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WHAT I GOT WRONG ABOUT “HARD WORK” IN MY 20S

MAKING THE CATE HALL MACHINE

It is easy to turn ideas into reality.

3️⃣ Tooling evaluation framework + scorecard

Tackle problems early in the lifecycle by accelerating your

prototyping strategy. Get the guide to learn how.

CREATING SPACE

Focus means stopping most things so the right few can win. Clarity comes from saying no to everything that doesn't move you toward the mountain.

IDEAS ARE CHEAP, EXECUTION IS CHEAPER

When code becomes free, judgment becomes the moat. The winners will be those who choose the right problems, learn fastest, and reach the right people.

YOUR METRICS ARE AN AVOIDANCE STRATEGY

Metrics are empty without shared intent. Real progress comes from aligning teams on what success truly means and designing work around that clarity.

AI NEEDS GAME DESIGNERS

AI work is becoming orchestration, not execution. Game designers already know how to design interfaces for managing autonomous systems, which is exactly what AI now needs.

MY 2026 FOCUS AREAS

In a world where AI makes everything easy to build, judgment becomes the constraint. The future belongs to tools and workflows that help humans express intent, interpret outcomes, and decide what truly matters.

BEING ON THE RECEIVING END OF AI DOESN'T HAVE TO SUCK

AI should make experiences better, not just cheaper. The real opportunity is using AI where it uniquely helps customers, not forcing it into every workflow.

YOUR RESOLUTION ISN'T THE PROBLEM. YOUR MEASUREMENT IS

Resolutions fail when success is undefined. Clear measurement creates clarity, reveals the real goal, and turns vague intention into meaningful change.

21 LESSONS FROM 14 YEARS AT GOOGLE

Great engineers optimize for users, clarity, and trust, not cleverness. Careers compound when you reduce unnecessary work, communicate clearly, and invest in people over time.

THINK OF PAVLOV

Every interaction is training.

IS YOUR 'INSIGHT' JUST TRIVIA?

An insight isn't a pattern - it's a mechanism that forces a decision.

Read the full Anyscale story →

PROOF OF CONCEPT IN 2025

When building became cheap, judgment became scarce. In 2025, the real advantage shifted from execution to deciding what deserves to exist.

THE EFFICIENCY PARADOX: WHY MAKING SOFTWARE EASIER TO WRITE MEANS WE'LL WRITE EXPONENTIALLY MORE

Lowering the cost of software creation doesn't reduce work, it reveals hidden demand. With AI, the bottleneck moves from building things to deciding what's worth building.

BEYOND THE REPLICA: THE CASE FOR FIRST-PRINCIPLES AGENTS

Copying human workflows makes AI legible but limits its power. Real breakthroughs come when agents solve problems directly, even if the solution looks alien.

YOUR CAREER NEEDS A BREAKING CHANGE

Goals are fragile because they depend on certainty, while behaviors are fully within your control. Changing what you stop, keep, and start creates a durable shift that makes progress inevitable.

HOW TO DESIGN TO ALERT USERS WITHOUT OVERWHELMING THEM

When everything demands attention, nothing gets it. Designing clear hierarchies between alarms and anomalies prevents fatigue and helps users act on what truly matters.

BOUNCING BACK FROM BURNOUT

Burnout in tech comes from chasing goals that don't matter, not from personal inadequacy. Real recovery starts by changing your relationship to work, not just taking a break.

“PRODUCTIVITY”. YOU KEEP USING THAT WORD

Software teams optimize what they measure, and too often that isn't user or business impact. This is why AI productivity gains look dramatic in metrics but barely register in real outcomes.

THE NOT-SO-LAZY HOLIDAY READING LIST

As AI makes execution cheap, prediction loses value and reflection gains it. The real advantage shifts to judgment, restraint, and understanding how systems change.

THE NEXT BIG THING IN 2026 WILL BE…

AI will make execution cheap, but human judgment and connection will matter most.

MICROMANAGEMENT? OR STAYING CLOSE TO REALITY?

Direct visibility is often mistaken for micromanagement.

See what's possible

THE SECURITY PM GAP

Security product management needs a different playbook. When products are built for buyers instead of defenders, they work in demos but fail during real incidents.

THE CHALLENGE OF SELLING CARE & FEEDING INVESTMENTS TO MONEY-SIDE EXECUTIVES

Care and feeding work is hard to defend because it doesn't show up as immediate revenue. Treating R&D as a portfolio, not a feature list, is the only reliable way to protect long-term product health.

THE PRODUCT MODEL AT GOOGLE

Google's success comes from a product model that empowers teams to solve hard problems through continuous discovery, strong technical leadership, and outcome-driven execution. This approach has allowed the company to scale, dominate mature markets, and adapt effectively to major shifts like mobile and AI.

THE ODDS ARE AGAINST FINANCIAL SUPERAPPS

Financial superapps fail when they optimize for short-term speculation instead of long-term trust. Products that increase churn may look profitable early, but weaken the business over time.

agents fail to deliver dependable results. This guide from You.com

breaks down the evolution of agent management, revealing the five stages for building a successful AI agent.

Go beyond the prompt: get the playbook.

TWO NOTIONS OF A GOAL: TARGET STATES VS. SUCCESS METRICS

Goals can mean either the states an agent aims for or the metrics used to judge success. Separating these ideas clarifies key AI alignment issues, especially how agents learn goals and why misalignment happens.

THE INITIATIVE SHAPE ACTIVITY

This exercise helps teams uncover misalignment about what an initiative really involves. Making assumptions visible early prevents confusion and costly execution mistakes later.

THE TRANSLATION LAYER

AI works best as a translation layer that amplifies human judgment. It feels dangerous when it replaces the work itself, not just the format.

THE SYSTEM OF RECORD'S FRONT DOOR

Systems of record will survive, but owning the interface matters more than owning the data. In the AI era, the front door captures the value.

ORG CHARTS ARE FUNHOUSE MIRRORS BECAUSE SPAN OF INFLUENCE IS NOT LIMITED TO SPAN OF CONTROL

Org charts hide how influence really works.

ETERNAL ALEX COEFFICIENT

The Eternal Alex Coefficient measures how much a former employee still shapes decisions years after leaving.

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STATE OF CONSUMER AI 2025

Consumer AI is growing fast, but usage is consolidating around a few winners. The biggest opportunities now lie with startups building focused, opinionated experiences rather than general assistants.

THE BEST GROWTH TACTICS OF 2025

In 2025, growth winners doubled down on fundamentals. AI helped teams execute better, but outbound, partnerships, and community still drove the biggest gains.

CONFIDENCE ENGINEERING: WHY YOUR ONBOARDING IS PROBABLY TOO SHORT

Great onboarding engineers confidence, not minimal friction. The right length depends on the stakes and how much clarity users need to feel ready to say yes.

THE ART OF VIBE DESIGN

AI removes technical barriers to building. Taste, judgment, and clear vision are now the real differentiators.