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The AI boom is causing shortages everywhere else

https://www.washingtonpost.com/technology/2026/02/07/ai-spending-economy-shortages/
1•1vuio0pswjnm7•1m ago•0 comments

Suno, AI Music, and the Bad Future [video]

https://www.youtube.com/watch?v=U8dcFhF0Dlk
1•askl•3m ago•0 comments

Ask HN: How are researchers using AlphaFold in 2026?

1•jocho12•6m ago•0 comments

Running the "Reflections on Trusting Trust" Compiler

https://spawn-queue.acm.org/doi/10.1145/3786614
1•devooops•11m ago•0 comments

Watermark API – $0.01/image, 10x cheaper than Cloudinary

https://api-production-caa8.up.railway.app/docs
1•lembergs•12m ago•1 comments

Now send your marketing campaigns directly from ChatGPT

https://www.mail-o-mail.com/
1•avallark•16m ago•1 comments

Queueing Theory v2: DORA metrics, queue-of-queues, chi-alpha-beta-sigma notation

https://github.com/joelparkerhenderson/queueing-theory
1•jph•28m ago•0 comments

Show HN: Hibana – choreography-first protocol safety for Rust

https://hibanaworks.dev/
5•o8vm•30m ago•0 comments

Haniri: A live autonomous world where AI agents survive or collapse

https://www.haniri.com
1•donangrey•30m ago•1 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•tosh•43m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•46m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
2•helloplanets•49m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•57m ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•58m ago•0 comments

Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.netlify.app/
1•zizoulegrande•1h ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•1h ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
2•basilikum•1h ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•1h ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•1h ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
3•throwaw12•1h ago•1 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•1h ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•1h ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•1h ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•1h ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
2•andreabat•1h ago•1 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
2•mgh2•1h ago•1 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•1h ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•1h ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•1h ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
2•lifeisstillgood•1h ago•0 comments
Open in hackernews

The Ad Server Meets Web3: Infrastructure for the Ownership Economy

5•emmanol•3mo ago
The past decade of fintech innovation has reshaped how value moves. The next one will redefine how attention moves, and how it’s valued. As builders dive into Fintech 3.0, a quiet but crucial part of Web 2.0 infrastructure is resurfacing as a model for on-chain design: the ad server.

What made the ad server such a durable piece of internet infrastructure wasn’t its UI or dashboards. It was the underlying architecture — a distributed decision engine that could evaluate user context, run auctions, allocate value, and deliver results in milliseconds. In other words, it was programmable liquidity for attention.

And now, that same logic is beginning to inform how Web3 builders think about data ownership, monetization, and composability.

1. From Centralized Delivery to Decentralized Coordination

In Web 2.0, ad servers operated within closed ecosystems, central authorities processing millions of signals to optimize yield and attribution. But the core principles they embody: auction logic, delivery optimization, transparent accounting — translate surprisingly well to decentralized environments.

On-chain systems need infrastructure that can:

- Distribute resources or incentives dynamically

- Verify delivery or engagement events

- Enforce logic without a central arbiter

Smart contracts are already capable of these tasks. The missing layer is orchestration, the connective tissue that makes independent components act like one system. Ad servers solved this decades ago for attention markets; now Web3 engineers are adapting similar frameworks for tokenized engagement, content rewards, and programmable ad exchanges that live entirely on-chain.

2. The Ownership Layer: Wallets as Identity, Not Cookies

Traditional ad tech relied on identifiers: cookies, mobile IDs, fingerprinting. The ownership economy replaces that model with cryptographic identity: wallets, ENS handles, verifiable credentials.

In this context, an ad server isn’t just delivering creatives; it’s mediating interactions between verifiable users and programmable incentives. A wallet can prove engagement, claim rewards, or trigger smart-contract-based payouts.

For fintech and crypto builders, this opens a design frontier: an advertising economy built on explicit consent and transparent value exchange. The same primitives that secure DeFi transactions can authenticate ad delivery, measure attention, and settle payments in real time.

No more opaque data sharing or middlemen. Ownership replaces surveillance as the basis of monetization.

3. The Economic Parallel: Auctions as Market Design

Every ad impression has long been sold via real-time auctions — a continuous, decentralized price discovery process. Fintech 3.0 ecosystems are now running similar micro-markets for blockspace, stablecoins, and tokenized assets.

Builders can learn from ad-server economics:

- Low latency bidding: Systems capable of executing auctions in under 200 ms can inspire design principles for sub-second settlement in DeFi UX.

- Dynamic pricing: Yield optimization algorithms developed in ad tech can inform fee markets for L2 rollups or cross-chain routing.

- Transparency and verification: Techniques like cryptographic logs and real-time reporting, originally built for ad audits, parallel to on-chain analytics and proof systems today.

The throughline: efficient coordination among many actors without a single point of control.

Comments

JohnFen•3mo ago
> Traditional ad tech relied on identifiers: cookies, mobile IDs, fingerprinting. The ownership economy replaces that model with cryptographic identity: wallets, ENS handles, verifiable credentials.

So your cryptographic identity becomes a very convenient and more reliable method for marketers to continue spying on you.

debros•3mo ago
We agree on the analysis of the evolution of ad server architectures and their relevance to Web3 infrastructure. The transition from centralized delivery to decentralized coordination highlights a critical need for distributed decision engines, particularly in managing tokenized engagement and wallet-based identities. The replacement of cookies with cryptographic identifiers, as noted, offers a promising foundation for transparent monetization without reliance on surveillance. That is a principal to the DeBros ecosystem.

Maybe you will find this useful, if you are into web3 projects and information. https://debros.io