StayFresh

Overview

StayFresh is a static archive of workflow research and patterns for AI-assisted development. Content is organized into workflows (practical patterns) and research (empirical findings).

Workflows

Practical patterns for AI-assisted development.

• 2026-03 Preference TOML
• 2026-03 Reward Rubric DSL
• 2026-02 Prompt Patterns
• 2026-02 Agent Psychology
• 2026-02 CI Automation

Research

Empirical findings on AI workflow effectiveness.

• 2026-02 Reward Engineering for Coding Agents

  Why coding agents optimize the rubric more than the prompt.

• 2026-02 Reward Hacking in Coding Agents

  How poorly designed metrics produce plausible but unstable code.

• 2026-02 AGENTS.md Effectiveness

  Evaluating repository-level context files for coding agents.

• 2026-02 Formal Verification with Agents

  Property-based testing and specification generation.

• 2026-02 Enterprise Agent Design

  BCG framework for production-grade agents.