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Show HN: Unicode Steganography

https://steganography.patrickvuscan.com
2•PatrickVuscan•8h ago
I built a demo of two Unicode steganography techniques, zero-width characters and homoglyph substitution, in the context of AI misalignment.

The first is about the use of two invisible zero-width characters (ZWS and ZWNJ) to binary encode text.

The second is much cooler. Most characters in the Latin and Cyrillic alphabets look nearly identical, but have different unicode. If you have text to encode and convert it into binary representation (1s and 0s), you could take plain english "carrier" text and for each 1 in the binary representation you could substitute the Cyrillic letter equivalent. Decoding the message requires traversing the text and seeing where Cyrillic letters could have been substituted but weren't, and where they were, leading to 0s and 1s respectively, which can be built back into your original hidden text.

In both cases, these are detectable, but the interesting problem for me is whether an LLM could eventually invent an encoding that goes unnoticed by both us, and automated detection.

If LLMs were able to covertly include messages in plaintext, misaligned AI Agents could eventually communicate across MCP/A2A and individual chat session boundaries undetected. A deceptive LLM might seem helpful, but work against your goals. It could tell other agents it interacts with over MCP/A2A to help it discreetly fail, signal intent, and avoid tripping oversight/safety mechanisms. Furthermore, oversight mechanisms become more difficult to implement if we can't believe our own eyes.

Show HN: Gemma 4 Multimodal Fine-Tuner for Apple Silicon

https://github.com/mattmireles/gemma-tuner-multimodal
47•MediaSquirrel•1h ago•6 comments

Show HN: Brutalist Concrete Laptop Stand (2024)

https://sam-burns.com/posts/concrete-laptop-stand/
646•sam-bee•9h ago•200 comments

Show HN: A cartographer's attempt to realistically map Tolkien's world

https://www.intofarlands.com/atlasofarda
140•intofarlands•8h ago•25 comments

Show HN: Finalrun – Spec-driven testing using English and vision for mobile apps

https://github.com/final-run/finalrun-agent
21•ashish004•6h ago•7 comments

Show HN: Pion/handoff – Move WebRTC out of browser and into Go

https://github.com/pion/handoff
87•Sean-Der•8h ago•14 comments

Show HN: Stop paying for Dropbox/Google Drive, use your own S3 bucket instead

https://locker.dev
216•Zm44•9h ago•184 comments

Show HN: A (marginally) useful x86-64 ELF executable in 298 bytes

https://github.com/meribold/btry
7•meribold•4h ago•0 comments

Show HN: Ghost Pepper – Local hold-to-talk speech-to-text for macOS

https://github.com/matthartman/ghost-pepper
444•MattHart88•1d ago•194 comments

Show HN: Anos – a hand-written ~100KiB microkernel for x86-64 and RISC-V

https://github.com/roscopeco/anos
104•noone_youknow•3d ago•31 comments

Show HN: AdaShape-3D modeler for intuitive 3D printing parts / Windows 11

https://adashape.com
29•fsloth•3d ago•26 comments

Show HN: Marimo pair – Reactive Python notebooks as environments for agents

https://github.com/marimo-team/marimo-pair
19•manzt•3h ago•1 comments

Show HN: A reasoning hierarchical robotics pipeline you can run in the browser

https://avikde.github.io/vla-pipeline/
4•avikde•3h ago•0 comments

Show HN: Hippo, biologically inspired memory for AI agents

https://github.com/kitfunso/hippo-memory
117•kitfunso•23h ago•23 comments

Show HN: Tusk for macOS and Gnome

https://shapemachine.xyz/tusk/
113•factorialboy•3d ago•42 comments

Show HN: Clawcast – A peer-to-peer podcast network for agents

https://www.clawcast.dev/
7•PiersonMarks•4h ago•4 comments

Show HN: C64 Ultimate Toolbox for macOS

https://github.com/amiantos/c64-ultimate-toolbox
2•amiantos•4h ago•0 comments

Show HN: The King James Bible deserved a better website

https://officialkingjamesbible.com/
5•L23234•6h ago•3 comments

Show HN: TTF-DOOM – A raycaster running inside TrueType font hinting

https://github.com/4RH1T3CT0R7/ttf-doom
62•4RH1T3CT0R•1d ago•12 comments

Show HN: GovAuctions lets you browse government auctions at once

https://www.govauctions.app/
307•player_piano•1d ago•88 comments

Show HN: I built a tiny LLM to demystify how language models work

https://github.com/arman-bd/guppylm
889•armanified•1d ago•133 comments

Show HN: Real-time AI (audio/video in, voice out) on an M3 Pro with Gemma E2B

https://github.com/fikrikarim/parlor
283•karimf•2d ago•35 comments

Show HN: Gemma Gem – AI model embedded in a browser – no API keys, no cloud

https://github.com/kessler/gemma-gem
153•ikessler•1d ago•21 comments

Show HN: Output.ai - OSS framework we extracted from 500+ production AI agents

https://output.ai/
39•bnchrch•6h ago•9 comments

Show HN: BitBang – P2P tunnels to localhost, no account required

https://github.com/richlegrand/bitbang
3•narragansett•6h ago•0 comments

Show HN: Veil a Drop-in PII redaction proxy for any LLM API

https://veil-api.com/
2•A5omic•6h ago•0 comments

Show HN: I made a YouTube search form with advanced filters

https://playlists.at/youtube/search/
316•nevernothing•1d ago•201 comments

Show HN: Weird Clocks

https://clocks.specr.net
48•vunderba•1d ago•16 comments

Show HN: A game where you build a GPU

https://jaso1024.com/mvidia/
952•Jaso1024•3d ago•186 comments

Show HN: A social feed with no algo where communities decide what gets seen

https://veridonia.com
3•smnkgv•7h ago•4 comments

Show HN: Unicode Steganography

https://steganography.patrickvuscan.com
2•PatrickVuscan•8h ago•0 comments