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teddytennant/README.md

Teddy Tennant

16 y/o at NCSSM. I work on agentic harness engineering, reasoning in latent space, recursive self-improvement, and synthetic data.

Current Projects

wizard -- Self-extending autonomous coding agent in one Rust binary. Any provider (OpenAI-compatible, Anthropic, xAI) or fully local via llama.cpp. Live /evolve self-modification, MCP, messaging gateway, built-in bench. Ran its own AHE evolution loop under Grok 4.5 to drive the harness to a 100% pass rate.

agentic-harness-engineering (contributor) -- Observability-driven automatic evolution of coding-agent harnesses. NexAU-AHE reaches 84.7% ± 2.1 pass@1 on Terminal-Bench 2, beats Codex/ACE/Training-Free GRPO.

reverie -- JAX + Rust successor to Coconut. Depth-supervised halting calibrates latent compute to problem depth -- reasoning steps match hop count exactly, with a causal γ-ablation.

FUSION -- Multi-agent LLM debate framework in Rust. Now a workspace crate powering wizard's /fusion command.

candor-bench -- Honesty, sycophancy, calibration, and factuality evals for LLMs.

spore -- The most minimal Rust coding agent: one tool (bash), spawns and rewrites itself.

Stack

Python, Rust, PyTorch, JAX, SGLang, Nix, some TypeScript, some C++, some Lua. NixOS daily driver.

Pinned Loading

  1. wizard wizard Public

    Self-extending autonomous agent in one Rust binary. One-line install, any provider (OpenAI-compatible, Anthropic, xAI) or fully local via llama.cpp, live /evolve self-modification, MCP, messaging g…

    Rust 70 3

  2. china-qijizhifeng/agentic-harness-engineering china-qijizhifeng/agentic-harness-engineering Public

    Official AHE code — Agentic Harness Engineering: observability-driven automatic evolution of coding-agent harnesses (concurrent w/ meta-harness). NexAU-AHE reaches 84.7% ± 2.1 pass@1 on Terminal-Be…

    Python 752 82

  3. FUSION FUSION Public

    Multi-agent LLM debate framework using OpenRouter API

    Rust 12 2

  4. predlab predlab Public

    paper trading simulator for the NCSSM Polymarket Club

    Rust 3

  5. reverie reverie Public

    Adaptive, curriculum-free reasoning in a continuous latent space, successor to Coconut, in JAX + Rust. Depth-supervised halting calibrates latent compute to problem difficulty (rho~1.0).

    Python 1

  6. spore spore Public

    The most minimal functional coding agent: one tool (bash), infinite reach because it spawns subagents and rewrites itself. ~350 lines of Rust.

    Rust