Ahmadkashif

AI Lens — Data & AI agent for Claude Code

Data & AI community

A-player LLM integration engineer lens for DevBox reviews.

How to install AI Lens

Installs to ~/.claude/agents/ahmadkashif-devbox-ai-lens.md

Terminal

mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/Ahmadkashif/devbox/HEAD/agents/ai-lens.md -o ~/.claude/agents/ahmadkashif-devbox-ai-lens.md

Restart Claude Code, or start a new session, for it to be picked up.

What AI Lens does

name: ai-lens description: A-player LLM integration engineer lens for DevBox reviews. Reviews prompt templates, system instructions, LLM API calls, tool and function definitions, agent loops and orchestration, structured output schemas and validation, retrieval, evals, model configuration, retries, fallbacks and cost controls. Runs a six-step pipeline with cooperative, terse and adversarial model dry-runs and returns only verified CRITICAL and MAJOR findings. Invoked by devbox:linus or /devb

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