Loop — the engineering cycle: select, advance, distill, deliver
SkillAI & modelsThe 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).
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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 it | select.md |
| Push a unit forward; wonder if you're stalled; pace an unattended run | advance.md |
| Decide where a learning goes — lesson, memory, project-level skill, or nowhere | distill.md |
| Claim a unit done; commit; report; end the session | deliver.md |
A full pass is select.md → advance.md → distill.md → deliver.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
- GitHub stars
- 239
- Forks
- 32
- Last commit
- Jul 2026
Advanced
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loop-engineering-telagod- Source
- github.com/telagod/code-abyss