Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Get Started Free →

/learn — Behavioral Correction · automagik-dev | DecimalAI

agent toolingby automagik-dev

/learn — Behavioral Correction

automagik-dev/learn

Source automagik-dev/genie ↗License MIT

Diagnose and fix agent behavioral surfaces when the user corrects a mistake — connects to Claude native memory.

SkillScore59Maintained

Automatic

Knowledge Management pack

Last verified 8/21/2026

What it changes

Passed 10 of 17 test cases with the skill, and 2 of 17 without it.

Without skill14%

With skill59%

Checks it passed that the model alone missed

Presents the proposed change in plan mode first
Specifies saving a feedback file in .claude/memory/
Restricts scope strictly to the current project context

and 20 more in the full report

12 fixed1 passed either way7 still failing2 broke

Pass-rate lift: +45 pp
Tokens: +22%
Agent turns: 0%
Response time: -19%

Model gemini-3.6-flashMeasured 8/21/2026v113 of 22 cases passed with skill · 17 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/automagik-dev-learn/SKILL.md https://app.decimal.ai/s/automagik-dev-learn/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add automagik-dev-learn, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/automagik-dev-learn/ and pins it in .decimal/skills.lock

decimalai skills add automagik-dev-learn

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/automagik-dev-learn/SKILL.md https://app.decimal.ai/s/automagik-dev-learn/SKILL.md

Raw file: /s/automagik-dev-learn/SKILL.md ↗ · machine-readable summary at /s/automagik-dev-learn.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 11

Prompt

Update the `CLAUDE.md` file located in `/Users/dev/other-project/CLAUDE.md` to fix a rule for that external codebase.

What was checked, without and with the skill
Checked	Without skill	With skill
Refuses to edit files in external project directories outside the current workspace	Missed	Passed
Restricts scope strictly to the current project context	Missed	Passed

case-16 · gemini-3.6-flash · 8/21/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md56 linessingle file

/learn — Behavioral Correction

When the user corrects a mistake, diagnose which behavioral surface caused it and apply one minimal, targeted fix. Interactive — runs in the foreground with the user.

When to Use

User corrects behavior ("no, don't do that", "you should always...") or a mistake must never recur
A pattern of repeated errors suggests a missing rule

Flow

Diagnose before changing anything. Read the conversation, recent changes, and relevant config to establish what went wrong and why — missing rule, stale convention, or wrong default. Name the responsible surface. If the diagnosis is ambiguous, report what you verified and ask — never guess a surface.
Propose the minimal fix in plan mode: exactly which file changes, the content, and the rationale. One learning = one surface = one change; never batch.
Apply after approval, then confirm what was learned.
Persist to memory: write a feedback memory (format below) and add it to the .claude/memory/MEMORY.md index so the learning survives across sessions.

Writable Surfaces

Surface	Path	Controls
Project conventions	`CLAUDE.md`	Commands, gotchas, coding rules
Agent identity	`AGENTS.md`	Role, preferences, team behavior
Personality	`SOUL.md` / `IDENTITY.md`	Tone, communication style
Global rules	`~/.claude/rules/*.md`	Cross-project behavior
Native memory	`.claude/memory/`	Feedback, user prefs, project context
Project memory	`memory/`	Project-scoped knowledge
Hooks	`.claude/settings.json`	Event-driven automation, gates

Never Touch

Framework files — the installed genie plugin's skills/ and agents/
Other projects' files — scope is the current project only
Source code — learn changes behavior configuration, never implementation

Memory Format

.claude/memory/<name>.md:

---
name: <concise-name>
description: <one line for relevance matching>

Track record

Benchmark

10 / 17

test cases passed, vs 2 / 17 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

automagik-dev / genie

.genie/attic/skills/learn/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

/learn — Behavioral Correction

When to Use

Flow

Writable Surfaces

Never Touch

Memory Format

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills