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An agent that compiles git maintenance chores into reusable programs, then decides whether to replay them by running checks rather than by guessing the task looks familiar

  • agent-architecture
  • git-automation
  • llm-agents
  • program-synthesis

Pestinha é um pet virtual de desktop para Windows, com rede neural pulsada, emoções e personalidade que evolui com o usuário. Ele aprende com carinho e consequências, faz travessuras, brinca, trabalha e reage ao ambiente. Tudo funciona localmente, sem depender da nuvem.

FOREST is a research agent for long-horizon science, where evidence gets lost, errors compound, and goals drift. It explores ideas, reads literature, forms hypotheses, runs real experiments, analyzes results, revises paths, and builds a full paper—all in an editable graph you can inspect, branch, redirect, with claims and figures linked to evidence

  • ai-agents
  • ai-scientist
  • automated-research
  • autoresearch

RAG over GitHub issues, with a hand-reviewed eval set and an audit of the judge itself. Reports the interval, not just the best number.

  • evaluation
  • github-issues
  • llm
  • llm-as-judge

Self-improving code for any git repo: give it a measurable goal, a coding agent (Claude Code or Aider) proposes changes, the kernel scores them, keeps winners and rolls back failures. Open-source AlphaEvolve / FunSearch-style evolution loop, sandboxed, with an auditable ledger.

Sophon-Realtime v1.1: open full-duplex voice models that hear your tone and speak with one. Zero-shot voice cloning, one GPU with vLLM-Omni, OpenAI Realtime / GPT-Live compatible. Apache-2.0.

  • full-duplex
  • open-source
  • paralinguistics
  • realtime

TranslatedA multimodal AI chat assistant that organizes memory through: concurrent multiple LLMs / real-time linear algorithms / automatic AI optimization