Tree-Ising Repairs LLM Reasoning Loops via Bit-Level Weight Editing

Tree-Ising recasts LLM repair as sparse discrete optimization over BF16 weights, fixing reasoning loops in about four forward passes for roughly 90 cents, outperforming prior weight-programming approaches.

2026-11-11 ~ 2026-11-11 · 3 related posts

• Tree-Ising Repairs LLM Reasoning Loops With Bit-Level Ising/QUBO Edits, No Gradients Needed — Hadi Salloum · 2026-11-11
• Tree-Ising repairs looping LLMs via bit-level Ising edits at $0.90 per fix — pmttyji · 2026-11-11
• Tree-Ising repairs LLMs with bit-level Ising edits in just 4 forward passes, zero extra tokens — _akhaliq · 2026-11-11