

CaMeL Permission Pre-Restriction

Grant an agent only the permissions its stated task needs, decided before it runs

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Productivity4 steps

Chop-It-Up AI Collaboration Loop

Don't hand AI one giant spec — specify a little, review a little, repeat in tight loops.

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Innovation4 steps

Complement-the-Frontier Model Strategy

Don't rebuild foundation models — train small specialty models that attack their weaknesses in speed, cost, and niche tasks.

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Innovation5 steps

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

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Strategy4 steps

Deep Human Evaluation Over Leaderboards

Measure real progress with experts who work through the answer, not crowds who vibe for two seconds.

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Communication4 steps

Design For Tomorrow's Majority, Not The Vocal Minority

Optimize for the far larger future user base, then manage the unhappy few with authentic listening.

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Strategy4 steps

Design the Dream Objective Function

You become what you measure — so measure the rich thing you actually want, not the easy proxy.

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Strategy3 steps

Differentiate Above The Model, Not Around Its Gaps

Build your moat outside the LLM so your product gets better as the models get better.

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Entrepreneurship4 steps

Dogfood-Driven Realism

Be the end user, use your product intensely daily, and never ship anything that isn't useful to you.

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Leadership3 steps

Earn The Next Role By Driving Impact In This One

Stop eyeing the next promotion; be judged on impact delivered in the job you already hold.

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Marketing4 steps

Editorial SEO Operating Model

Split the work: SEO manager picks topics and outlines, a domain-expert writer writes, then analyze.

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Strategy4 steps

Expected-Conversions Prioritization

Rank topics by search volume x topical authority x conversion intent, not by volume alone.

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Self-Mastery4 steps

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.

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Productivity5 steps

Flow-Preserving AI Assistance Design

Design AI suggestions around the user's flow state: no panel switches, no waiting, ephemeral by default

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Self-Mastery5 steps

Follow People, Not Plans

Choose jobs by who you'll learn from, not by a five-year plan or a financial bet.

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Strategy4 steps

High-Ceiling Market Test

Attack markets with a high ceiling and easy switching; incumbents win only where there's little left to build.

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Marketing4 steps

Hypothesis-Driven SEO

Generate hypotheses by analyzing sites (and asking their SEO managers), then test to validate.

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Marketing4 steps

Internal Link Spread Optimization

Most sites starve their own pages of internal links; fixing spread is SEO's biggest quick win.

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Strategy4 steps

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.

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Mindset4 steps

Marginal-Impact Reasoning Under Tail Risk

Prioritize catastrophic low-probability risks by expected value and by how few people are already working on them

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Innovation5 steps

Persona-Framing for AI Product Behavior

Pick a human metaphor for your AI, then derive its behavioral guardrails from that role

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Innovation4 steps

Reinforcement Learning Environment Design

Build a fully-fleshed simulated world, inject real chaos, and reward the trajectory, not just the answer.

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Innovation7 steps

Research-to-Product Graduation

Move an incubated moonshot from the research lab to a product team without killing it or trapping the researchers

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Self-Mastery4 steps

Resting in Motion

Treat the busy, working state as your normal baseline so heavy long-term work stays sustainable

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Strategy4 steps

SEO Readiness Assessment

Two questions decide if SEO is worth investing in: is the market big, and do you have authority?

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Marketing3 steps

SERP Reverse-Engineering

To learn what page to build, read what Google already ranks for your target keywords.

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Strategy5 steps

The 60/30/10 Portfolio Capacity Split

Allocate team capacity across incremental wins, operations, and audacious bets before priorities compete

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Strategy3 steps

The AI Deployment Risk Triage

Classify any AI deployment into one of three risk tiers before spending a dollar on defense

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Strategy5 steps

The AI Security Vendor Due-Diligence Test

Five questions that expose whether an AI guardrail vendor is selling real protection or theater

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Mindset3 steps

The Angry-God Containment Lens

Assume the AI is a malicious agent trying to hurt you, then engineer so it structurally can't

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Peak Performance5 steps

The Complementary Learning Modes Ladder

Mastery needs many kinds of practice — imitate a master, get preference feedback, get graded, then live it.

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Strategy4 steps

The Economic Turing Test

Measure transformative AI by whether you'd hire an agent for a real job without knowing it's a machine

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Leadership6 steps

The PM-Engineering Alignment Operating System

Run product and engineering as one leadership unit with clear ownership and async, iterated reviews.

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Communication5 steps

The Teach-Me-Something-In-One-Minute Interview

A 60-second timed teaching exercise scored on completeness, complexity, and clarity

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Marketing3 steps

The Three Types of SEO

Programmatic, editorial and technical SEO are different games; pick the one your queries reward.

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Innovation4 steps

The Two-Sided Quality Signal

Great curation does two opposite jobs at once: kill the worst, surface the best.

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Strategy4 steps

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

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Innovation4 steps

Throwaway Prototyping To Discover The Product

Build disposable prototypes on real data to feel what works before writing any production code.

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Marketing3 steps

Topical Authority Adjacency

Rank by starting where you're already known, then expand into semantically adjacent topics.

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Marketing3 steps

Topics Over Keywords

Modern Google ranks one page for a cluster of 200-2,000 keywords; target the topic, not the keyword.

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Leadership4 steps

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.

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Productivity4 steps

Use AI As Leverage On Your PM Time

Assign the model a role, feed it more context than you could read, and iterate the prompt until it works.

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