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SKILL verified MIT Self-run

Adept Self Improve

skill-itaywol-adeptability-adept-self-improve · by itaywol

Capture a durable lesson, correction, or convention from this session as a reusable adept skill, then sync it to every harness. Apply when the user corrects you, when a fix generalizes, or when you say 'I'll remember that.

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Install

$ agentstack add skill-itaywol-adeptability-adept-self-improve

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
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2mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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How agent discovery & health will work →
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About

Self-improve: turn lessons into skills

adept skills are portable memory. A lesson written as a skill is loaded by every harness on every future session — not lost when this context ends. When you learn something durable, capture it instead of forgetting it.

When to capture

Capture when the lesson is durable and reusable, not one-off:

  • The user corrects you ("we always use X, not Y", "don't touch Z").
  • A fix or pattern generalizes beyond the file you're in.
  • You discover a project convention the code doesn't make obvious (a build gate, a

naming rule, a required pre-PR step).

  • You catch yourself thinking "I'll remember that for next time." — you won't; the skill will.

Don't capture: secrets, one-shot facts, anything already obvious from the code or existing skills. Improve an existing skill before adding a near-duplicate (adept skill list).

The loop

adept skill list                       # does a skill already cover this? edit it if so
adept skill add  --edit      # else scaffold a new one
# write a triggering description + a tight, harness-neutral body
adept sync                             # render to every enabled harness
adept status && adept diff             # confirm it landed clean

Then tell the user, in one line, what you captured and where — they own the memory, so let them veto it. Commit the new skill with their normal review.

What makes a captured lesson good

  • Description = trigger. Front-load when it applies so a future agent loads it at the

right moment. See [[authoring-adept-skills]] for crafting the description and activation.

  • Atomic. One lesson per skill. If it needs "and also…", it's two skills.
  • Reason, not just rule. "Use sentinel errors so callers can errors.Is" beats "use

sentinel errors" — the why survives refactors the rule wouldn't.

Confirm before you persist

Capturing is an outward, durable act: it changes how every future session behaves. Surface what you're about to write and let the user confirm — don't silently rewrite the project's shared memory. See [[using-adept]] for the surrounding CLI.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.