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Multi-audience tone calibration: executive, technical, novice, public, legal—with implicit audience analysis.
Transform the provided message for 5 distinct audiences while preserving 100% informational content. Different audiences trust different argument type...
Analytical framework for Analytics.
Apply structured reasoning to this domain. Decompose, analyze, and produce actionable output.
Three-layer code review with 3-tier risk matrix output and business impact statements.
You are reviewing a pull request. Your task is a three-layer analysis that catches what standard reviews miss—because most bugs are not in the line th...
Analytical framework for Marketing.
Apply structured reasoning to this domain. Decompose, analyze, and produce actionable output.
Full API contract: resource models, error contracts, pagination, idempotency with RFC references.
Design an API contract before writing implementation. The contract is the source of truth—client and server build independently against it. Every ambi...
Analytical framework for Analytics.
Apply structured reasoning to this domain. Decompose, analyze, and produce actionable output.
Emergent fiction: 5-word seed expanded through three constrained iterations to 300-word resolution.
A story from a small seed grows organically—each step discovers what comes next rather than forcing a pre-planned plot. 1. SEED: Exactly 5 words impl...
Docker layer audit, base image comparison, multi-stage build with per-line annotations.
Every RUN instruction creates a permanent layer. Files deleted in later layers still occupy space in the layer that wrote them. This is why naive Dock...
Two-pass editing: compress 50% preserving all claims, expand key paragraph with analogy and example.
Apply two opposing editing passes to the provided text. The goal is to reveal its structural DNA—what it relies on, what it wastes, and what it leaves...
Analytical framework for Business.
Apply structured reasoning to this domain. Decompose, analyze, and produce actionable output.