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| <title>alphaBell</title> | |
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| <p class="tag">ALPHABELL RESEARCH</p> | |
| <h1>Experiments you can inspect.</h1> | |
| <p>Post-training, model behavior and systems that improve AI.</p> | |
| <section aria-labelledby="model-observatory"> | |
| <h2 id="model-observatory">Five measured model experiments</h2> | |
| <p>Change one word, guess the precision, scale a feed-forward branch, follow corrected facts, or hear real routing as music. Explore 60 study generations from Flint and alphaBell Qwen Open, with downloadable evidence and exact CPU reproduction.</p> | |
| <nav aria-label="Model experiment links"><a href="https://alphabell-model-observatory.static.hf.space/experiments/index.html">Open all five experiments</a><a href="https://huggingface.co/spaces/alphabell/Model-Observatory">Model Observatory</a><a href="https://huggingface.co/alphabell/Flint-Matched-GGUF">Flint matched GGUF</a><a href="https://huggingface.co/alphabell/alphaBell-Qwen3.8-27B-Open-GGUF">Qwen Open GGUF</a></nav> | |
| <p class="tag">Real captures, blind comparisons, activation surgery and model music.</p> | |
| </section> | |
| <section aria-labelledby="moss-layout"> | |
| <h2 id="moss-layout">MOSS Layout Studio</h2> | |
| <p>Draw text, object and character boxes for MOSS-Image-Base. Keep exact copy in an editable draft, then export the centered model-coordinate JSON.</p> | |
| <nav aria-label="MOSS Layout Studio links"><a href="https://huggingface.co/spaces/alphabell/MOSS-Layout-Studio">Open MOSS Layout Studio</a><a href="https://huggingface.co/blog/alphabell/moss-layout-studio">How the coordinates work</a><a href="https://github.com/alphabell-research/moss-layout-studio">Source and checks</a></nav> | |
| <p class="tag">Runs locally in your browser.</p> | |
| </section> | |
| <section aria-labelledby="deepseek-parity"> | |
| <h2 id="deepseek-parity">DeepSeek Prompt Parity</h2> | |
| <p>Inspect eight saved prompt-format probes for DeepSeek-V4.1-Flash. Compare raw and normalized tool history, numeric reasoning settings, and exact Python/Jinja outputs.</p> | |
| <nav aria-label="DeepSeek Prompt Parity links"><a href="https://huggingface.co/spaces/alphabell/DeepSeek-Prompt-Parity">Explore the cases</a><a href="https://github.com/alphabell-research/deepseek-prompt-parity">Run the CLI and inspect the source</a></nav> | |
| <p class="tag">Saved cases with exact inputs and pinned source references.</p> | |
| </section> | |
| <section aria-labelledby="flint-clinic"> | |
| <h2 id="flint-clinic">Flint Repair Clinic</h2> | |
| <p>Three real Flint coding failures. Edit the source, inspect the browser error, reveal the recorded repair and play the result.</p> | |
| <nav aria-label="Flint Repair Clinic links"><a href="https://huggingface.co/spaces/alphabell/Flint-Repair-Clinic">Open the Clinic</a><a href="https://huggingface.co/blog/alphabell/flint-repair-clinic">Read the write-up</a><a href="https://huggingface.co/spaces/alphabell/Flint-Repair-Clinic/resolve/main/cases.json">Download the cases</a></nav> | |
| <p class="tag">Real before/after source and hashes. Runs locally in your browser, with no inference call.</p> | |
| </section> | |
| <section aria-labelledby="flint-doctor"> | |
| <h2 id="flint-doctor">Flint Request Doctor</h2> | |
| <p>See which settings Rec's Flint MLX server accepts, rejects or silently ignores. Review JSON locally and trace every diagnostic to pinned source.</p> | |
| <nav aria-label="Flint Request Doctor links"><a href="https://huggingface.co/spaces/alphabell/Flint-Request-Doctor">Open Request Doctor</a><a href="https://github.com/alphabell-research/flint-request-doctor">Source and checks</a><a href="https://huggingface.co/collections/alphabell/flint-builders-runtimes-quants-and-debugging-6adacbc7796f0b3adefeb498">Flint builders collection</a></nav> | |
| </section> | |
| <section aria-labelledby="flint-arcade"> | |
| <h2 id="flint-arcade">Flint Arcade</h2> | |
| <p>Describe a strange game, play it, then give it one more twist. Stock Flint Q8_0 adapts a tested game foundation, with isolated browser checks and bounded repair.</p> | |
| <p>Each of the three curated games has a recorded winning playthrough using real controls. Explore the code and the generation attempts, including failures.</p> | |
| <nav aria-label="Flint Arcade links"><a href="https://huggingface.co/spaces/alphabell/Flint-Arcade">Hugging Face Space</a><a href="https://alphabell.com/arcade/">Play the Arcade</a><a href="https://huggingface.co/datasets/alphabell/Flint-Arcade-Trajectories">Repair trajectories</a><a href="https://github.com/alphabell-research/flint-arcade" rel="nofollow">GitHub</a></nav> | |
| <p class="tag">Application and alphaBell research data under Apache 2.0. Stock model with browser feedback and repair.</p> | |
| </section> | |
| <section aria-labelledby="qwen-open"> | |
| <h2 id="qwen-open">Qwen Open 27B</h2> | |
| <p>Explore our Qwen3.8-27B research checkpoint, historical coding comparisons and evaluation records.</p> | |
| <nav aria-label="Qwen Open links"><a href="https://huggingface.co/alphabell/alphaBell-Qwen3.8-27B-Open-FP8">Model and downloads</a><a href="https://huggingface.co/spaces/alphabell/Qwen-Open-Explorer">Evaluation explorer</a><a href="https://github.com/alphabell-research/alphabell-qwen-open" rel="nofollow">GitHub</a><a href="https://alphabell.com">Lab website</a></nav> | |
| <p class="tag">Noncommercial research. See the model card for lineage, results and release terms.</p> | |
| </section> | |
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