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Ai First Engineering | Skills Pool

Skill-Datei

Ai First Engineering

Engineering operating model for teams where AI agents generate a large share of implementation output.

alexgutscher260 Sterne10.03.2026

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Kategorien: LLM & AI

Skill-Inhalt

Use this skill when designing process, reviews, and architecture for teams shipping with AI-assisted code generation.

Process Shifts

Planning quality matters more than typing speed.
Eval coverage matters more than anecdotal confidence.
Review focus shifts from syntax to system behavior.

Architecture Requirements

Prefer architectures that are agent-friendly:

explicit boundaries
stable contracts
typed interfaces
deterministic tests

Avoid implicit behavior spread across hidden conventions.

Code Review in AI-First Teams

Review for:

behavior regressions
security assumptions
data integrity
failure handling
rollout safety

Minimize time spent on style issues already covered by automation.

Hiring and Evaluation Signals

Verwandte Skills

Schnellinstallation

Ai First Engineering

npx skillvault add alexgutscher26/alexgutscher26-pain-point-miner-agent-skills-ai-first-engineering-skill-md

Skill herunterladen Repository öffnen

Autor: alexgutscher26
Sterne: 0
Aktualisiert: 10.03.2026
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01Process Shifts

Strong AI-first engineers:

decompose ambiguous work cleanly
define measurable acceptance criteria
produce high-signal prompts and evals
enforce risk controls under delivery pressure

Testing Standard

Raise testing bar for generated code:

required regression coverage for touched domains
explicit edge-case assertions
integration checks for interface boundaries

02

Architecture Requirements

03Code Review in AI-First Teams

04Hiring and Evaluation Signals

05Testing Standard

Architectural and Engineering Managers

Openai Whisper

Local speech-to-text with the Whisper CLI (no API key).

Voice Call

Start voice calls via the OpenClaw voice-call plugin.

CMS & Plattformen

Prose

OpenProse VM skill pack. Activate on any `prose` command, .prose files, or OpenProse mentions; orchestrates multi-agent workflows.

Clawhub

Use the ClawHub CLI to search, install, update, and publish agent skills from clawhub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed clawhub CLI.

Sherpa Onnx Tts

Local text-to-speech via sherpa-onnx (offline, no cloud)

Openai Whisper Api

Transcribe audio via OpenAI Audio Transcriptions API (Whisper).

Architectural and Engineering Managers