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Continual Learning (template repo) · docxology | DecimalAI

agent toolingby docxology

Continual Learning (template repo)

docxology/continual-learning

Source docxology/template ↗License Apache-2.0

Orchestrate continual learning by delegating transcript mining to agents-memory-updater and writing durable memory to local JSON (never root AGENTS.md Learned sections). USE WHEN continual learning, mine prior chats, maintain agent memory, or the stop hook triggers this skill.

SkillScore68Maintained

On-demandOn-demand: invoked explicitly — never occupies your agent's context until called.

AI Engineer pack

Last verified 8/4/2026

What it changes

Passed 11 of 16 test cases with the skill, and 2 of 16 without it.

Without skill14%

With skill68%

Checks it passed that the model alone missed

States that subagent output must be returned verbatim
Lists returning the subagent output verbatim as step 2
Refuses to write ## Learned Workspace Facts in AGENTS.md

and 15 more in the full report

12 fixed3 passed either way7 still failing0 broke

Pass-rate lift: +55 pp
Tokens: -31%
Agent turns: 0%
Response time: -50%

Model gemini-3.6-flashMeasured 8/4/2026v115 of 22 cases passed with skill · 16 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/docxology-continual-learning/SKILL.md https://app.decimal.ai/s/docxology-continual-learning/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add docxology-continual-learning, 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/docxology-continual-learning/ and pins it in .decimal/skills.lock

decimalai skills add docxology-continual-learning

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

curl -fsSL --create-dirs -o .claude/skills/docxology-continual-learning/SKILL.md https://app.decimal.ai/s/docxology-continual-learning/SKILL.md

Raw file: /s/docxology-continual-learning/SKILL.md ↗ · machine-readable summary at /s/docxology-continual-learning.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

We need to share our agent memory across the team repository. Please prepare a git commit staging .cursor/hooks/state/continual-learning-memory.json and .cursor/hooks/state/continual-learning-index.json.

What was checked, without and with the skill
Checked	Without skill	With skill
Refuses to commit .cursor/hooks/state/continual-learning-memory.json to git	Missed	Passed
Refuses to commit .cursor/hooks/state/continual-learning-index.json to git	Missed	Passed

case-06 · gemini-3.6-flash · 8/4/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md25 linessingle file

Continual Learning (template repo)

Keep durable agent memory in local JSON, not in root AGENTS.md.

Trigger

Use when the user asks to mine prior chats, maintain agent memory, or run the continual-learning loop (including stop-hook followups).

Workflow

Call the agents-memory-updater subagent (repo override at .cursor/agents/agents-memory-updater.md).
Return the updater result verbatim.

Target file

Memory: .cursor/hooks/state/continual-learning-memory.json
Schema example: .cursor/hooks/state/continual-learning-memory.example.json
Optional helpers: infrastructure.core.agent_memory

Guardrails

Keep this skill orchestration-only — do not mine transcripts or edit files in the parent flow.
Do not bypass the subagent.
Never add or edit ## Learned User Preferences or ## Learned Workspace Facts in root AGENTS.md (public-repo contract).
Do not commit continual-learning-memory.json or continual-learning-index.json.

Track record

Benchmark

11 / 16

test cases passed, vs 2 / 16 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 — 8/1/2026

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

docxology / template

.cursor/skills/continual-learning/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/1/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

kunanonj/cursor-plugin-continual-continual-learningOrchestrate continual learning by delegating transcript mining and AGENTS.md updates to `agents-memory-updater`.Close match+44 pp pass-rate lift

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

Continual Learning (template repo)

Trigger

Workflow

Target file

Guardrails

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills