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HUAP Core - Build deterministic, traceable AI agents with replay and evaluation

Project description

HUAP Core

Trace-first primitives for deterministic, testable AI agents.

HUAP Core provides the foundational toolkit for building AI agent systems that are traceable, deterministic, evaluatable, and CI-gated.

Quick Start

pip install huap-core
huap demo

Features

  • Traceable — every action recorded as replayable JSONL events
  • Deterministic — stub mode + replay verification for reproducible testing
  • Evaluatable — cost/quality grading to gate regressions in CI
  • Squad-ready — specialist model router picks the right model for each task
  • Framework-agnostic — adapters for CrewAI, LangChain, or wrap any script
  • Human-gated — pause, review, and approve agent actions via an inbox
  • Pluggable — plugin SDK for memory backends, tool packs, and providers

Documentation

Full docs: github.com/Mircus/HUAP

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