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Prototypes vs Products: How I De-risk Ideas Fast and Ship Reliable Value at Scale
Read more: Prototypes vs Products: How I De-risk Ideas Fast and Ship Reliable Value at ScaleToo many teams confuse prototypes with products—and pay for it later. I use prototypes to learn fast and reduce risk, and I treat products as promises that must be reliable, secure, and observable. In AI work, I add guardrails, offline evaluation, and data governance before any customer exposure. I only graduate from prototype to product…
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AI Context Pulling Playbook: How I Make Humans + LLMs Collaborate for Sharper Product Outcomes
Read more: AI Context Pulling Playbook: How I Make Humans + LLMs Collaborate for Sharper Product OutcomesAI context pulling turns generic AI into a strategic co-pilot by feeding LLMs the right evidence, goals, and constraints. I share how I assemble tight context packets, run agentic AI workflows, and bring insights into product trios for sharper decisions. The result is faster discovery, clearer trade-offs, and better product roadmaps—without sacrificing governance or privacy-by-design.…
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How Incident.io’s AI SRE Diagnoses, Hypothesizes, and Fixes Outages in Slack at Record Speed
Read more: How Incident.io’s AI SRE Diagnoses, Hypothesizes, and Fixes Outages in Slack at Record SpeedOutages punish teams on time and trust—and that’s exactly where an AI SRE can shine. I break down how Incident.io moved from simple summaries to a multi-agent system that forms hypotheses, tests them, and drafts fixes directly in Slack. The key is speed with safety: retrieval-augmented reasoning that favors deterministic tagging and re-ranking, rigorous post-incident…
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Build a Company You’ll Run Forever: Bootstrapping vs VC, PMF, and the Art of ‘Eating Glass’
Read more: Build a Company You’ll Run Forever: Bootstrapping vs VC, PMF, and the Art of ‘Eating Glass’Building a company you’ll run forever requires first principles decision making, founder-approach fit, and an unglamorous commitment to “eating glass.” In this commentary, I unpack how bootstrapping is being “constrained by capital,” why venture capital is like “going pro,” and how execution alone isn’t a moat. I explore extreme product-market fit—the “snake swallowing a deer”—and…
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Turn Claude Code Into a Trusted Teammate: My 3-Layer Memory System You Can Copy
Read more: Turn Claude Code Into a Trusted Teammate: My 3-Layer Memory System You Can CopyI used to waste hours repeating the same context to AI and getting generic, off-the-mark feedback. By giving Claude Code a persistent, file-based memory, I now get on-brand copy, sharper critiques, and faster research with minimal prompting. The system runs across projects without vendor lock-in and scales from product discovery to go-to-market content. It’s built…
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My Product Positioning Playbook: Craft Unforgettable Messaging That Wins Markets and Endures
Read more: My Product Positioning Playbook: Craft Unforgettable Messaging That Wins Markets and EnduresYour product positioning statement decides if you stand the test of time. Learn how other expert products do it and how to write one that sticks. In this playbook, I share the exact template, testing methods, and rollout tactics I use to craft positioning that aligns teams and converts. You’ll learn how to define the…
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The Product Playbook: Measuring Agent Performance with Pendo and Agent Analytics to Drive ROI
Read more: The Product Playbook: Measuring Agent Performance with Pendo and Agent Analytics to Drive ROIMeasuring agent performance isn’t just about faster responses—it’s about creating a continuous feedback loop between product and support. By pairing Pendo’s product analytics with Agent Analytics, I connect user behavior to resolution outcomes, deflection, and retention. In-app guides, tooltips, and product tours turn insights into action, while A/B testing quantifies impact. A unified analytics platform…
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AI at Home, Impact at Work: Experiments That Supercharged My Product Leadership
Read more: AI at Home, Impact at Work: Experiments That Supercharged My Product LeadershipI reflect on a standout All Things Product conversation that reinforced how low-stakes AI experiments at home can dramatically improve how we build AI-powered products at work. By treating personal use cases as product discovery, I’ve strengthened context management, bias awareness, and human-in-the-loop practices. I share how I use tools like ChatGPT by OpenAI and…
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From Code to Roadmaps: My Proven Playbook for Engineers Becoming Product Managers
Read more: From Code to Roadmaps: My Proven Playbook for Engineers Becoming Product ManagersEngineers can become outstanding product managers by shifting from outputs to outcomes, mastering product discovery, and communicating clearly with stakeholders. In this playbook, I outline a low-risk path: lead a product trio, run lightweight experiments, and build a portfolio that proves product judgment. I share how to pitch a 90-day internal trial, what to showcase…
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Build a Product Messaging Framework That Converts: Clarity, Consistency, Customer Connection
Read more: Build a Product Messaging Framework That Converts: Clarity, Consistency, Customer ConnectionThis first-person guide shows how to build a product messaging framework that aligns teams, clarifies positioning, and converts. You’ll learn how to define value pillars, points of parity and differentiation, and a messaging hierarchy that scales across channels. I share steps to operationalize the framework in onboarding, UX writing, and product-led growth. You’ll see how…
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Impact Analysis Mastery: Proven Steps to Predict, Measure, and Maximize Product Outcomes
Read more: Impact Analysis Mastery: Proven Steps to Predict, Measure, and Maximize Product OutcomesImpact analysis is my go-to method for turning strategy into measurable results. In this guide, I explain what it is, why it matters, and the exact steps I use to predict and validate outcomes. You’ll learn how to link features to behavior change, size opportunities, and de-risk decisions with A/B testing and a unified analytics…
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Product Tree 101: The Visual Prioritization Framework I Rely on to Align Teams Fast
Read more: Product Tree 101: The Visual Prioritization Framework I Rely on to Align Teams FastThe Product Tree is my go-to visual framework for turning a noisy backlog into a clear, outcome-driven roadmap. By mapping trunk, branches, leaves, and roots, I align teams on customer value, platform needs, and strategic priorities in one view. It’s especially effective for product discovery, stakeholder management, and outcomes vs output OKRs. In planning, it…
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