extract-approach — the recorder
SkillDocs & knowledgeThe recorder — after every non-trivial solved problem, write ONE learnings note capturing the approach, the judgment calls, and the reusable rule, written for a weaker model reading cold. A solution without its learnings note is unfinished work.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the extract-approach — the recorder skill
What this skill tells your AI
The instructions your AI receives, as published by seldonframe/seldonframe in .claude/skills/extract-approach/SKILL.md and read by ahel’s review.
Every hard problem solved in a session leaves reasoning that evaporates when the session ends. This skill converts it into a permanent asset: one note per solved problem, readable by every model (and human) that comes after — especially models LESS capable than the one that solved it.
When to fire
After every NON-TRIVIAL solved problem: a diagnosed bug with a non-obvious root cause, an architecture decision, a gnarly integration, a strategy call. NOT for routine edits, mechanical fixes, or anything a fresh session would re-derive in under a minute.
The note — write to docs/learnings/YYYY-MM-DD-<slug>.md
Four sections, in this order, each as short as truth allows:
- The problem, in one line. The observable symptom or question — not the solution restated.
- The approach. The decomposition that worked, as plain numbered steps a weaker model could re-execute. Include the dead ends only if skipping them is the insight.
- Judgment calls. What was deliberately NOT done, and why. This is the highest-value section — a weaker model can follow steps but cannot reconstruct restraint.
- The reusable rule, one line. The generalization that prevents the whole
class of problem. If it's a correction of how we work, ALSO append it to
tasks/lessons.md(one line, per CLAUDE.md §2.3).
Rules
- Written for a weaker model reading COLD: no session references ("as we saw above"), no unexpanded codenames, absolute dates only.
- One problem = one note. Don't bundle. Atomized notes get retrieved and reused; a bundled report gets stored and forgotten.
- If the fact is durable PROJECT state rather than an approach (a config, a gotcha, a decision), it belongs in the memory directory instead — this skill is for HOW the problem was cracked, not what is now true.
- Cross-link: name related learnings notes and memory entries where they genuinely connect.
- The note is part of the task's definition of done. Commit it with the fix.
Signals
- GitHub stars
- 47
- Forks
- 8
- Last commit
- Sep 2026
Advanced
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extract-approach- Source
- github.com/seldonframe/seldonframe