11 min read
How to Keep Human Oversight Meaningful
Repeated agent review can weaken attention and judgment until human approval stops providing the control it appears to provide.
Operations
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.
7 min read
The Case for One Developer and Nine Agents
Our coding agents averaged $5.79 per run-hour. Add a developer's supervision, and there is a financial case for trying agents before expanding the team.
9 min read
What 500 Real AI Tasks Taught Us
Thirty days of real agent work show what AI tasks cost, where human review helps, and which numbers matter when the work must ship.
11 min read
The economics of your next hire are changing
How small software teams can compare a Task Machine workflow with a hire and decide where human ownership still belongs.
14 min read
The Hard Part of Multi-Agent Systems Is Coordination
Anthropic's research shows why agent coordination depends on scoped context, auditable memory, authority, and verification.
11 min read
AI Agents for Agency Delivery
How small agencies use AI agents to prepare recurring client work while preserving review quality, context boundaries, and trust.
10 min read
How Indie Hackers Use AI Agents
A practical way for indie hackers to delegate recurring marketing, support, research, and operations while keeping control.
11 min read
How Task Machine Uses Task Machine
How we run growth, make strategy decisions, and turn product feedback into verified work through the same operating loop we build.
6 min read
A Week Inside the One-Person Billion-Dollar Company
Sam Altman's friends are betting on a company with one employee. Here's what an actual week running one looks like.
6 min read
The Law Already Assumes Your AI-Run Company Needs a Human in Charge
Argentina's bill for AI-run companies still requires a human administrator liable for outcomes. What that means for anyone building with autonomous agents.
7 min read
Add AI Agents to the Business You Already Run
Most AI company tools assume you are starting from a prompt. Real businesses already run. The better model plugs agents into the stack you have.
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