Atlas

Adaptive Evaluation Over Static Benchmarks

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

Adversarial Dogfooding Loop

Force all your work through your own product even when it's the wrong tool, so it becomes the right tool

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

Influence4 steps

Buy-In as a Journey, Not a Meeting

Win the decision before the decision meeting by looping stakeholders in early and staying open on the solution.

CaMeL Permission Pre-Restriction

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

Detune Precision by Time Horizon

The shorter the horizon, the more detail; keep long-range plans deliberately hazy to avoid false precision

Leadership3 steps

Failure-as-Default Framing to Create Startup Scarcity

Openly declaring a new bet will most likely fail buys the autonomy and speed a big company otherwise smothers

Leadership3 steps

Fight Club: A Standing Slot for Conflict

Reserve a recurring weekly slot with your key peers specifically to surface and resolve conflict early.

Incubate-Iterate-Integrate for Innovating Inside a Mature Product

Build the new experience beside your core product, perfect it, then fold it back in — so you don't break existing customers

Productivity5 steps

Intentional Remote Operating Model

Make remote work productive by scheduling connection in bursts, protecting synced deep-work blocks, and banning status meetings.

Communication3 steps

Keep the Flame Alive: The High-Speed-Train Comms Cadence

Weekly bite-sized, honest updates and 3-minute customer snippets build momentum no one wants to step in front of

Productivity3 steps

Label the Process Stage, Not the Polish

A production-looking prototype no longer means it's production-ready — say the stage out loud

Productivity3 steps

Match the Medium to the Point

When implementation is cheap, the skill is choosing document vs prototype for the point you're making

Leadership4 steps

Peer Feedback Groups

Small standing peer pods that review each other's rough-draft work to build feedback muscle and trust.

Rewrite vs. Restart: The Plane Decision

Never rewrite a live product with a big customer base; do shut down a small-traction acquisition and rebuild it

Influence3 steps

Spending Chips: Breaking Rules Without Breaking Trust

Treat accumulated social capital as chips you deliberately spend to break the specific rules that block a new bet

Innovation5 steps

Stage-Gated Product Incubation

Grow new products through five funded stages — wonder, explore, make, impact, scale — validating at each gate.

Productivity4 steps

The $10 Game for Personal Priorities

Allocate a notional $10 across your priorities to expose where your time actually goes versus where it should.

The 10x Lens on New Ideas

For every promising idea, ask where it could go in 3-5 years if it were 10x bigger — and let that reshape it now.

The AI Deployment Risk Triage

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

Strategy5 steps

The AI Security Vendor Due-Diligence Test

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

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

The Lighthouse Users Program (10 → 100 → 1,000)

Deliberately serve a tiny, named set of customers through defined stages instead of chasing MAU too early

Strategy5 steps

The Scrappy Wedge for Unglamorous Investment

Win backing for unsexy work by starting small, showing it visually, making it easy for others, and proving momentum.

Communication3 steps

The 'Why Now' Perishability Test for Internal Pitches

A good business case that lacks a strong 'why now' trigger gets parked; make the opportunity feel perishable

Innovation4 steps

The Wonder-Explore-Make-Impact Incubation Gate

A four-stage vocabulary with 6-pager gates that lets a big company incubate new bets without prematurely scaling them

Leadership3 steps

Zone Defense for Product Work

Spread taste-makers out to cover the whole field instead of clustering on the same problem