decidr
Typed decisions from local LLMs in one forward pass, via Ollama. No generation loop, no JSON parsing.
Details
- External ID
- 1380755098
- Source
- GITHUB
- Company
- —
- Product
- decider
- Website domain
- github.com
- Launched
- Sept. 22, 2026
- Cohort
- —
- Upvotes
- 7
- Upvotes percentile
- 0.05976172175249808
- Tags
- classification, llm, local-llm, logprobs, nlp, ollama, python, routing
- Fetched at
- Sept. 26, 2026, 1:03 a.m.
- Updated at
- Sept. 26, 2026, 1:03 a.m.
Enrichment
- Theme
- decision model runtimes and tools
- Vertical
- Horizontal
- Function
- Dev tools
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- typed decision engine for local llms in one forward pass
- Manually corrected
- False
Could you build this?
Partial Extracting typed decisions in a single forward pass without autoregressive generation requires manipulating LLM logit probabilities or integrating deeply with llama.cpp/Ollama internal sampling endpoints.
What it would actually take: Instead of prompting the model to output JSON tokens sequentially, the engine submits the input prompt, evaluates the forward pass logits for the very next token, and restricts probability distribution specifically to predefined category token IDs (e.g., true/false or enum choices). This requires interacting with llama.cpp or custom Ollama engine hooks via C++/Go bindings to intercept the raw logit vector rather than standard HTTP completion streams. A vibe coder can use the standard API, but building genuine single-forward-pass logit classification bypasses standard generation loops and demands familiarity with transformer inference internals.
Competitors
Other products that read as similar to this one — 407 launches clear the similarity bar, closest 8 shown.
Attention rank: #384 of 408 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 325 days after the earliest competitor.
- rizzo-flow · github · 2026-09-21 · 455 upvotes · similarity 0.66
- system-one-open · github · 2026-09-17 · 25 upvotes · similarity 0.59
- jevals · hn · 2026-09-20 · 47 upvotes · similarity 0.58
- ollaya · github · 2026-09-23 · 625 upvotes · similarity 0.57
- AnyJev · github · 2026-09-21 · 648 upvotes · similarity 0.55
- litjev · github · 2026-09-17 · 36 upvotes · similarity 0.55
- vllm-jev-decison · github · 2026-09-18 · 8 upvotes · similarity 0.55
- KillSwitch · hn · 2026-09-19 · 10 upvotes · similarity 0.54
Other launches for this product
Same idea, different domain
Nobody's really built a dev tools tool for Sales yet.