ttf-home
Ternary language models on a home computer: run, train, convert, fine-tune, export to GGUF
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GITHUB · launched Nov 9, 2026 · 12 upvotes (top 97%) · 0 views
Niche: machine learning developer tools · 303 launches, 11 in the last 7 days ▼ -45% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Prosumer
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 303 launches in machine learning developer tools →
Could you build this?
Partial A GUI and CLI for running, converting, and exporting models to GGUF can be vibe-coded using existing tools. Training competitive ternary models, however, requires novel quantization-aware research and substantial compute.
What it would actually take: The stack would use PyTorch for training, custom ternary quantization layers (BitNet-style weights in {-1, 0, +1}), a GGUF converter via llama.cpp tooling, and a simple front end. The hard part is achieving good model quality under ternary constraints, which needs ML research expertise and experimentation. Fine-tuning and training at useful scale also requires significant GPU time, which a home computer limits.
Competitors
Other products that read as similar to this one : 2600 launches clear the similarity bar, closest 8 shown.
Attention rank: #2563 of 2601 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 375 days after the earliest competitor.
- Stanford-CS336 · github · 2026-10-03 · 15 upvotes · similarity 0.61
- awesome-tts-architectures · github · 2026-09-13 · 15 upvotes · similarity 0.59
- Inflect TTS v2+ONNX, 9M/4M text-to-speech models running in the browser · hn · 2026-07-26 · 7 upvotes · similarity 0.57
- magic-translator · github · 2026-11-10 · 102 upvotes · similarity 0.57
- maya2-native · github · 2026-10-26 · 19 upvotes · similarity 0.56
- Language Model Builder (an app to learn about and build models) · hn · 2026-07-21 · 17 upvotes · similarity 0.56
- orukeet · github · 2026-09-09 · 40 upvotes · similarity 0.56
- janas · github · 2026-09-20 · 21 upvotes · similarity 0.55
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.