Skip to content

tnsaijava agent framework

tnsaijava agent framework

TnsAI Framework

Start

Build

Planning Reasoning Finite State Machine Context Management Learning and Refinement Advanced Intelligence Patterns

Run in production

Observability Sampling Validation and Invariants

Look it up

Contracts (`@Contract`)

Help

Intelligence

Give agents planning, reasoning, state machines, and learning capabilities.

Pages

Planning — GOAP and HTN planners.
Reasoning — ReAct, Tree of Thoughts, Self-Consistency.
FSM — Finite state machines for deterministic flows.
Context — Session context, decision tracing.
Learning — Feedback loops, preference learning.
Advanced — Custom strategies, handle composition.

Docling

Shipped in 0.14.0 (TAN-3648, framework PR #153, commit eeb16b48). DoclingTools is the 63rd POJO toolkit and contributes one @Tool method.

Planning

Goal-oriented planning for AI agents. TnsAI provides three planner implementations: annotation-driven backward chaining, utility-based scoring, and LLM-powered dynamic planning with human-in-the-loop approval and adaptive replanning.

On this page