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The Standard for AI Engineering

Principles over prompts. Agent Manifesto is an open ecosystem of architectural principles, implementation kits, and test automation frameworks for building deterministic AI systems.

Read the manifesto

Model-agnostic. Provider-agnostic. Future-proof.

Core principles

Six rules the manifesto governs by.

  • Load Only What You Need

    Default context should contain only what the current work needs to begin correctly.

  • Earn Complexity

    The smallest structure that solves the real current problem wins.

  • One Artifact, One Job

    Every artifact should have one clear responsibility it can be judged against.

  • One Owner Per Concern

    Every rule, constraint, and definition has exactly one authoritative home.

  • Make Behavior Explicit

    Assumptions, success criteria, and stopping conditions should be stated rather than inferred.

  • Ask Before You Cut

    Changes that can lose work or reshape authority require explicit consent.

The problem

Ad-hoc prompting doesn’t scale.

The old way

  • Every project reinvents its own prompt patterns
  • No shared vocabulary between agents and engineers
  • Failures stay silent until they hit production
  • Nothing is inspectable after the fact

With Agent Manifesto

  • One set of architectural principles, governed and versioned
  • A CLI kit that adopts principles into a real repository
  • Deterministic, testable agent behavior
  • Every release is inspectable — version, date, diff

The ecosystem

One set of principles. Three ways to use them.

The principles

AgentManifesto

A versioned specification for building deterministic AI systems — what to do, what not to do, and why.

The CLI

Agent Manifesto Kit

Skills, agents, and bundles that adopt the manifesto’s principles into a real repository, one claude run at a time.

The companion tools

PlayForge · TaskPilot

PlayForge (Playwright + TypeScript + AI pipelines) and TaskPilot (local-first Jira for AI) — built on the same principles.