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In progress In progress · 2026

Recursio Chat

LLM interface + Tiny Recursive Model reasoning engine

Private repo
In progress 2026

System architecture

  1. 01

    LLM interface

    Conversational chat — Sudoku, mazes, ARC-AGI

  2. 02

    Interface contract

    A single contact point between chat and engine

  3. 03

    Engine V1

    Verifiable symbolic backtracking solver

  4. 04

    Engine V3

    Neural TRM-lite module, swappable with V1

  5. 05

    Persistence

    FastAPI + SQLAlchemy on PostgreSQL

Recursio Chat marries a conversational LLM interface to a reasoning engine built on Tiny Recursive Models (TRM). The V1 architecture rests on a symbolic backtracking solver, designed from the start so the neural TRM-lite module can cleanly replace it in V3 through a single interface contract.

What was built

  • Single interface contract: the V1 symbolic solver and V3 neural module are swappable
  • Symbolic backtracking solver for Sudoku, mazes, and ARC-AGI-style tasks
  • FastAPI + Pydantic + SQLAlchemy backend on PostgreSQL
  • pytest tests and Docker Compose orchestration from day one
  • Philosophy: simple, compact structure — no premature abstractions

The real challenge

The design bet: start with a verifiable symbolic solver, but freeze the interface so cleanly that swapping in the neural (TRM) module touches a single component. Build for replacement, not for permanence.

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