agentic-engineering
Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.
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- 仓库
- loulanyue/awesome-claude-notes
- 最近来源活动
- 2026年5月3日 21:49
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SKILL.md
来源说明 · 只读预览- name
- agentic-engineering
- description
- Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.
- source_path
- skills/agentic-engineering/SKILL.md
- origin
- ECC
# Agentic Engineering
Use this skill for engineering workflows where AI agents perform most implementation work and humans enforce quality and risk controls.
## Operating Principles
1. Define completion criteria before execution.
2. Decompose work into agent-sized units.
3. Route model tiers by task complexity.
4. Measure with evals and regression checks.
## Eval-First Loop
1. Define capability eval and regression eval.
2. Run baseline and capture failure signatures.
3. Execute implementation.
4. Re-run evals and compare deltas.
## Task Decomposition
Apply the 15-minute unit rule:
- each unit should be independently verifiable
- each unit should have a single dominant risk
- each unit should expose a clear done condition
## Model Routing
- Haiku: classification, boilerplate transforms, narrow edits
- Sonnet: implementation and refactors
- Opus: architecture, root-cause analysis, multi-file invariants
## Session Strategy
- Continue session for closely-coupled units.
- Start fresh session after major phase transitions.
- Compact after milestone completion, not during active debugging.
## Review Focus for AI-Generated Code
Prioritize:
- invariants and edge cases
- error boundaries
- security and auth assumptions
- hidden coupling and rollout risk
Do not waste review cycles on style-only disagreements when automated format/lint already enforce style.
## Cost Discipline
Track per task:
- model
- token estimate
- retries
- wall-clock time
- success/failure
Escalate model tier only when lower tier fails with a clear reasoning gap.
## Kaynak belge
- [İngilizce kanonik belge](../../../../skills/agentic-engineering/SKILL.md)
## Gezinme
- [Türkçe dokümantasyon](../../README.md)
- [Katkı rehberi](../../../../CONTRIBUTING.md)
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