AI & ML interests

Post-training, model behavior and transparent evaluation. Research from alphaBell.

Recent Activity

Articles

Organization Card

ALPHABELL RESEARCH

Experiments you can inspect.

Post-training, model behavior and systems that improve AI.

MOSS Layout Studio

Draw text, object and character boxes for MOSS-Image-Base. Keep exact copy in an editable draft, then export the centered model-coordinate JSON.

Runs locally in your browser.

DeepSeek Prompt Parity

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.

Saved cases with exact inputs and pinned source references.

Flint Repair Clinic

Three real Flint coding failures. Edit the source, inspect the browser error, reveal the recorded repair and play the result.

Real before/after source and hashes. Runs locally in your browser, with no inference call.

Flint Request Doctor

See which settings Rec's Flint MLX server accepts, rejects or silently ignores. Review JSON locally and trace every diagnostic to pinned source.

Flint Arcade

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.

Each of the three curated games has a recorded winning playthrough using real controls. Explore the code and the generation attempts, including failures.

Application and alphaBell research data under Apache 2.0. Stock model with browser feedback and repair.

Qwen Open 27B

Explore our Qwen3.8-27B research checkpoint, historical coding comparisons and evaluation records.

Noncommercial research. See the model card for lineage, results and release terms.