gutsy
Local decision model with calibrated probabilities: send a state and yes/no, choice or score questions, get a probability for every option. 0.8B GGUF on CPU, Jev-style API.
This is 1 of 255 launches in decision model runtimes and tooling — see how it stacks up on momentum and crowding →
123 other launches read as similar to this one →
Details
- External ID
- 1400272965
- Source
- GITHUB
- Company
- —
- Product
- gutsy
- Website domain
- github.com
- Launched
- Oct. 1, 2026
- Cohort
- —
- Upvotes
- 13
- Upvotes percentile
- 0.5182926829268293
- Tags
- agents, classifier, content-moderation, cpu-inference, decision-model, gguf, intent-classification, jev, jev-compatible, llama-cpp, llm, llm-judge, local-llm, python, qwen, routing, small-language-models, tool-selection
- Fetched at
- Oct. 2, 2026, 1:02 a.m.
- Updated at
- Oct. 2, 2026, 1:02 a.m.
Enrichment
- Theme
- decision model runtimes and tooling
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- local probability prediction model for decision making
- Manually corrected
- False
Could you build this?
Partial The wrapper API and GGUF inference runtime are simple to implement, but developing a calibrated 0.8B parameter decision model requires custom dataset collection, probability calibration, and specialized model fine-tuning.
What it would actually take: The runtime uses llama.cpp or a similar lightweight inference engine wrapped in a Python/FastAPI or Go microservice. However, training the underlying 0.8B model requires curating a diverse dataset of state-question-answer tuples, fine-tuning a small base LLM, and applying calibration techniques (like Platt scaling, isotonic regression, or temperature scaling) to ensure output logit-derived probabilities match actual empirical accuracy.
Competitors
Other products that read as similar to this one — 123 launches clear the similarity bar, closest 8 shown.
Attention rank: #85 of 124 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 178 days after the earliest competitor.
- reflex · github · 2026-09-17 · 101 upvotes · similarity 0.55
- Jev API · ph · 2026-09-22 · 4 upvotes · similarity 0.54
- go-jev · github · 2026-09-23 · 35 upvotes · similarity 0.53
- jevk5 · github · 2026-09-22 · 111 upvotes · similarity 0.50
- Gutsy, a 0.8B Jev-compatible decision model that runs on your CPU · hn · 2026-10-01 · 8 upvotes · similarity 0.49
- LLM2Jev · github · 2026-09-19 · 248 upvotes · similarity 0.47
- tinyjev · github · 2026-09-22 · 25 upvotes · similarity 0.46
- JevModel · ph · 2026-09-29 · 2 upvotes · similarity 0.46
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a model & infra tool for Fintech yet.