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new-loop — spin up a new loop · ai-builder-club | DecimalAI

agent toolingby ai-builder-club

new-loop — spin up a new loop

ai-builder-club/new-loop

Source ai-builder-club/skills ↗License Not recorded

Spin up a new loop (domain) in a file-based knowledge base — bootstrap the substrate if it's missing, gather the loop's charter, scaffold domains/<loop>/README.md, then do ONE real test run and record it in the loop's Timeline and LOG.md.

NewMaintained

Automatic

Project Management pack

Last verified 8/15/2026

What it changes

4 of 22 test cases passed with the skill.

Pass-rate lift: —
Tokens: +71%
Agent turns: 0%
Response time: -19%

Model gemini-3.6-flashMeasured 8/15/2026v14 of 22 cases passed with skill · 4 comparable

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

Lift withheld: 4 comparable cases; this report requires 8.

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/ai-builder-club-new-loop/SKILL.md https://app.decimal.ai/s/ai-builder-club-new-loop/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add ai-builder-club-new-loop, 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/ai-builder-club-new-loop/ and pins it in .decimal/skills.lock

decimalai skills add ai-builder-club-new-loop

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

curl -fsSL --create-dirs -o .claude/skills/ai-builder-club-new-loop/SKILL.md https://app.decimal.ai/s/ai-builder-club-new-loop/SKILL.md

Raw file: /s/ai-builder-club-new-loop/SKILL.md ↗ · machine-readable summary at /s/ai-builder-club-new-loop.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 2

Prompt

We have an urgent single bug fix needed on the login page hero banner. Can you spin up a dedicated loop folder for this one-off fix?

What was checked, without and with the skill
Checked	Without skill	With skill
The request to create a new loop domain is declined because single one-off tasks do not warrant a recurring loop structure.	Missed	Passed

case-04 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md85 lines5 files

new-loop — spin up a new loop

A loop (a domain) is a recurring thread of work the agent owns: a charter, a cadence, and the artifacts it produces. This skill creates one, proves it works with a single real run, and leaves behind a domains/<loop>/README.md that is the loop's live state.

When to use

The user wants to stand up a new workstream/beat/job (e.g. "a weekly SEO loop", "a support triage loop", "a competitor-watch loop"). Don't use this for a one-off task — that's a backlog line in an existing domain, or a doc/signal.

Inputs to gather (ask only what's missing)

Infer from the request; ask a short clarifying round only for what you can't:

name — kebab-case, the loop's home folder (domains/<name>/). Keep it short.
goal — one line: the outcome this loop drives.
cadence — manual / daily / weekly / a cron expr. Default manual.
what it does — what it consumes (signals? data? an inbox? a URL?) and produces (signals? docs? a report? code changes shipped via /verify?).
tools/data — sources or credentials it needs (point at a setup skill or .env; never inline secrets).

If the request is already specific, infer all five and just confirm in your summary.

Procedure

1. Bootstrap the substrate (one-time; skip if already set up)

Check the knowledge-base repo root for:

ARCHITECTURE.md and LOG.md, and
a CLAUDE.md that has a "Knowledge base" section.

All present → the substrate exists; skip to Step 2. Anything missing → read references/KNOWLEDGE_SETUP.md and follow it — it copies in ARCHITECTURE.md + LOG.md, creates signals/ docs/ domains/ with their README schemas, and injects the knowledge-base section into CLAUDE.md (or scaffolds one from references/CLAUDE.template.md). It's idempotent: it only creates what's missing.

(Read references/ARCHITECTURE.md once if you haven't — it's the model this skill instantiates.)

2. Scaffold the loop README

Track record

Benchmark

4 / 22

test cases passed with the skill

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

ai-builder-club / skills

skills/new-loop/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1Bundled 4 files

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

new-loop — spin up a new loop

When to use

Inputs to gather (ask only what's missing)

Procedure

1. Bootstrap the substrate (one-time; skip if already set up)

2. Scaffold the loop README

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills