instinct
Instinct: single-forward-pass decision models (choice / true-false / score) returning a probability per candidate
This is 1 of 117 launches in advanced models and agentic reasoning tools — see how it stacks up on momentum and crowding →
871 other launches read as similar to this one →
Details
- External ID
- 1395156943
- Source
- GITHUB
- Company
- —
- Product
- instinct
- Website domain
- zoowork.ai
- Launched
- Sept. 29, 2026
- Cohort
- —
- Upvotes
- 9
- Upvotes percentile
- 0.2180896543300354
- Tags
- calibration, classification, decision-model, llm, qwen, transformers, vllm
- Fetched at
- Oct. 2, 2026, 1:02 a.m.
- Updated at
- Oct. 2, 2026, 1:02 a.m.
Enrichment
- Theme
- advanced models and agentic reasoning tools
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- single forward pass decision models for fast classification and scoring
- Manually corrected
- False
Could you build this?
No This requires fine-tuning specialized LLMs (LoRA/full depth), modifying model heads/forward passes for direct logit extraction, and building high-performance low-latency compiled BF16 model serving infrastructure on enterprise GPUs (H200).
What it would actually take: Requires deep machine learning engineering: fine-tuning open models (like Qwen) using PyTorch, designing custom inference engines (using vLLM, TensorRT-LLM, or custom Triton kernels) to bypass token generation and extract raw logit distributions across constrained token sets in a single forward pass. It also requires distributed GPU infrastructure hosting H200s, handling concurrent replicas, compiled computation graphs, and dual-order prompt invariance algorithms.
Competitors
Other products that read as similar to this one — 871 launches clear the similarity bar, closest 8 shown.
Attention rank: #576 of 872 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 333 days after the earliest competitor.
- decider · github · 2026-09-16 · 130 upvotes · similarity 0.62
- jevcal · github · 2026-09-18 · 10 upvotes · similarity 0.57
- LLM2Jev · github · 2026-09-19 · 248 upvotes · similarity 0.56
- NanoJev · github · 2026-09-17 · 1768 upvotes · similarity 0.56
- AnyJev · github · 2026-09-21 · 648 upvotes · similarity 0.55
- Live Bet Intelligence · ph · 2026-09-17 · 1 upvotes · similarity 0.55
- Gutsy, a 0.8B Jev-compatible decision model that runs on your CPU · hn · 2026-10-01 · 8 upvotes · similarity 0.54
- jev-benchmarks · github · 2026-09-17 · 15 upvotes · similarity 0.54
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.