{
  "version": "https://jsonfeed.org/version/1.1",
  "title": "StayFresh",
  "home_page_url": "https://stayfresh.dev/",
  "feed_url": "https://stayfresh.dev/feed.json",
  "description": "Static archive of workflow research and patterns for AI-assisted development.",
  "language": "en-US",
  "authors": [
    {
      "name": "StayFresh"
    }
  ],
  "items": [
    {
      "id": "https://stayfresh.dev/workflows/claude-code-skills-stack/",
      "url": "https://stayfresh.dev/workflows/claude-code-skills-stack/",
      "title": "Claude Code Skills Stack",
      "summary": "A practical three-layer stack for Claude Code: decision, context, and execution.",
      "date_published": "2026-04-07T00:00:00Z",
      "date_modified": "2026-04-07T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/modular-workflow-stack/",
      "url": "https://stayfresh.dev/workflows/modular-workflow-stack/",
      "title": "Modular Workflow Stack",
      "summary": "Right tool, right job, right time: layered orchestration, typed agent delegation, human-in-the-loop gates, parallelism, and loops with real halting conditions.",
      "date_published": "2026-04-07T00:00:00Z",
      "date_modified": "2026-04-07T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/context-is-a-budget/",
      "url": "https://stayfresh.dev/research/context-is-a-budget/",
      "title": "Context Is a Budget",
      "summary": "More tokens do not create more truth. Context should be spent where it changes the next decision.",
      "date_published": "2026-04-07T00:00:00Z",
      "date_modified": "2026-04-07T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/protocol-before-personality/",
      "url": "https://stayfresh.dev/research/protocol-before-personality/",
      "title": "Protocol Before Personality",
      "summary": "Shared artifacts and exit conditions beat charisma, cosplay, and fake seniority.",
      "date_published": "2026-04-07T00:00:00Z",
      "date_modified": "2026-04-07T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/specs-as-shared-reality/",
      "url": "https://stayfresh.dev/research/specs-as-shared-reality/",
      "title": "Specs as Shared Reality",
      "summary": "Agents do not share understanding. They share binding artifacts, versions, and tests.",
      "date_published": "2026-04-07T00:00:00Z",
      "date_modified": "2026-04-07T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/what-is-prompting/",
      "url": "https://stayfresh.dev/research/what-is-prompting/",
      "title": "What is Prompting: Operational Constraints",
      "summary": "Prompting is a constrained pipeline where tokenization, max tokens, and control tokens form the operational boundaries that determine agent behavior.",
      "date_published": "2026-04-07T00:00:00Z",
      "date_modified": "2026-04-07T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/thesis/",
      "url": "https://stayfresh.dev/thesis/",
      "title": "StayFresh Thesis",
      "summary": "The hard position behind the archive: reward surfaces, legible architecture, and tools that lower comprehension debt.",
      "date_published": "2026-03-29T00:00:00Z",
      "date_modified": "2026-03-29T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/anubis-github-pages/",
      "url": "https://stayfresh.dev/workflows/anubis-github-pages/",
      "title": "Anubis in Front of GitHub Pages",
      "summary": "How to put Anubis in front of a GitHub Pages site with a real reverse proxy and no proxy-loop nonsense.",
      "date_published": "2026-03-29T00:00:00Z",
      "date_modified": "2026-03-29T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/instant-project-sync/",
      "url": "https://stayfresh.dev/workflows/instant-project-sync/",
      "title": "Instant Project Sync",
      "summary": "Synchronize ticket queues against contract dates and repository evidence, with requirement reconstruction when docs are missing.",
      "date_published": "2026-03-19T00:00:00Z",
      "date_modified": "2026-03-19T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/psay-agent-notify/",
      "url": "https://stayfresh.dev/workflows/psay-agent-notify/",
      "title": "psay Agent Notifications",
      "summary": "Local voice and Notification Center loops for agent completion, handoff, and operator recall.",
      "date_published": "2026-03-19T00:00:00Z",
      "date_modified": "2026-03-19T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/project-ai-philosophy/",
      "url": "https://stayfresh.dev/workflows/project-ai-philosophy/",
      "title": "Project AI Philosophy",
      "summary": "A written position for bounded, evidence-backed AI use in delivery.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/preference-toml/",
      "url": "https://stayfresh.dev/workflows/preference-toml/",
      "title": "Preference TOML",
      "summary": "Use RLHF-shaped semantics in a simple config DSL for agent evaluation loops.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/reward-rubric-dsl/",
      "url": "https://stayfresh.dev/workflows/reward-rubric-dsl/",
      "title": "Reward Rubric DSL",
      "summary": "A small machine-readable format for scoring coding agent output.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/prompt-patterns/",
      "url": "https://stayfresh.dev/workflows/prompt-patterns/",
      "title": "Prompt Patterns",
      "summary": "Common prompt structures for reliable agent behavior.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/agent-psychology/",
      "url": "https://stayfresh.dev/workflows/agent-psychology/",
      "title": "Agent Psychology",
      "summary": "Understanding how agents reason and respond to instructions.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/workflows/ci-automation/",
      "url": "https://stayfresh.dev/workflows/ci-automation/",
      "title": "CI Automation with AI Agents",
      "summary": "Integrating AI agents with continuous integration workflows.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/reward-engineering/",
      "url": "https://stayfresh.dev/research/reward-engineering/",
      "title": "Reward Engineering for Coding Agents",
      "summary": "Why coding agents optimize the rubric more than the prompt.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/reward-hacking/",
      "url": "https://stayfresh.dev/research/reward-hacking/",
      "title": "Reward Hacking in Coding Agents",
      "summary": "How poorly designed metrics produce plausible but unstable code.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/agents-md-effectiveness/",
      "url": "https://stayfresh.dev/research/agents-md-effectiveness/",
      "title": "AGENTS.md Effectiveness",
      "summary": "Evaluating repository-level context files for coding agents.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/formal-verification-agents/",
      "url": "https://stayfresh.dev/research/formal-verification-agents/",
      "title": "Formal Verification with Agents",
      "summary": "Property-based testing and specification generation.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/enterprise-agent-design/",
      "url": "https://stayfresh.dev/research/enterprise-agent-design/",
      "title": "Enterprise Agent Design",
      "summary": "BCG framework for production-grade agents.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    },
    {
      "id": "https://stayfresh.dev/research/persona-anchors/",
      "url": "https://stayfresh.dev/research/persona-anchors/",
      "title": "Persona Anchors",
      "summary": "Character-based instruction patterns for consistent agent behavior.",
      "date_published": "2026-03-18T00:00:00Z",
      "date_modified": "2026-03-18T00:00:00Z"
    }
  ]
}