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A5c AI/Orchestrated Execution — measured AI agent skill | DecimalAI

a5c-ai/orchestrated-execution

SkillScore45Maintained

Execute work units through the rigorous 4-phase Metaswarm cycle (Implement -> Validate -> Adversarial Review -> Commit) with independent quality gate enforcement.

by a5c-ai

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

QA & Test Engineering pack

decimalai skills pull a5c-ai-orchestrated-execution

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/a5c-ai-orchestrated-execution/SKILL.md

Raw file: /s/a5c-ai-orchestrated-execution/SKILL.md ↗ · machine-readable summary at /s/a5c-ai-orchestrated-execution.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 9d ago

—-39% tokens0% turns45% of whole cases pass with skill (10/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-04	✗→✓	▲ Improved	-39%	0%
case-05	✗→✓	▲ Improved	-47%	0%
case-08	✗→✓	▲ Improved	-25%	0%
case-10	✗→✓	▲ Improved	-70%	0%
case-12	✗→✓	▲ Improved	-66%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 7/31/2026

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

a5c-ai / babysitter

library/methodologies/metaswarm/skills/orchestrated-execution/SKILL.md

View on GitHub ↗

License MITImported 7/31/2026Version v1

Skill contents

SKILL.md

Executing tasks requiring rigorous quality enforcement
When TDD compliance must be verified independently

Process

IMPLEMENT - Coder executes via TDD against spec with DoD items
VALIDATE - Orchestrator independently runs tsc, eslint, vitest (never trusts subagent)
ADVERSARIAL REVIEW - Fresh reviewer checks spec compliance: binary PASS/FAIL with evidence
COMMIT - Only after adversarial PASS, within declared file scope

Anti-Patterns (Enforced)

Self-certifying (trusting subagent "tests passed" claims)
Combining phases into single steps
Reusing reviewers after FAIL
Passing previous review findings to new reviewers
Treating quality gate failures as advisory

Agents Used

agents/coder/ - TDD implementation
agents/code-reviewer/ - Fresh adversarial review
agents/issue-orchestrator/ - Independent validation

Tool Use

Invoke via babysitter process: methodologies/metaswarm/metaswarm-execution-loop

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Other measured skills in the registry, with their headline benchmark lift.