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ma-nucho-pro/README.md

AI agent systems by Roberto Manuel Jara Peche

Roberto Manuel Jara Peche

I build open-source AI agent systems that remember context, create useful outputs, and verify what matters.

GitHub · LinkedIn · YouTube · Instagram


What I build

My work sits at the intersection of agent orchestration, portable skills, memory, creative tooling, and evidence-based verification. The goal is practical: make AI systems more useful in real workflows without hiding uncertainty or breaking the user's control.

Pillar Project What it contributes
Remember Wife Local-first, persistent, auditable memory for agent workflows.
Create ShotPilot A portable image-generation skill that turns intent into structured, production-ready prompts and outputs.
Verify Wonder Woman Adversarial multi-agent verification for claims, decisions, and high-stakes work.
Reflect Clear Mirror Direct, evidence-grounded strategic reflection that exposes assumptions and leaves a prioritized plan.

Open-source focus

  • Agent Skills that can move between harnesses instead of being trapped in one chat interface.
  • Supervisor and verification patterns for work that needs evidence, review, and explicit uncertainty.
  • Local-first tooling that keeps context inspectable and under the user's control.
  • Practical AI interfaces for image generation, software work, and repeatable agent workflows.

Start here

  • Want to understand the foundation? Begin with Wife.
  • Want to generate images through an agent? See ShotPilot.
  • Want a skeptical review of a plan or assumption? Try Clear Mirror.
  • Want adversarial verification? Explore Wonder Woman.

Let's build useful things

If you are building agent workflows, portable skills, or AI systems that need memory and verification, open an issue in the relevant repository or connect with me below. Clear proposals, reproducible examples, and honest failure reports are always welcome.

GitHub LinkedIn YouTube Instagram

Open source, practical AI, clear thinking.

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  1. wife wife Public

    Local-first, evidence-aware memory and project continuity for AI coding agents. Checkpoints, context packs and auditable receipts without telemetry.

    JavaScript 58 11

  2. Wonder-Woman-Claude-Code Wonder-Woman-Claude-Code Public

    Wonder Woman is a multi-agent adversarial verification system that prevents an answer from being released until its factual claims survive independent evidence-based review.

    Python 5 1