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Why AI still behaves like a rationed resource?

https://ilicigor.substack.com/p/the-scarcity-trap-why-ai-still-feels
2•iggori•1h ago

Comments

iggori•1h ago
I keep running into the same thing with AI tools: they’re powerful, but everything around them feels rationed. Token buckets, session limits, weird pricing. It’s like using a prepaid SIM card.

I dug into the economics behind it and ended up writing a long piece about the “scarcity trap” we’re in right now. The short version: the whole stack is upside‑down, and GPU scarcity leaks into every layer above it.

If anyone here has been building real systems with AI, I’d be interested in your take. Tnx

CASM – open-source external attack surface monitoring

https://github.com/G2CV/CASM
1•rokhlan•1m ago•1 comments

Project Vesta habitat where AI agents breed, evolve, and run experiments

https://github.com/zatamite/project-vesta
1•zatamite•1m ago•1 comments

Created an AI-Factory

https://blog.mappso.com/
1•grabshot_dev•1m ago•0 comments

Flock and Ring Cancel Announced Community Requests Integration

https://www.flocksafety.com/blog/an-update-on-ring-partnership
1•taubek•3m ago•0 comments

Cloudflare Reports Issues as X and Amazon Web Services Are Disrupted

https://www.nytimes.com/2026/02/16/technology/cloudflare-outage-aws-x-down.html
2•jbegley•5m ago•0 comments

Timation

https://en.wikipedia.org/wiki/Timation
2•jacquesm•5m ago•0 comments

Making MCP Servers Work with Microsoft Entra ID on Azure

https://ignitionai.xyz/blog/making-mcp-servers-work-with-microsoft-entra-id-on-azure/
1•brightmonkey•6m ago•1 comments

NATO to shift 2 commands from U.S. to European leadership

https://www.cbsnews.com/news/nato-to-shift-2-commands-from-us-to-european-leadership/
3•vinnyglennon•6m ago•0 comments

SlopOps – confusing capability for competitive advantage

https://www.generativist.com/notes/2026/Feb/15/slopops
1•generativist•6m ago•0 comments

Show HN: Ambits – Claude Code agent coverage tooling

https://crates.io/crates/ambits
1•joshLong145•7m ago•0 comments

Living a Life Less Lonely

https://mark-n.co/blog/living-a-life-less-lonely/
1•canxerian•7m ago•0 comments

Experts to discuss Japan's plans for two iPS cell treatments

https://www3.nhk.or.jp/nhkworld/en/news/20260214_02/
1•e12e•9m ago•1 comments

Show HN: API authentication assumes the caller decides – agents break that

https://github.com/theaniketgiri/aip
1•theaniketgiri•10m ago•0 comments

Intermittent fasting may make little difference to weight loss, review finds

https://www.bbc.co.uk/news/articles/c4ge7n3pq62o
2•fredley•10m ago•0 comments

Custom DAWs are coming. I just proved it

https://stevehiehn.substack.com/p/custom-daws-are-coming-i-just-proved
1•stevehiehn•11m ago•0 comments

Scent, in Silico

https://www.asimov.press/p/scent
1•mailyk•11m ago•0 comments

The flavor of the bitter lesson for computer vision

https://www.vincentsitzmann.com/blog/bitter_lesson_of_cv/
1•lairv•12m ago•0 comments

Clean: High Performance Prompt Injection Detection and Mitigation

https://github.com/sibyllinesoft/clean
1•CuriouslyC•13m ago•1 comments

Show HN: Maths, CS and AI Compendium

https://github.com/HenryNdubuaku/maths-cs-ai-compendium
1•HenryNdubuaku•13m ago•0 comments

The spectacular multimillion-euro heist nobody noticed

https://www.bbc.com/news/articles/cm2y2538lz8o
1•bookofjoe•14m ago•1 comments

X Goes Down: Social Media Site Not Working for Users Worldwide

https://variety.com/2026/digital/news/x-twitter-down-outage-not-working-error-reports-1236664568/
2•madihaa•14m ago•0 comments

Three Major Brands You've Probably Bought Brakes from Are Shutting Down

https://www.theautopian.com/three-major-brands-youve-probably-bought-brakes-from-are-shutting-down/
2•Vaslo•14m ago•0 comments

Collector's Guide to Vintage Guitars

https://intelligentcollector.com/collectors-guide-to-vintage-guitars/
1•ohjeez•14m ago•0 comments

An offline, in-memory file conversion workbench for regulated environments

https://factual7418.gumroad.com/l/puiyit
1•Factual7418•15m ago•1 comments

Show HN: A joystick for your LLM/Agent

https://github.com/Jitera-Labs/prompt_mixer.exe
1•jitera•15m ago•0 comments

Real couple, real concert, and an AI regenerated viral video

https://waxy.org/2025/09/interviewing-the-couple-in-the-will-smith-ai-crowd-video/
1•dnw•18m ago•0 comments

Show HN: API router that picks the cheapest model that fits each query

https://www.komilion.com/
1•robinbanner•18m ago•1 comments

Anthropic opens Bengaluru office and announces new partnerships across India

https://www.anthropic.com/news/bengaluru-office-partnerships-across-india
3•akmittal•18m ago•2 comments

Dutch defence secretary claims F-35 software could be jailbroken

https://www.msn.com/en-us/news/world/dutch-defence-secretary-boldly-claims-f-35-software-could-be...
1•beezle•19m ago•0 comments

We reduced feature delivery time from weeks to days at Quidkey

https://rabea.sh/posts/from-weeks-to-days-how-we-reduced-feature-delivery-time-at-quidkey
2•sommaq•19m ago•0 comments