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ServiceNow

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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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Innovation3 steps

CaMeL Permission Pre-Restriction

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

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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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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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Strategy3 steps

Differentiation vs Table Stakes

Balance the roadmap between what attracts new customers and what they require to switch at all

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Leadership5 steps

Driving AI Adoption Through Hard Constraints

AI transformation moves when you impose hard constraints, sort people into three groups, and fix the slowest part of the system.

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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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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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Marketing5 steps

Four Criteria for Choosing a Distribution Platform (Enter and Exit)

Score a new platform on retention, monetizability, value exchange, and scale — then plan your exit before you enter.

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Strategy4 steps

Map Your Product Against What AI Can Do

Start from your product's core job, then classify each part as AI-replace, augment, partial, or not-yet

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Strategy4 steps

Platform Betting Strategy by Company Stage

Late-stage companies spread chips across platforms; startups make one focused bet and go all in.

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Marketing3 steps

Product-Market-Story Fit

Great product in a great market still fails if the story is wrong or missing — add the third leg

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Leadership3 steps

Swinging the Pendulum

Spot an undesirable state, correct it — but know you'll overcorrect, so aim for the middle

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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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Sales4 steps

The Four Forces of Switching

Understand any adoption decision as a tug-of-war between attraction, anxiety, habit, and inertia

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Strategy4 steps

The Four-Step Distribution Platform Cycle

Every new growth channel opens then closes in the same four predictable steps — learn to see where you are.

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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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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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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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