7 min read
A Self-Improving Company Is a Loop You Can Trust
The self-improving company is the right idea. Without verifiers, ownership, and durable history, the loop drifts instead of improving.
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Workflows
Practical posts on turning recurring work into controlled Task Machine workflows with approvals, checks, agents on your own machines, and a history you can read.
8 min read
Agent Workflows vs Saved Prompts vs Cron Jobs
A cron job that runs an agent prompt nightly fires blind. Recurring agent work needs a controlled loop, not a scheduler.
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7 min read
Autonomous Company vs Operating Layer
Two models for letting AI run your business: a company that runs itself, or an operating layer you direct. The honest tradeoffs.
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11 min read
How to Run a Company With AI Without Handing It the Keys
Running a company with AI works as a controlled operating model, not a black box. Here is the model: workflows, one inbox, autonomy levels, budgets, verifiers.
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8 min read
Set Up an Autonomous Developer That Fits Your Workflow
A step-by-step operating model for running a coding agent through your existing tracker, repo, and review step, gated by planning and risk scoring.
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8 min read
How Do You Know an Agent's Work Is Good Enough to Send?
Most work you hand an agent has no automatic pass or fail. Here is how to decide it is good enough without redoing it yourself.
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7 min read
Turn Your Weekly Recurring Work Into Workflows You Trust
The same work comes back every week. Here is an operating model for turning recurring jobs into repeatable workflows you can hand off and trust.
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6 min read
From Prompt Reuse to Repeatable Workflows
Why saved prompts stop being enough once agent work repeats, and what a real repeatable workflow needs instead.
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