Blog
Engineering insights on code-aware specs and the future of product management.
AI Made Engineering 5x Faster. PM Is the New Bottleneck.
Per-developer PR throughput went from 1–2 a week to 5–10. At 30 engineers that's 200 changes a week. Engineering isn't the constraint anymore — product and GTM are.
They Asked For It. You Shipped It. They Don't Know.
Closing the loop from customer ask to shipped feature is the single highest-leverage thing a B2B startup can do in 2026. Email release notes don't do it. Slack Connect does.
AI Agents for Product Management: What Works in 2026
Only 25% of PM tools score highly on agentic capabilities. Here's an honest assessment of what AI agents can and can't do for product management today.
AI Agents Need Better Specs, Not Better Models
The model isn't the bottleneck. The spec is. Here's why your AI coding agent keeps building the wrong thing — and what to give it instead.
The Best Jira Alternative for Startups That Actually Ship
Jira was built for process. You need a tool built for shipping. Here's what actually matters in a PM tool for teams under 50 people.
Claude Code for Product Managers: A CLI for PMs
PMs are adopting Claude Code — a CLI tool built for engineers — to write specs, generate tickets, and run product workflows. Here's why it works and how to set it up.
Claude Code Plugins Are Turning Engineers Into PMs
47 PM skills. Spec-driven workflows. Brainstorm-plan-implement pipelines. The Claude Code plugin ecosystem is building the 'Cursor for PMs' that YC asked for.
Connect GitHub PRs to Your Product Roadmap
Your engineers live in GitHub. Your board should too. Here's how to auto-sync PR activity to your product roadmap — no manual status updates.
The Engineer's Playbook for Running Product Without a PM
No PM? No budget for one? Here's the practical playbook for engineers who inherited the product role and need to ship without drowning in process.
From Customer Feedback to Product Spec in 10 Minutes
80% of customer feedback never gets analyzed. Here's the automated pipeline from raw feedback to structured, codebase-aware product spec — in 10 minutes.
Jira's Dependency Management Is a Label, Not a System
Jira dependency links are informational labels with zero scheduling impact. Here's why that matters — and what actual dependency intelligence looks like.
Linear vs Jira vs Notion for AI-First Teams
AI-first teams need spec-aware, code-connected PM tools. Here's how Linear, Jira, and Notion actually compare when AI agents are writing your code.
The PRD-to-Code Pipeline: How AI Is Closing the Gap
The gap between product spec and working code is where features go wrong. Here's the full PRD-to-code pipeline that AI is making possible in 2026.
Spec-Driven Development: The AI Coding Methodology
TDD had its moment. Now specs are the bottleneck. Spec-Driven Development is the methodology emerging from teams that ship with AI agents.
What Is Drift Detection? Spec-to-Code Alignment
Drift detection catches when your code diverges from your spec — before merge, not after launch. Here's what it is, why it matters, and how it works.
MCP Explained: How AI Agents Get Product Context
Model Context Protocol is how AI coding agents access external knowledge. Here's what MCP means for product management — and why your specs should be MCP-accessible.
ChatPRD Has 100K Users. Here's What It Still Can't Do.
ChatPRD proved PMs want AI-written PRDs. But document generation is just the first step. Here's what's still missing.
Cursor Changed How We Code. Nothing Changed How We Spec.
AI coding tools solved how to build. Nobody solved what to build. Here's why the spec layer is the real bottleneck — and what comes next.
How to Write a PRD When You're an Engineer, Not a PM
You're an engineer who got handed PM work. Here's how to write a PRD that's actually useful — not a political document that rots in Notion.
There's No Open-Source PM Tool. That's About to Change.
Cal.com did scheduling. PostHog did analytics. Nobody's done product management. Here's why open source is the right model for the spec layer.
Your PM Tools Don't Talk to Each Other
Notion for specs. Linear for tickets. ChatPRD for drafts. Slack for glue. $50/month and nothing is connected. There's a better way.
Your PRD Stops Working 48 Hours After You Write It
Every PRD has a 48-hour half-life. Here's why specs drift from reality — and what a 'living PRD' looks like in 2026.