prompt engineering
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How to Make AI Agents Finish and Hand Off Work Cleanly
A practical completion contract, handoff format, stop rule, and evaluation system for agents that deliver results without creating more work.
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AI-Assisted Interview Prep Without Sounding Scripted
A practical workflow for turning your own evidence into sharper interview answers, testing them under pressure, and preserving your natural voice.
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How to Use AI for Interview Prep Without Sounding Scripted
A practical workflow for using AI as a demanding interview coach that strengthens real stories, follow-up answers, and judgment without scripting you.
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Five Transferable AI Habits to Build with an Approved Copilot
Use an approved Copilot to master task framing, grounding, workflow design, evaluation, and learning habits that survive the next model switch.
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Claude 5.5 Task Economics: Price Outcomes, Not Tokens
A practical framework for testing Claude 5.5 on real work and measuring model spend, correction time, retention, and cost per accepted outcome.
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How to Build Reliable AI Evals for Product Decisions
A practical method for separating real AI gains from evaluator drift, auditing failures, and making defensible product release decisions.
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How to Build a Trustworthy AI-Assisted Research Workflow
A practical workflow for using AI to collect, compare, draft, and edit academic work while keeping evidence, citations, and judgment under your control.
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How to Build an AI Productivity Stack That Saves You Time
A practical framework for choosing a small AI tool stack, testing real time savings, protecting judgment, and scaling useful team workflows.
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A Practical AI Evaluation Workflow for Product Teams
Build a repeatable AI eval workflow that turns vague quality debates into traceable failure rates, safer experiments, and clearer release decisions.
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Context Engineering: How to Build Reliable AI Applications
A practical framework for designing context, diagnosing agent failures, budgeting each turn, and evaluating AI applications before production.
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How Snapbar Turned Crisis Into an AI-Native Photo Experience Revolution
Snapbar’s reinvention shows how a mature company can turn crisis into a durable AI product strategy. The company moved from physical photo booths to a WebRTC-based…
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How I Make AI Agents Speak Like Our Team: A Conversation Design Playbook That Lifts CSAT
Your AI Agent will sound like an LLM unless you intentionally design how it communicates. I share a practical conversation design playbook covering tone, response structure,…
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Claude Code for Product Managers: Accelerate Prototypes, Validate Faster, Ship with Confidence
Claude Code helps me turn ambiguous product ideas into testable prototypes, grounded analyses, and instrumented experiments in a fraction of the time. By pairing it with…
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A Reliable Amplitude AI Workflow for Product Decisions
Build Amplitude AI analyses stakeholders can trust by controlling context, checking evidence, and turning findings into accountable product decisions.
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Prompt Engineering for Amplitude Global Agent That Holds Up
A practical framework for prompting Amplitude Global Agent to produce grounded, reviewable analysis that supports real product decisions.
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No More Accidental Agents: How We Engineered Global Agent’s Helpful, Curious Personality
Most AI agents inherit accidental personalities from prompts and defaults. We took a different path, treating personality as a measurable product surface and optimizing it with…
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From Prototype to Production: How I Built Reliable AI-Generated Opportunity Solution Trees
I set out to make AI-generated opportunity solution trees reliable at scale and discovered why updating a tree is far harder than creating one from scratch.…
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5 Proven Agent Skills I Use to Automate Weekly Product Reviews with Claude, Cursor, and Codex
Weekly product reviews can be fast, focused, and high-signal when agentic AI does the prep work. I use five repeatable agent skills—backlog triage, PRD synthesis, experiment…
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The AI PM One-Pager: Radical prototyping requirements for speed, clarity, and truth
A single one-pager can transform how AI product teams move from idea to insight. By prompting tools directly and defining eval-driven criteria up front, I cut…
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Never Lose Your AI Superpowers: How I Sync Context and Skills Across Every Device
Sharing AI context files and skills across devices—and with teammates—shouldn’t be painful. In this first-person walkthrough, I break down the real-world pitfalls I hit with Dropbox,…
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Browse topics
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