snapjudge
Typed decisions (choice / score / yes-no) from local Qwen models on Apple Silicon. Probabilities come straight from the logits, no text generation. TypeSafe-compatible HTTP API, runs on MLX.
Details
- External ID
- 1376283064
- Source
- GITHUB
- Company
- —
- Product
- snapjudge
- Website domain
- github.com
- Launched
- Sept. 18, 2026
- Cohort
- —
- Upvotes
- 10
- Upvotes percentile
- 0.28183448629259544
- Tags
- apple-silicon, classification, decision-making, fastapi, llm, llm-evaluation, local-llm, logits, mlx, qwen, structured-output, zero-shot-classification
- Fetched at
- Sept. 22, 2026, 1:02 a.m.
- Updated at
- Sept. 22, 2026, 1:02 a.m.
Enrichment
- Theme
- decision model runtimes and tools
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- logit-based typed decision server for local qwen models on apple silicon
- Manually corrected
- False
Could you build this?
Partial Exposing an HTTP API is trivial, but extracting and calibrating logit probabilities without token generation directly from local MLX transformer runtimes on Apple Silicon requires specialized ML systems knowledge.
What it would actually take: The system requires Python utilizing Apple's MLX framework and Hugging Face tokenizers/architectures to load Qwen models directly onto Unified Memory. The hard part is bypassing autoregressive sampling to perform exact single forward-pass forward passes over specific token IDs to evaluate softmax normalized logits into calibrated probability distributions. This requires machine learning systems engineering and deep familiarity with MLX computational graphs.
Competitors
Other products that read as similar to this one — 38 launches clear the similarity bar, closest 8 shown.
Attention rank: #35 of 39 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 2 days after the earliest competitor.
- AnyDecisionModel · github · 2026-09-21 · 9 upvotes · similarity 0.49
- snap · github · 2026-09-23 · 21 upvotes · similarity 0.48
- go-jev · github · 2026-09-23 · 35 upvotes · similarity 0.44
- choosekit · github · 2026-09-19 · 21 upvotes · similarity 0.44
- MagibuMizan · github · 2026-09-26 · 9 upvotes · similarity 0.43
- decider · github · 2026-09-16 · 130 upvotes · similarity 0.42
- opendecider · github · 2026-09-27 · 13 upvotes · similarity 0.40
- system-one · github · 2026-09-17 · 24 upvotes · similarity 0.40
Other launches for this product
- No other launches for this product.
Same idea, different domain
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