COLLISION AI
Frontier 1B Causal Transformer with 12ms CPU Inference
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
Want to reach these readers? Sponsor an issue.
COLLISION AI is an open-source 999M parameter causal transformer engineered for sub-12ms CPU inference, real-time grounded evidence verification, and zero-hallucination deterministic math. Features an in-house NLP suite, native AVX-512 kernels, and dual-stream citation retrieval under the MIT license.
PH · launched Sep 22, 2026 · 1 upvote (top 69%) · 0 views
Niche: large language models · 191 launches, 4 in the last 7 days ▼ -33% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Developer
- AI-native
- Commercial product
- Open Source
- Developer Tools
- Artificial Intelligence
Visit website ↗ Source listing ↗
More like this: all 191 launches in large language models →
Could you build this?
No Training custom 1-billion parameter language models from scratch with custom AVX-512 C++ inference kernels requires specialized machine learning research and systems-level optimization.
What it would actually take: Creating this model necessitates acquiring and cleaning massive domain datasets, setting up distributed GPU training clusters using PyTorch/Megatron-LM, and conducting extensive pretraining and fine-tuning runs. For the inference engine, it requires high-performance systems engineering in C/C++ to implement custom AVX-512 SIMD kernels, memory-mapped tensor loading, and low-latency dual-stream citation retrieval pipelines.
Competitors
Other products that read as similar to this one : 942 launches clear the similarity bar, closest 8 shown.
Attention rank: #642 of 943 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 326 days after the earliest competitor.
- δ Thesis: Building the frontier of AI discovery · yc · 2025-11-11 · 232 upvotes · similarity 0.47
- genpark-rigid-body-2d-impulse-collision-resolver-skill · github · 2026-09-28 · 7 upvotes · similarity 0.47
- kinetic · github · 2026-11-10 · 88 upvotes · similarity 0.46
- Grunden · hn · 2026-05-12 · 7 upvotes · similarity 0.46
- space-data-rig · github · 2026-10-10 · 67 upvotes · similarity 0.45
- gdss-radar · ph · 2026-11-06 · 2 upvotes · similarity 0.44
- Bare-Metal AI · hn · 2026-09-14 · 5 upvotes · similarity 0.44
- RouterPlus: Better inference pricing, latency and capacity for AI teams · yc · 2026-10-29 · 63 upvotes · similarity 0.44
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.