typed-lm
Single-forward-pass semantic routing in Rust: turn dense LLMs (Llama, Qwen, Mistral, Gemma) into a typed decision API with LoRA/QLoRA training and FP8/FP4 quantization, built on Candle.
Details
- External ID
- 1387773949
- Source
- GITHUB
- Company
- —
- Product
- typed-lm
- Website domain
- github.io
- Launched
- Sept. 25, 2026
- Cohort
- —
- Upvotes
- 9
- Upvotes percentile
- 0.21822956699974377
- Tags
- actix-web, candle, classification, huggingface, inference, llm, lora, machine-learning, mlops, nlp, qlora, quantization, rust, semantic-routing, transformer
- Fetched at
- Sept. 29, 2026, 1:02 a.m.
- Updated at
- Sept. 29, 2026, 1:02 a.m.
Enrichment
- Theme
- decision model runtimes and tools
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- semantic routing and typed decision api for llms
- Manually corrected
- False
Could you build this?
No Implementing single-forward-pass semantic routing, Candle tensor operations, custom LoRA/QLoRA training, and FP8/FP4 quantization in Rust requires deep compiler and ML systems engineering expertise.
What it would actually take: Building typed-lm demands custom Rust implementations on Hugging Face Candle or custom CUDA kernels, hacking the transformer attention heads to project logits at specific positions into categorical decisions. It requires advanced knowledge of GPU memory architectures, low-bit quantization schemes (FP8/FP4), transformer internals, and low-latency systems programming.
Competitors
Other products that read as similar to this one — 1085 launches clear the similarity bar, closest 8 shown.
Attention rank: #786 of 1086 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 330 days after the earliest competitor.
- Cachet · hn · 2026-06-23 · 5 upvotes · similarity 0.61
- rizzo-flow · github · 2026-09-21 · 455 upvotes · similarity 0.61
- system-one-open · github · 2026-09-17 · 25 upvotes · similarity 0.60
- decider · github · 2026-09-16 · 130 upvotes · similarity 0.59
- jev-benchmarks · github · 2026-09-17 · 15 upvotes · similarity 0.58
- hermes-nerve · github · 2026-09-18 · 13 upvotes · similarity 0.57
- awesome-jev-typesafe · github · 2026-09-18 · 129 upvotes · similarity 0.57
- nagi · github · 2026-09-23 · 10 upvotes · similarity 0.57
Other launches for this product
- No other launches for this product.
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