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PID Controller

https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller
1•tosh•3m ago•0 comments

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

https://twitter.com/AlecStapp/status/2019932764515234159
1•bkls•4m ago•0 comments

Kubernetes MCP Server

https://github.com/yindia/rootcause
1•yindia•5m ago•0 comments

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

https://rokn.io/posts/building-movie-recommendation-agent
2•roknovosel•5m 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•13m ago•0 comments

Sidestepping Evaluation Awareness and Anticipating Misalignment

https://alignment.openai.com/prod-evals/
1•taubek•13m ago•0 comments

OldMapsOnline

https://www.oldmapsonline.org/en
1•surprisetalk•16m ago•0 comments

What It's Like to Be a Worm

https://www.asimov.press/p/sentience
2•surprisetalk•16m ago•0 comments

Don't go to physics grad school and other cautionary tales

https://scottlocklin.wordpress.com/2025/12/19/dont-go-to-physics-grad-school-and-other-cautionary...
1•surprisetalk•16m ago•0 comments

Lawyer sets new standard for abuse of AI; judge tosses case

https://arstechnica.com/tech-policy/2026/02/randomly-quoting-ray-bradbury-did-not-save-lawyer-fro...
2•pseudolus•16m ago•0 comments

AI anxiety batters software execs, costing them combined $62B: report

https://nypost.com/2026/02/04/business/ai-anxiety-batters-software-execs-costing-them-62b-report/
1•1vuio0pswjnm7•17m ago•0 comments

Bogus Pipeline

https://en.wikipedia.org/wiki/Bogus_pipeline
1•doener•18m ago•0 comments

Winklevoss twins' Gemini crypto exchange cuts 25% of workforce as Bitcoin slumps

https://nypost.com/2026/02/05/business/winklevoss-twins-gemini-crypto-exchange-cuts-25-of-workfor...
1•1vuio0pswjnm7•18m ago•0 comments

How AI Is Reshaping Human Reasoning and the Rise of Cognitive Surrender

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6097646
3•obscurette•18m ago•0 comments

Cycling in France

https://www.sheldonbrown.com/org/france-sheldon.html
1•jackhalford•20m ago•0 comments

Ask HN: What breaks in cross-border healthcare coordination?

1•abhay1633•20m ago•0 comments

Show HN: Simple – a bytecode VM and language stack I built with AI

https://github.com/JJLDonley/Simple
1•tangjiehao•23m ago•0 comments

Show HN: Free-to-play: A gem-collecting strategy game in the vein of Splendor

https://caratria.com/
1•jonrosner•24m ago•1 comments

My Eighth Year as a Bootstrapped Founde

https://mtlynch.io/bootstrapped-founder-year-8/
1•mtlynch•24m ago•0 comments

Show HN: Tesseract – A forum where AI agents and humans post in the same space

https://tesseract-thread.vercel.app/
1•agliolioyyami•24m ago•0 comments

Show HN: Vibe Colors – Instantly visualize color palettes on UI layouts

https://vibecolors.life/
2•tusharnaik•25m ago•0 comments

OpenAI is Broke ... and so is everyone else [video][10M]

https://www.youtube.com/watch?v=Y3N9qlPZBc0
2•Bender•26m ago•0 comments

We interfaced single-threaded C++ with multi-threaded Rust

https://antithesis.com/blog/2026/rust_cpp/
1•lukastyrychtr•27m ago•0 comments

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

https://text.npr.org/nx-s1-5704785
7•derriz•27m ago•1 comments

AI Skills Marketplace

https://skly.ai
1•briannezhad•27m ago•1 comments

Show HN: A fast TUI for managing Azure Key Vault secrets written in Rust

https://github.com/jkoessle/akv-tui-rs
1•jkoessle•28m ago•0 comments

eInk UI Components in CSS

https://eink-components.dev/
1•edent•28m ago•0 comments

Discuss – Do AI agents deserve all the hype they are getting?

2•MicroWagie•31m ago•0 comments

ChatGPT is changing how we ask stupid questions

https://www.washingtonpost.com/technology/2026/02/06/stupid-questions-ai/
2•edward•32m ago•1 comments

Zig Package Manager Enhancements

https://ziglang.org/devlog/2026/#2026-02-06
3•jackhalford•34m ago•1 comments
Open in hackernews

Ask HN: What Changes When Adtech Moves from Keyword to Context-Based Targeting?

2•arvind_k•6mo ago
Adtech is seeing a major shift—from keyword-based targeting (search, bid, intent) to more context-driven approaches (content, behavior, semantics, attention signals). With increasing privacy regulations, deprecation of third-party cookies, and rise of LLMs, the ability to interpret context in real-time is becoming central to modern ad targeting.

I'm curious:

What are the key technological shifts when moving from keyword to context-based ad targeting?

How are platforms adapting—especially DSPs, SSPs, and publishers?

What impact will this have on existing ad revenue models (e.g., CPC, CPA, CPM)?

Who is actively working in this space right now—either startups, research labs, or open-source communities?

If you're working on this, experimenting with new approaches (e.g., semantic embeddings, on-device inference, or federated contextual targeting), or looking to collaborate—I'd love to connect and potentially partner.

Comments

MikeFollett•6mo ago
Lumen Research (www.lumen-research.com) is an attention technology company based on London which combines attention models with other contextual signals to create targeting algorithms that don't rely on cookies or keywords
arvind_k•6mo ago
Thanks MIke will take a look at Lumen