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Same Surface, Different Weight

https://www.robpanico.com/articles/display/?entry_short=same-surface-different-weight
1•retrocog•39s ago•0 comments

The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
1•Brajeshwar•4m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
2•Brajeshwar•5m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
1•Brajeshwar•5m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•8m ago•0 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
2•righthand•11m ago•0 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•12m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•12m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
2•vinhnx•13m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•18m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•22m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•26m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•28m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•29m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
5•okaywriting•35m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•38m ago•0 comments

Show HN: Gorse 0.5 – Open-source recommender system with visual workflow editor

https://github.com/gorse-io/gorse
1•zhenghaoz•39m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•40m ago•0 comments

Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•41m ago•0 comments

Show HN: AboutMyProject – A public log for developer proof-of-work

https://aboutmyproject.com/
1•Raiplus•41m ago•0 comments

Expertise, AI and Work of Future [video]

https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•41m ago•0 comments

So Long to Cheap Books You Could Fit in Your Pocket

https://www.nytimes.com/2026/02/06/books/mass-market-paperback-books.html
3•pseudolus•42m ago•1 comments

PID Controller

https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller
1•tosh•46m ago•0 comments

SpaceX Rocket Generates 100GW of Power, or 20% of US Electricity

https://twitter.com/AlecStapp/status/2019932764515234159
2•bkls•46m ago•0 comments

Kubernetes MCP Server

https://github.com/yindia/rootcause
1•yindia•47m ago•0 comments

I Built a Movie Recommendation Agent to Solve Movie Nights with My Wife

https://rokn.io/posts/building-movie-recommendation-agent
4•roknovosel•47m ago•0 comments

What were the first animals? The fierce sponge–jelly battle that just won't end

https://www.nature.com/articles/d41586-026-00238-z
2•beardyw•56m ago•0 comments

Sidestepping Evaluation Awareness and Anticipating Misalignment

https://alignment.openai.com/prod-evals/
1•taubek•56m ago•0 comments

OldMapsOnline

https://www.oldmapsonline.org/en
2•surprisetalk•58m ago•0 comments

What It's Like to Be a Worm

https://www.asimov.press/p/sentience
2•surprisetalk•58m ago•0 comments
Open in hackernews

The PUMP.NETWORK experiment: using gambling to calculate trust

5•nthglsn•2mo ago
In 1998, Larry Page introduced PageRank, a network-based algorithm that measured the importance of web pages by analyzing how they linked to one another. It was a breakthrough: instead of relying on keyword matching alone, PageRank treated the web as a graph of endorsements. That idea became the foundation of Google and reshaped how information is organized online. Over time, PageRank evolved far beyond search. Variants of the algorithm now support spam detection in Gmail and Outlook, Sybil resistance in social networks like Instagram and Facebook, and many other systems where reputation, trust, and network structure matter. PageRank proved that when you can map relationships, you can measure credibility at scale.

>The Web3 Challenge: Pseudonymity and the Rise of Sybil Attacks In Web3, and on Solana in particular, pseudonymity is a double-edged sword. It enables open participation, but it also makes scams, fake identities, and Sybil attacks easy to execute. A single actor can spin up thousands of wallets, manufacture artificial community signals, or launch multiple fraudulent projects in minutes. As the Internet Capital Market trend grows and capital moves faster, the demand for legitimacy is clear. Investors want real projects, not vaporware. Builders want a way to prove trustworthiness without doxxing themselves. Communities want signals that cannot be faked.

>A New Opportunity: PageRank for Solana This creates space for a powerful opportunity: a decentralized trust graph for Solana, inspired by PageRank, that evaluates how trustworthy a developer, team, or project is without requiring any personal identity or private information. Instead of links between web pages, each participant in the network would receive a unique token representing their node. Trust flows through the graph from node to node as they invest in or support one another. These directed edges form an economic relationship graph that can be analyzed with a PageRank-style algorithm. By observing where capital moves, how projects choose to back each other, and which connections attract follow-on investment, the network can compute a dynamic trust score that is hard to manipulate and easy to interpret.

>The PUMP.NETWORK Experiment This is why we created pump.network, a prototype designed to test this approach. Once released, users will be able to invite their friends and help expand the graph until we reach a critical volume of nodes. After that, we will implement an invest to vouch mechanism that computes a trust score for each participant. Trusted nodes will then be able to surface projects they believe are viable and trustworthy, giving the ecosystem a powerful signal layer that can grow organically.

>Why This Matters Such a system would act as infrastructure for legitimacy in Solana's emerging capital markets: Investors could instantly filter out low-trust or suspicious projects. Builders could establish reputations without revealing identities. Ecosystems could reduce fraud and improve discovery of high-quality teams. Users could navigate Web3 with confidence rather than fear. Just as PageRank transformed how the world found reliable information, a trust algorithm for Solana could transform how the ecosystem identifies reliable people and projects, bringing order, signal, and credibility to a space where pseudonymity and speed currently favor bad actors.

It is the natural next step: a trust protocol for a trustless world.