The Insights Library

Practical thinking,
no fluff.

Real frameworks from real engagements. Scaling, AI readiness, leadership, decision-making - written from the trenches, not the ivory tower.

13 Articles
7 Topics
185+ Min Reading
Weekly New Content
13
Risk Management · AI Operations · Framework

The Deliberate Slow: Why the Riskiest Decision in the AI Era Is Choosing What to Move Fast

Speed is not the default virtue of the AI era - judgment is. Three verified case studies (CrowdStrike, Air Canada, Knight Capital) show what happens when velocity outpaces readiness. Includes the Velocity Risk Matrix: a two-axis framework for classifying every process by reversibility and blast radius, and five categories that must stay permanently slow.

12
Product Management · Future of Work · Opinion

The Expanding PM: Why Product Managers Must Own the Company's AI Knowledge Layer

The PM is absorbing four roles - Research Director, Project Manager, Designer, and with the right developer infrastructure, feature development itself. Simultaneously becoming the knowledge architect every AI system depends on. Grounded in DORA metrics, SPACE framework, Teresa Torres, Marty Cagan, and Karpathy's vibe coding. Includes a provocative 2027 PM job description and four counterarguments worth fighting about.

11
Practical Framework · Measurement

Ship KPIs Like Features: The KPI Engineering Framework

A practical method for adding new KPIs with the rigor product teams use for features. Built on the Three Pillars (Outcome / Execution / Foundation). Includes a step-by-step AI-native implementation using Google Workspace + Claude - one operator, 90 minutes, end-to-end (define, collect, calculate, track, feedback, update, communicate) - plus a dedicated security, compliance, and cost-risk chapter with a 12-item pre-launch checklist. Grounded in Parmenter, Grove, Doerr, Cagan, Kaplan & Norton, Sean Ellis. Includes a worked example and a poker case study.

10
Critical Essay · Future of Work

The Permanent Problems: What AI Won't Fix, What It Will Reveal, and What Comes Next

95% of GenAI pilots fail. 67% of AI adopters work more hours, not fewer. 60% of agentic projects fail this year for one reason: bad data. The structural problems AI can't fix, the new ones it's creating, the stacked migration nobody's talking about, and 7 predictions for 2027-2030.

09
Critical Essay · Risk Management

The KPI Trap: When Your Measurement Stack Becomes the Risk

Goodhart's Law, Wells Fargo's $3B scandal, the UK PPI crisis, why CSAT is expensive theater, and how isolated departmental KPIs create internal civil wars between Risk and Product. With research and a 5-principle framework for healthier KPI architecture.

08
Economics of Prevention

The 10x Rule: Why Organizational Problems Get Exponentially More Expensive at Scale

Every problem you don't catch now costs 10x more at the next scale. The math behind prevention, the three categories of findings (leaks, bottlenecks, risks), and when to assess.

07
AI Transformation

Enterprise AI Transformation: The Operator's Playbook for Regulated Industries

5-stage framework to move organizations from AI experiments in engineering to AI as operating model. Built for banking, fintech, insurance, healthcare. Operator-led, vendor-neutral.

05
For Investors

Pre-Investment Due Diligence: A Builder's-Eye View

What pure-analyst DD misses - and how operator-led DD catches deal-breaking risks before you commit capital. 5-phase framework for VCs.

01
AI & Business

AI Readiness Assessment: The Complete Guide for SMBs in 2026

5-dimension framework, step-by-step process, and a free interactive checklist. Most companies aren't AI-ready - here's how to know where you stand.

02
Career

Why I Left a 10-Year Tech Career to Become an Independent Consultant

The honest version: why I left, what I underestimated, and what I learned about consulting in the first 6 months.

03
Leadership

What NVC Taught Me About Leading Teams Under Pressure

Notes from a Marshall Rosenberg workshop. The four-step framework that transforms how leaders give feedback and navigate conflict.

04
Performance

The Performance Paradox: How High Achievers Break Through Plateaus

Why working harder stops working - and what to do instead. A practical framework for getting the most from yourself.

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