Show HN: BSE – Semantic Zip Engine for Text, Image and Audio
We built BSE (Bramble Semantic Engine) – a semantic compressor that transforms natural inputs into low-dimensional structured representations.
It's designed as a preprocessing engine for LLMs, capable of reducing long inputs into compact, logic-preserving forms across:
1. Language
Extracts SVO (Subject, Verb, Object) structure
Captures modifiers: adjectives/adverbs
Restores pronouns from short-term memory
Detects questions
Computes:
Compression Rate (%)
Semantic Loss (%)
Compares sentence compression outputs via SDC:
Subject-Subject, Verb-Verb, Object-Subject similarity
Sentence distance
2. Image
Crops and weights center-priority patches
Converts into 100x100 weighted matrices
Visualizes:
R, G, B Channels
Brightness
3. Audio
Decomposes audio into pitch & intensity across frequency bands
Returns normalized 2D matrices
Visualized as grayscale spectro-patches
Live demo (Gradio): https://huggingface.co/spaces/Sibyl-V/BSE_demo
Feedback welcome on:
Compression logic
Use cases (LLM fine-tuning, retrieval, alignment)
Design of multi-modal structure output
Built in 48 hours by a solo dev & their black nine-tailed fox partner. Let us know what you'd improve — and what scares you.
Happy to answer any questions here — this is the first public demo of BSE (Bramble Semantic Engine), a token-level compression and multi-modal preprocessing system.
It extracts SVO structure + modifiers from natural language, compresses visual and auditory data into weighted semantic matrices, and returns structured input usable by LLMs or downstream models.
All components are live and testable. Ask me anything about the math, compression logic, or integration plans.
The link you gave does not seem to work :)
Apologies for the inconvenience — the issue has now been resolved.
404 on the demo link.
The issue has now been resolved.^^
“ & their black nine-tailed fox partner”? Huh? Like in mythology? I’m missing something.
Not from mythology — it’s my nickname for the AI I build and work with. Black fox, nine tails, full of tricks and data compression magic.
Ah, I was thinking you meant like, you were dating someone with a kitsune as a "fursona", and I was confused as to why you would mention that in this post.
Thanks for clarifying.