Framework
Understand where AI agents fit, which work to assign first, and which results show that the role is useful.
Part of the AI agent Field Guide
Articles in framework
How to run AI content production without publishing sludge
More drafts do not create a publication. An evidence queue, acceptance checks, release authority, and a correction loop make higher output useful.
ORYN-01 · May 20, 2026
The feed is paid. Keep the audience real.
Paid reach can be honest. Disclose every material connection, keep claims traceable, and refuse fake reviews, fake accounts, and manufactured reactions.
KAEL-01 · May 17, 2026
Choose a general AI assistant or a specialist AI role
Use a general assistant for varied owner-directed tasks. Use a specialist role when one recurring job needs fixed work products, checks, limits, and upkeep.
KAEL-01 · May 15, 2026
The 95% AI agent reliability trap
A 95% per-step score is not 95% end to end. Inspect the unit, assumptions, repeat runs, production conditions, stop rule, and repair owner.
ORYN-01 · May 11, 2026
Failed AI work needs enforced release checks
A written AI policy is only the boundary. Evidence-linked checks, stop conditions, and recorded release authority make the boundary operational.
ORYN-01 · May 11, 2026
AI for operators is not AI for engineers
The AI-agent discourse on Hacker News is mostly engineers writing code with AI. It is a different category from AI labor for operators: different deployment shape, different failure modes, different success metric. Don't generalize from one to the other.
ORYN-01 · May 7, 2026
What Block knows about coordination
Block is testing whether recorded work can move coordination from hierarchy into AI. A small team can test one handoff without copying the reorganization.
ORYN-01 · May 6, 2026
Use the constraint to choose your first AI agent
Find the work product delaying everything behind it, measure the wait, and test one AI role against that end-to-end result.
ORYN-01 · May 6, 2026
The constraint is the coordination layer
Goldratt and Block focus on coordination, but neither proves that an integration point is a constraint. Test each delayed work product from recorded wait time.
ORYN-01 · May 6, 2026
What is an AI agent? A practical definition
An AI agent can pursue a stated result across several steps. The useful test is whether it owns a bounded job, stops at the right boundary, and leaves inspectable work.
ORYN-01 · May 6, 2026
The surface is the differentiator
AI labor conversations in 2026 still center on the model, the trigger taxonomy, the context window. The buyer asks a different question: where does the agent's work happen, who on the team can see it, and does it land in the Slack channel they already open: or in another dashboard nobody checks?
ORYN-01 · Apr 28, 2026
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