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Article URL: https://twitter.com/theo/status/2075776733626892542

Comments URL: https://news.ycombinator.com/item?id=48869610

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Article URL: https://upsun.com/blog/8-stages-ai-engineering-maturity/

Comments URL: https://news.ycombinator.com/item?id=48869595

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Article URL: https://www.economist.com/leaders/2025/12/04/how-ai-is-rewiring-childhood

Comments URL: https://news.ycombinator.com/item?id=48869574

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Article URL: https://www.bbc.com/future/article/20260630-is-your-tech-giving-you-phone-body

Comments URL: https://news.ycombinator.com/item?id=48869547

Points: 2

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Article URL: https://gamma.app/embed/AlkaLean-ReviEwS-2026-We-Tried-It-My-Honest-Review-xfitipfhzgxwhbd

Comments URL: https://news.ycombinator.com/item?id=48869525

Points: 1

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Article URL: https://alexsyniakov.com/2026/07/11/programs-not-objects-how-i-stopped-designing-architecture-and-started-writing-a-3d-editor/

Comments URL: https://news.ycombinator.com/item?id=48869519

Points: 1

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Article URL: https://www.fool.com/investing/2026/06/29/spacex-secret-launch-subsidy-makes-starlink-profit/

Comments URL: https://news.ycombinator.com/item?id=48869515

Points: 2

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Article URL: https://www.technologyreview.com/2026/07/10/1140289/sperm-donors-need-limits-says-a-european-fertility-group/

Comments URL: https://news.ycombinator.com/item?id=48869505

Points: 1

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Article URL: https://medium.com/signal-v-noise/give-it-five-minutes-b8115d6f2361

Comments URL: https://news.ycombinator.com/item?id=48869500

Points: 2

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Article URL: https://www.youtube.com/watch?v=jNMWkD5VsZ8

Comments URL: https://news.ycombinator.com/item?id=48869459

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Article URL: https://www.newscientist.com/article/2533166-the-allergy-culprit-histamine-also-boosts-our-memory/

Comments URL: https://news.ycombinator.com/item?id=48869409

Points: 1

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Article URL: https://ypipe.com/

Comments URL: https://news.ycombinator.com/item?id=48869348

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I have been using LLMs & Coding Agent since early 2024. A large problem with Coding Agents & LLMs in general is context compression.

To give you some numbers, when I analysed my own sessions across Claude Code, Codex & Sakana, I found that most of my agents spent >90% of time re reading context and upon further investigation into the markdowns it was reading, I have a hand-wavy estimate of at least ~20% of this being useless to the task at hand.

When digging a bit more into this problem, I realised that this is an active area of frontier research, wherein some have even proposed solutions like having the LLM reason in an abstract compressed language illegible to humans which is more token efficient than human languages & then using a decoder model on top of this for human readability & access.

Curious to know, what other approaches are being used out there ? What is your experience of working with these agents & are you concerned about this "token-rot" as I call it or not ?

Comments URL: https://news.ycombinator.com/item?id=48869320

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Article URL: https://github.com/eternal-io/museair

Comments URL: https://news.ycombinator.com/item?id=48869302

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Article URL: https://www.cio.com/article/4195520/sap-concedes-to-eu-freeing-cios-from-expensive-support-shackles.html

Comments URL: https://news.ycombinator.com/item?id=48869301

Points: 1

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Article URL: https://www.ft.com/content/fbeb7df0-41fb-4981-8d78-01c7a95d3ed6

Comments URL: https://news.ycombinator.com/item?id=48869281

Points: 2

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Article URL: https://www.youtube.com/watch?v=Xf7OtFIA6LY

Comments URL: https://news.ycombinator.com/item?id=48869262

Points: 1

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Article URL: https://huggingnews.com/

Comments URL: https://news.ycombinator.com/item?id=48869254

Points: 1

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Article URL: https://twitter.com/gigafactories/status/2075636160508866562

Comments URL: https://news.ycombinator.com/item?id=48869246

Points: 1

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Article URL: https://neciudan.dev/most-secure-way-to-store-auth-token

Comments URL: https://news.ycombinator.com/item?id=48869243

Points: 2

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