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2M DNS domains compressed into 253 bytes – with proof of correctness

https://proofcodec.github.io/proofcodec-verify/
3•RusDyn•1h ago

Comments

RusDyn•1h ago
ProofCodec compresses deterministic policy tables (WAF rules, DNS filters, routing tables) by compressing the decision function, not the data. Every compressed artifact carries a proof that every input produces the correct output.

Results: - 2,074,698 DNS filter domains → 253 bytes (1,764x smaller than Huffman) - Not a Bloom filter — exact, zero false positives/negatives - 12-leaf decision tree + 51 residual corrections

Other benchmarks: - IP routing: 672x vs Huffman (16.7M states) - Rate-limiting: 39,262x (33.5M states) - Chess endgames: 21/21 tablebases beat Huffman (worst-case stress test)

How it works: 1. Train a decision tree predictor on the input space 2. Exhaustively verify against ground truth 3. Encode corrections via MDL-selected residual encoding (DELTA_GAPS / ENUM_RANK / BITMAP - whichever uses fewer bits)

Verifier + decoder: MIT-licensed. Encoder: proprietary. You can verify every claim without our software.

Source: https://github.com/ProofCodec/proofcodec-verify

Show HN: Codelegate, keyboard-driven coding agent orchestrator GUI for Mac/Linux

https://codelegate.dev/
1•brucehsu•35s ago•0 comments

Infisical in 60 Seconds

https://infisical.com/videos/infisical-in-60-seconds
1•vmatsiiako•1m ago•0 comments

Why Moltbook and OpenClaw are the fool's gold in our AI boom

https://www.zdnet.com/article/moltbook-and-openclaw-fools-gold-in-ai-boom/
1•CrankyBear•1m ago•0 comments

Shall I implement it? No

https://gist.github.com/bretonium/291f4388e2de89a43b25c135b44e41f0
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https://firstrun.dev
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4•rectang•8m ago•1 comments

Source code of Swedish e-govt services from CGI's "E-plattform" has been leaked

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1•toss1•9m ago•0 comments

Tiiny Pocket Lab: The First Pocket-Size AI Supercomputer

https://tiiny.ai/
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Social Craft AI-How well connected is your LinkedIn Network?

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FixMyImage

https://fixmyimage.me
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22 years of Brain Science: CoSyNe tells us about the evolution of Neuroscience

https://groundedneuro.substack.com/p/22-years-of-brain-science-what-cosyne
1•sebg•18m ago•0 comments

Adobe Announces CEO to Step Down, Gives Lackluster Forecast

https://www.bloomberg.com/news/articles/2026-03-12/adobe-announces-ceo-to-step-down-gives-lacklus...
2•toomuchtodo•19m ago•1 comments

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Apple MacBook Neo beats every single x86 PC CPU for single-core performance

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Beyond the Limit: Introducing Mixedbread Wholembed v3

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In Praise of Stupid Questions

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1•jamespropp•25m ago•1 comments

Removing Comments from SWE-Bench Improves Agent Performance

https://antimemeticai.com/blog/comment-ablation
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How to Blur Sensitive Text in Screenshots with AI and ImageMagick

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The Context Lake

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A Claude Code skill for deliberate skill development during AI-assisted coding

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Has vibecoding produced anything of substance, or investibility yet?

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Frustrating experience reporting bugs on major companies websites as a developer

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$6T in Gulf capital is looking for the exit

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3•xrd•32m ago•0 comments

Systemd 260-Rc3 Released with AI Agents Documentation Added

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1•throw_await•33m ago•0 comments