Amiga IA
Comprehensive ecosystem of autonomous subagents, stateless guardrail hooks, and 24 portable declarative skills. 100% cross-compatible with Antigravity (Gemini) and Claude Code.
The Problem
Traditional step-by-step imperative instructions break down as codebases scale, alongside heavy recurring token taxes caused by bloated system prompts and repetitive multi-engine context.
The Solution
A unified agentic ecosystem featuring autonomous orchestrating subagents and declarative skills, utilizing a delimited block protocol for clean directive distribution and rigorous release verification gates.
Key Learnings
- Idempotent AI Rules Distribution: Designed a delimited block protocol to inject and sync agent directives across codebases without overwriting local configurations or leaving artifacts.
- Release Automation Verification Gates: Enforced live artifact verification protocols ensuring compiled binaries are physically generated and uploaded before publishing official releases.
- Agentic vs. Passive Prompting: Transitioning to autonomous subagent profiles that reason about project goals and deploy worker threads in parallel proved dramatically more robust and scalable than monolithic prompt engineering.
- System Token Optimization (ADR-004): Verified 36.3% reduction (-1,211 tokens per conversation turn) by compacting the universal adapter and modularizing hook scripts.
Technical Architecture & Orchestration
Amiga IA elevates AI-assisted software engineering from linear chat prompts to an autonomous subagent mesh (ami-tech-lead, ami-repo-auditor, ami-push-assistant, etc.). Each agent operates with bounded tools, declarative skills, and explicit verification gates.
- Universal Adapter & Hooks: Injects stateless guardrails that intercept high-risk operations and enforce pre-commit linting and automated test runs.
- Delimited Block Protocol: An idempotent synchronization engine that distributes and updates global agent directives across projects without overwriting custom developer settings.
Optimization & Quality Gates
- Token Tax Reduction: Decoupling bloated system prompts into on-demand declarative skills reduced initial context token consumption by 36.3%.
- Anti-Hallucination Gate: Automated CI/CD release pipelines featuring live verification checks that physically compile, test, and validate binary hashes before triggering official GitHub releases.