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What we learn while building an AI teammate for engineering teams: proof over demos, policy over prompts, and the occasional argument against process theater.

Oct 1, 2026 ai, engineering, market

Issue to PR Is a Commodity. Here's What Isn't.

GitHub, Linear, Jira and OpenAI all turn issues into pull requests now. The loop is free. What your team still doesn't have is the operating model around it: who writes the work, who sets the rules, and who proves the result.

Oct 1, 2026 ai, engineering, testing

Don't Trust an Agent That Says Done

Coding agents grade their own homework. kanman doesn't let them: an acceptance spec is written before the code, must fail before work starts, can't be edited by the agent, and has to pass on a clean checkout before anyone is asked to review.

Oct 1, 2026 ai, engineering, governance

Agents Need a Policy, Not a Better Prompt

"Please don't touch the billing module" in a system prompt is not a rule. It's a wish. kanman replaces wishes with a policy: authority levels, presets, budgets with hard stops, decisions that come with a recommendation, and an audit log you can export.

Robot hand reaching towards human hand
Dec 18, 2025 ai, philosophy, engineering

The Post-AI-Hype Era Starts Now

Every industrial revolution has a hype cycle. We're in one now. But while everyone debates AI, some of us are ready to skip ahead and just build things together.

Team collaborating at a table
Dec 17, 2025 ai, collaboration, engineering

An AI Teammate, Not Just an AI Assistant

Assistants answer when you ask. A teammate owns work: it takes requirements, follows the team's rules, shows its evidence and is accountable for the result. Your team doesn't need more assistants. It needs one teammate it can trust.

Person writing on whiteboard with markers
Nov 22, 2025 okrs, management

How to De-Weaponize OKRs

OKRs were meant to align teams. Instead, they often become performance weapons. Here's how to use goal frameworks without letting them suffocate your actual work.

Person resting head on desk near laptop
Nov 19, 2025 burnout, sustainability

Breaking the Burnout Loop

The grind-evaluate-punish cycle of modern work tools creates burnout by design. Here's how to escape and build sustainable work habits instead.

Blurred person rushing through corridor
Nov 18, 2025 hustle, sustainability

Hustle Culture's Hidden Costs

Context switching, rework, and lost focus are the real price of always-on work. Here's what hustle culture actually costs - and how calm tools help you reclaim it.

Person looking at analytics dashboard
Nov 14, 2025 metrics, philosophy

When Metrics Gaslight Makers

Velocity charts and burndown graphs can make you feel behind even when you're shipping. Here's how vanity metrics distort priorities - and how evidence instead of metrics lets outcomes speak for themselves.