Twenty exploratory studies on Next-Concept Modeling and related controls, with code, recorded results and bounded interpretations.
Run Next-Concept Modeling (NCM) on the Apple Silicon GPU with MLX: HazyResearch's released checkpoints with verified parity to PyTorch, plus from-scratch training and benchmarks.
Browser demos of Next-Concept Modeling: small models that draft the whole answer at once, then refine it.
NCM (Next-Concept Modeling) on Apple Silicon/MLX: codec port, surrogate masking, block-seam experiments, plan for modular 1B NCMs
Open research on compute-efficient language models, built on Next-Concept Modeling (NCM). Trained and tested on a single 8 GB GPU.
Can Next-Concept Modeling (NCM) run on a laptop's CPU alone? Timed against GPT-2 and Gemma 4 12B, with a small cache fix that makes its summaries 2.5x faster.
Pilot study on level-wise uncertainty and failure modes in Next-Concept Modeling (NCM) using Sudoku-hard puzzles. Investigates entropy probes, early divergence, and forced-prefix interventions.
HyGra: a Windows desktop app for Claude Opus 5.5 via Claude Code on your Pro/Max plan. Fast warm sessions, parallel chats, full history, three themes (HydrarGyrum, Night City, Waifu). Plus a Next-Concept Modeling experiment.
Benchmarking Next-Concept Models vs autoregressive models and a 3B LLM on a 6 GB laptop GPU
Next-Concept Modeling proves 70B cloud LLMs for basic doc triage are legacy: multiscale discrete concept refinement delivers 100% data sovereignty, sub-.00 marginal unit economics, & verified accuracy on CPU/V100 (91% Sudoku-Hard Best-of-4, 27.93 R-L full 11,334 XSum, zero-pickle safetensors + INT8, FastAPI, clean-room trainers).
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