ai-first-engineering
Engineering operating model for teams where AI agents generate a large share of implementation output. Use when setting team process, review gates, or ownership rules for a codebase largely written by agents.
Target: Office & team collaboration. Automatically collected · unverified.
Excerpt from the author’s documentation
Extracted from a fixed version of SKILL.md in its original language. This is the author’s documentation; installation, compatibility and runtime results have not been verified by this site.
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Topics in the source
- AI-First Engineering
- Process Shifts
- Architecture Requirements
- Code Review in AI-First Teams
- Hiring and Evaluation Signals
- Testing Standard
Use this skill when designing process, reviews, and architecture for teams shipping with AI-assisted code generation. 1. Planning quality matters more than typing speed. 2. Eval coverage matters more than anecdotal confidence. 3. Review focus shifts from syntax to system behavior. Prefer architectures that are agent-friendly: explicit boundaries stable contracts typed interfaces deterministic tests Avoid implicit behavior spread across hidden conventions. Review for: behavior regressions security assumptions data integrity failure handling rollout safety Minimize time spent on style issues already covered by automation. Strong AI-first engineers: decompose ambiguous work cleanly define measurable acceptance criteria produce high-signal prompts and evals enforce risk controls under delivery pressure Raise testing bar for generated code: required regression coverage for touched domains explicit edge-case assertions integration checks for interface boundaries
- Source repository
- affaan-m/ECC
- Source file
- pi/core/skills/ai-first-engineering/SKILL.md
- Fixed revision
- d2ef2680594f9a17526a6e1a2e18b3d242c5d17b
Sources and evidence
This record was collected automatically. Its documentation, suitability and runtime behavior have not been manually verified.
Author: affaan-m/ECC · original repository metadata. Documentation review: Not reviewed. Last source check: 2026-11-09T15:01:42.816Z.
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