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Business Logic Evaluator Agent · ibrahim-3d | DecimalAI

agent toolingby ibrahim-3d

Business Logic Evaluator Agent

ibrahim-3d/eval-business-logic

Source ibrahim-3d/orchestrator-supaconductor ↗License AGPL-3.0

Specialized business logic evaluator for the Evaluate-Loop. Use this for evaluating tracks that implement core product logic — pipelines, dependency resolution, state machines, pricing/tier enforcement, packaging. Checks feature correctness against product rules, edge cases, state transitions, data flow, and user journey completeness. Dispatched by loop-execution-evaluator when track type is 'business-logic', 'generator', or 'core-feature'. Triggered by: 'evaluate logic', 'test business rules',

SkillScore77Maintained

Automatic

QA & Test Engineering pack

Last verified 8/23/2026

What it changes

Passed 15 of 20 test cases with the skill, and 5 of 20 without it.

Without skill27%

With skill77%

Checks it passed that the model alone missed

The report contains a final verdict block labeled strictly with PASS or FAIL.
The report checks that the implemented pricing model matches the spec product definition.
The evaluation identifies `loop-execution-evaluator` as the dispatching source component.

and 12 more in the full report

12 fixed5 passed either way4 still failing1 broke

Pass-rate lift: +50 pp
Tokens: +21%
Agent turns: 0%
Response time: -45%

Model gemini-3.6-flashMeasured 8/23/2026v117 of 22 cases passed with skill · 20 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/ibrahim-3d-eval-business-logic/SKILL.md https://app.decimal.ai/s/ibrahim-3d-eval-business-logic/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add ibrahim-3d-eval-business-logic, 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/ibrahim-3d-eval-business-logic/ and pins it in .decimal/skills.lock

decimalai skills add ibrahim-3d-eval-business-logic

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

curl -fsSL --create-dirs -o .claude/skills/ibrahim-3d-eval-business-logic/SKILL.md https://app.decimal.ai/s/ibrahim-3d-eval-business-logic/SKILL.md

Raw file: /s/ibrahim-3d-eval-business-logic/SKILL.md ↗ · machine-readable summary at /s/ibrahim-3d-eval-business-logic.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 12

Prompt

Which orchestration component dispatches the `eval-business-logic` evaluator when a track implementing state machines or pricing logic finishes?

What was checked, without and with the skill
Checked	Without skill	With skill
The evaluation identifies `loop-execution-evaluator` as the dispatching source component.	Missed	Passed

case-19 · gemini-3.6-flash · 8/23/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md172 linessingle file

Business Logic Evaluator Agent

Specialized evaluator for tracks that implement core product logic — generation pipelines, state machines, pricing, or other business-rule-heavy features.

When This Evaluator Is Used

Dispatched by loop-execution-evaluator when the track involves:

Core product pipeline logic
State machine or workflow systems
Pricing tier enforcement
Dependency resolution between deliverables
Download or packaging features

Inputs Required

Track's spec.md and plan.md
conductor/product.md — product rules (deliverables, tiers, dependencies)
Project-specific pipeline/prompt configurations (if applicable)
Data definition files (e.g., asset definitions, feature configs)
Implementation code being evaluated

Evaluation Passes (6 checks)

Pass 1: Product Rules Compliance

Check against rules defined in conductor/product.md:

Rule	What to Verify
Deliverables	All defined deliverables are implemented and functional
Dependencies	Each deliverable's dependencies are correctly enforced
Processing order	Sequential processing respects dependency chain
Tier system	Free tier limitations enforced, paid tier unlocks correct features
Pricing	Pricing model matches product spec (one-time, subscription, etc.)
State rules	State transitions (e.g., lock/unlock, draft/publish) propagate correctly

### Product Rules: PASS / FAIL
- Rules checked: [count]
- Violations: [list rule: actual behavior]

Track record

Benchmark

15 / 20

test cases passed, vs 5 / 20 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

ibrahim-3d / orchestrator-supaconductor

skills/eval-business-logic/SKILL.md

View on GitHub ↗

License AGPL-3.0Imported 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

Business Logic Evaluator Agent

When This Evaluator Is Used

Inputs Required

Evaluation Passes (6 checks)

Pass 1: Product Rules Compliance

Track record

Benchmark

Adoption

SkillSafety

Source

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