Loop — the engineering cycle: select, advance, distill, deliver

SkillAI & models

The engineering loop - select, advance, distill, deliver - for running a work session on a project. Invoke when STARTING a session or picking the next thing to work on; sizing a unit of work or matching it to your model tier; running long/autonomously and deciding pace or when to stop; deciding where a learning should live (lesson vs memory vs project-level skill); or wrapping up a unit/session (commit, report, handoff note).

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Loop — the engineering cycle: select, advance, distill, deliver skill

What this skill tells your AI

The instructions your AI receives, as published by telagod/code-abyss in skills/_kernel/loop-engineering/SKILL.md and read by ahel’s review.

Rule content lives in the four files below; this SKILL.md only routes (doctrine/04-maintenance.md governs edits to this bundle too).

Route by moment

You are about to…Read (in this folder)
Start a session; choose the next unit; size it; decide who/which tier runs itselect.md
Push a unit forward; wonder if you're stalled; pace an unattended runadvance.md
Decide where a learning goes — lesson, memory, project-level skill, or nowheredistill.md
Claim a unit done; commit; report; end the sessiondeliver.md

A full pass is select.mdadvance.mddistill.mddeliver.md, once per unit of work; re-enter at select.md §5 after each landing.

Scope and neighbors

This bundle is the outer cycle that sequences the others across a session and a project. Whether/how to delegate and judge (escalate, done-gate, ask-user) is doctrine; how to work a problem once inside a unit (investigate, design, execute, verify, write) is methods; domain judgment is the matching domain bundle. When this bundle and doctrine both fire, doctrine first — its three non-negotiables apply inside every phase of the loop.

The stance

A project advances as a sequence of landed loops, and compounds only if each loop distills. Progress is landed deliverables, not activity (advance.md §3); the next session's speed is this session's runway (deliver.md §4); and the institution grows one filed learning at a time (distill.md §1) — that is how weak sessions get strong.

Signals

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Jul 2026
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skill
Gateway key
loop-engineering-telagod
Source
github.com/telagod/code-abyss