StayFresh

Thesis

StayFresh Thesis: the hard position, the named frameworks, and the shortest path through the archive. Start here.

Practical patterns for AI-assisted development.

2026-04 Claude Code Skills Stack
Decision, context, execution. Install less, route harder, keep the workflow coherent.
2026-04 Modular Workflow Stack
Right tool, right job, right time: layered orchestration, typed agent delegation, human gates, parallelism, and loops that halt.
2026-03 Anubis in Front of GitHub Pages
Static site on Pages, scraper gate on your own box, no fake magic.
2026-03 Instant Project Sync
Synchronize ticket queues against contract dates and agentic evidence, with no-doc requirement reconstruction fallback.
2026-03 psay Agent Notifications
Local voice plus Notification Center patterns for agent completion and handoff loops.
2026-03 Project AI Philosophy
A project-level position on bounded, evidence-backed AI use.
2026-03 Preference TOML
Use RLHF-shaped semantics in a simple config DSL for agent evaluation loops.
2026-03 Reward Rubric DSL
A small machine-readable format for scoring coding agent output.
2026-02 Prompt Patterns
Common prompt structures for reliable agent behavior.
2026-02 Agent Psychology
Understanding how agents reason and respond to instructions.
2026-02 CI Automation
Integrating AI agents with continuous integration workflows.

Empirical findings on AI workflow effectiveness.

2026-04 What is Prompting: Operational Constraints
Prompting is a constrained pipeline where tokenization, max tokens, and control tokens form the operational boundaries that determine agent behavior.
2026-04 Context Is a Budget
More tokens do not create more truth. Context should be spent where it changes the next decision.
2026-04 Protocol Before Personality
Shared artifacts and exit conditions beat charisma, cosplay, and fake seniority.
2026-04 Specs as Shared Reality
Agents do not share understanding. They share binding artifacts, versions, and tests.
2026-03 Reward Engineering for Coding Agents
Why coding agents optimize the rubric more than the prompt.
2026-03 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.
2026-02 Persona Anchors
Character-based instruction patterns for consistent agent behavior.