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Show HN: Steganeur – Hide secret messages in LLM-generated text (Rust)

https://github.com/marcsnid/steganeur
3•marcsnid•48m ago
Hi HN! I made a project that I found really fun and I'm proud of the idea and implementation. This first came up when speaking to a friend, we were talking around how to do steganography in natural text, and realized an LLM's token choices are a natural channel.

Steganeur accomplishes this by encoding a secret message into the token choices of a language model, producing cover text that reads like a normal sentence. A recipient recovers the message using only the cover text and the model. With the rejection method, the output is statistically identical to normal generation, not just something that looks similar.

The interesting problem I hit: steganeur reads the model's logprobs directly, and three of the four methods need them to come out exactly the same on encode and decode. On GPU reductions are non-deterministic, so the logprobs drift between runs, which is enough to corrupt the bits. Only one method (block) survives on GPU, because it bins tokens by their id rather than by probability. So block works on any server, the other three need CPU.

Written in Rust, dual-licensed MIT/Apache-2.0, targets llama.cpp (the server must return top_logprobs with token id fields)

Show HN: Proliferate- open-source, self-hostable Codex for any coding agent

https://github.com/proliferate-ai/proliferate
3•pablo24602•34m ago•0 comments

Show HN: Visual way to understand things in parallel

https://wondering.app/canvas
4•ak2411•15m ago•1 comments

Show HN: A puzzle I couldn't solve for a year – cubers cracked it in an hour

https://skimmiq.com/pt/
3•Pawel_SkimmIQ•16m ago•1 comments

Show HN: Gramola, a CoverFlow-style music dock for macOS

https://apps.apple.com/us/app/gramola-music-dock/id6801078031?mt=12
4•fulltimefeline•1h ago•1 comments

Show HN: Public Muscriptor Instance (latest, most powerful Audio-to-MIDI model)

https://www.pianoify.net/
3•jardy•1h ago•0 comments

Show HN: Steganeur – Hide secret messages in LLM-generated text (Rust)

https://github.com/marcsnid/steganeur
3•marcsnid•48m ago•0 comments

Show HN: SteppeWM – a stacking IceWM-like Wayland compositor

https://github.com/uncognic/steppewm
6•uncognic•1h ago•3 comments

Show HN: eInk Optimized Manga with Kindle Comic Converter (+Kobo/KOreader)

https://github.com/ciromattia/kcc
2•seam_carver•1h ago•0 comments

Show HN: Roastme.gg – Pay to get publicly roasted by AI

https://roastme.gg
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Show HN: Caspian – Talk to Human Tool for AI Agents

https://github.com/TryCaspian/caspian-sdk
3•dipanshuhappy•1h ago•0 comments

Show HN: Mini DBA – monitoring for on prem and cloud databases in 1 place

https://demo.minidba.com/kiosk-human-check?returnUrl=%2F
2•badlydressedboy•1h ago•0 comments

Show HN: Whodunit? Solve a daily AI-written Mystery

https://whodunit.rip
2•selljamhere•1h ago•0 comments

Show HN: Telex Page – Turn secrets into AES 256 encrypted PDFs, locally

https://telexpage.com/
3•cucho•1h ago•1 comments

Show HN: Bounded GenAI metrics from Otel traces with O raw prompts

https://github.com/llm-measurement/otelcol-genai-sketches
4•kwisatzh•1h ago•2 comments

Show HN: ctx 1.0 - `git blame` but for agent sessions

https://github.com/ctxrs/ctx/releases/tag/v1.0.0
3•luca-ctx•1h ago•1 comments

Show HN: AgentSight – eBPF observability for AI agents, no code changes

https://github.com/alibaba/anolisa/blob/main/docs/user-guide/en/agent-observability/agentsight.md
14•forrestly•2h ago•0 comments

Show HN: MindShield v1.1.5 – Local AI guardrails tuned to reduce false positives

https://github.com/fluryjanis/Mind-Shield
2•Frog1230•2h ago•0 comments

Show HN: Tosynch – reconnect with your friends and meet often

https://tosynch.com
3•sunjain•2h ago•0 comments

Show HN: Huzzah – a novel approach to coding with AI

https://www.danielvaughn.dev/posts/huzzah/
353•danielvaughn•22h ago•203 comments

Show HN: A coding-agent workbench built around Matt Pocock's coding workflow

https://github.com/ticketry-hq/ticketry-downloads/releases/download/0.2.0/Ticketry_0.2.0_aarch64.dmg
3•chandramoulyKK•2h ago•3 comments

Show HN: CLI to Churn Out CLIs

https://github.com/chinmayrelkar/bawarchi
2•Chnmy•2h ago•0 comments

Show HN: Organizational Cognition: Why the Next AI Moat Won't Be Intelligence

https://chinmayrelkar.github.io/writing/organizational-cognition.html
2•Chnmy•2h ago•0 comments

Show HN: Free, non-profit crypto AML screening – no key, no trial

https://publicaml.org/free-crypto-aml/
5•publicaml•5h ago•0 comments

SHOW HN: WillItSpam – paste an email, see why it will land in spam

https://willitspam.com
2•vladimir-aleksi•3h ago•0 comments

Show HN: BoardLab – Browser-based ESP32/Arduino simulator with real SPI displays

https://boardlab.dev/
3•yuriaguernsey•3h ago•0 comments

Show HN: I trained a 125M model to autocomplete piano on-device

https://simedw.com/2026/08/20/midi-autocomplete/
570•simedw•1d ago•113 comments

Show HN: DeepSeek Harness in VSCode

https://github.com/Lixxx1/dsh-vscode
2•lum1104•3h ago•0 comments

Show HN: Open-source Stripe Connect alternative

https://zoneless.com
78•tinyprojects•1d ago•35 comments

Show HN: Diffview, a fast Git diff viewer written in Rust

https://github.com/sleipner42/diffviewer
2•sleipner42•4h ago•0 comments

Show HN: I built an extension that autofills workday job apps locally

https://restdayextension.com/
2•angelm-tech•4h ago•1 comments