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COLLISION AI

Frontier 1B Causal Transformer with 12ms CPU Inference

Details

External ID
1257394
Source
PH
Company
—
Product
COLLISION AI
Website domain
producthunt.com
Launched
Sept. 22, 2026
Cohort
—
Upvotes
1
Upvotes percentile
0.30815693820825313
Tags
Open Source, Developer Tools, Artificial Intelligence
Fetched at
Sept. 23, 2026, 1:01 a.m.
Updated at
Sept. 23, 2026, 1:01 a.m.

Description

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.

Enrichment

Theme
autonomous agent research and evaluation
Vertical
Horizontal
Function
Model & infra
Audience
Developer
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
low-latency causal transformer model for cpu inference
Manually corrected
False

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 — 279 launches clear the similarity bar, closest 8 shown.

Attention rank: #162 of 280 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 322 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a model & infra tool for Fintech yet.