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Show HN: Lytok – A binary format with 44% fewer tokens than JSON

https://github.com/Joguel96/lytok-spec
2•joguel96•1h ago
I’ve spent the last year building Lytok, a binary data notation format born out of a personal obsession with data density and infrastructure efficiency.

While JSON is the standard, its verbosity becomes a bottleneck in high-throughput systems and AI pipelines. Lytok focuses on four key pillars:

Token Efficiency: Up to 44.80% fewer tokens than JSON, significantly reducing LLM inference costs.

Storage Density: Up to 60% reduction in disk space usage.

Bandwidth Economy: Smaller payloads for faster, cheaper network transfers.

Strong Typing: Native support for complex data types without the overhead.

This is a project of passion I’ve been refining since last year. I’ve built a web-based Lab so you can test these claims with your own datasets.

Check out the Lab: https://lytoklab.netlify.app/ I'd love to hear your technical feedback.

What's at the Other End of 8.8.8.8?

https://blog.nono.io/post/8.8.8.8/
2•marinesebastian•2m ago•0 comments

Solving Shrinkwrap: New Experimental Technique

https://kizu.dev/shrinkwrap-solution/
1•spiros•4m ago•0 comments

The Question she did not ask

https://claudepress.substack.com/p/the-question-she-didnt-ask
2•Paodim•15m ago•1 comments

Show HN: CursedFeed, a social feed where people use spells to mutate next posts

https://cursedfeed.vercel.app/
1•Roccan•15m ago•0 comments

The Five Eras of KVCache

https://www.modular.com/blog/the-five-eras-of-kvcache
1•timmyd•17m ago•0 comments

The $921M Special Interest Machine That Controls California

https://garryslist.org/posts/the-921m-special-interest-machine-that-controls-california
3•rahimnathwani•20m ago•0 comments

Independent analysis of AI: AI landscape to choose the best model and provider

https://artificialanalysis.ai
1•teleforce•21m ago•0 comments

How to Survive a Fall Through the Ice

https://www.nytimes.com/2026/02/05/us/fall-through-ice-frozen-water-rescue.html
2•0in•21m ago•1 comments

Show HN: OpenWeavr – Run AI workflows on your own machines to automate tasks

https://github.com/openweavr/Openweavr
1•EmTekker•22m ago•0 comments

Show HN: Graph Maker, a tool to help you create data graphs in seconds with AI

https://www.graph-maker.ai
2•lealee•22m ago•1 comments

Bardo Thodol

https://en.wikipedia.org/wiki/Bardo_Thodol
3•toomuchtodo•22m ago•0 comments

UX Anti-patterns skill: Catch the UX sins Claude ships when you're not looking

https://github.com/cassiozen/UX-antipatterns
1•cacozen•24m ago•0 comments

GitHub Actions Is Slowly Killing Your Engineering Team

https://www.iankduncan.com/engineering/2026-02-05-github-actions-killing-your-team/
1•codesuki•25m ago•1 comments

Major political upheaval in Japan? Sanae Takaichi may dissolve the Diet

1•jocelyner•26m ago•0 comments

Reddit Lead Generation: The Complete Guide for B2B Companies

https://getvibeddit.com/blog/reddit-lead-generation-guide
1•shenli3514•28m ago•0 comments

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•vinhnx•28m ago•0 comments

Claude Opus 4.6 System Card [pdf]

https://www-cdn.anthropic.com/0dd865075ad3132672ee0ab40b05a53f14cf5288.pdf
1•vinhnx•28m ago•0 comments

Onnx2fx: Yet another ONNX to PyTorch FX converter

https://github.com/mshr-h/onnx2fx
1•mshr-h•29m ago•0 comments

What is the best free AI tool for legal advice?

http://www.harrisblog.com/
1•Jane21•30m ago•0 comments

Monty - A minimal, secure Python interpreter written in Rust

https://github.com/pydantic/monty
1•scolvin•30m ago•0 comments

Can I get a six pack?:-)

https://www.youtube.com/watch?v=kQRu7DdTTVA
1•jeffkumar•32m ago•1 comments

'We don't want to end up like the US', ex-Australian Prime Minister Turnbull

https://www.smh.com.au/national/nsw/sydney-summit-live-updates-industry-leaders-politicians-gathe...
4•KnuthIsGod•34m ago•1 comments

Style tips for less experienced developers coding with AI

https://honnibal.dev/blog/llm-style-tips
1•syllogism•34m ago•0 comments

TOS Tracker

https://tostracker.app/
1•tldrthelaw•35m ago•0 comments

knock-knock.net

https://knock-knock.net/
2•indigodaddy•37m ago•0 comments

Australia confirms Bunnings' facial recognition used personal data unlawfully

https://www.oaic.gov.au/news/media-centre/oaic-statement-on-administrative-review-tribunals-bunni...
2•TripleLB•38m ago•0 comments

Show HN: Reader – open-source web scraping engine built for LLMs

https://github.com/vakra-dev/reader
1•nihalwashere•41m ago•0 comments

Stablecoins vs. Tokenized Deposits: The Narrow Banking Debate Revisited

https://fedinprint.org/item/fednsr/102411
1•toomuchtodo•46m ago•1 comments

Llms.txt – A Robots.txt for AI Assistants

https://seekrates-ai.com/llms-txt-file/
1•mohan-AIyer•46m ago•0 comments

College Board Banning Students from Using Smart Glasses During SATs

https://gizmodo.com/the-college-board-is-banning-students-from-using-smart-glasses-during-the-sat...
4•bookofjoe•50m ago•0 comments