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Evo-Memory: Benchmarking LLM Agent Test-Time Learning with Self-Evolving Memory

https://arxiv.org/abs/2511.20857
1•simonpure•1m ago•0 comments

Impacts of Cyclonic Storm Senyar viewed through Sentinel satellite imagery data

https://rtnf.substack.com/p/impacts-of-cyclonic-storm-senyar
1•altilunium•2m ago•0 comments

OpenAI Ads Are Coming

https://twitter.com/btibor91/status/1994714152636690834
1•deeptishukla22•3m ago•1 comments

Agentive SEO

https://agentiveseo.com/
1•bellamoon544•3m ago•1 comments

Alternatives to Police – Do They Work?

https://www.nominalnews.com/p/alternatives-to-police-do-they-work
1•MPLan•3m ago•1 comments

Upbit was hacked $37M Solana. How could we have hacked and protected it?

https://substack.bomfather.dev/p/upbit-hacked-37m-solana-how-would
3•nathannaveen•4m ago•0 comments

What's new at Stack Overflow: December 2025

https://stackoverflow.blog/2025/12/01/what-s-new-at-stack-overflow-december-2025/
1•quapster•5m ago•0 comments

ATP signal in the hippocampus may be a key driver of depression and anxiety

https://www.sciencedaily.com/releases/2025/11/251126025315.htm
1•mmaia•6m ago•0 comments

The World Still Hasn't Made Sense of ChatGPT

https://www.theatlantic.com/technology/2025/11/chatgpt-third-anniversary/685084/
1•voxleone•6m ago•0 comments

Prompt Injection Through Poetry

https://www.schneier.com/blog/archives/2025/11/prompt-injection-through-poetry.html
1•speckx•7m ago•0 comments

Washington Must Break Its Promise on Social Security

https://www.bloomberg.com/opinion/articles/2025-12-01/congress-must-save-social-security-from-ins...
1•toomuchtodo•9m ago•1 comments

Metaverse Solutions

https://www.accenture.com/us-en/services/metaverse
1•Klaster_1•9m ago•0 comments

Google, Nvidia, and OpenAI – Stratechery by Ben Thompson

https://stratechery.com/2025/google-nvidia-and-openai/
2•tambourine_man•9m ago•0 comments

I Went All-In on AI. The MIT Study Is Right

https://leadershiplighthouse.substack.com/p/i-went-all-in-on-ai-the-mit-study
2•gmays•10m ago•0 comments

Hasktorch: LibTorch Haskell bindings for deep learning using FFI

https://www.stackbuilders.com/insights/hasktorch-libtorch-haskell-bindings-for-deep-learning-usin...
1•StackBuilders•10m ago•0 comments

Formal Proof: LLM Hallucinations Are Structural, Not Statistical (Coq Verified)

https://philpapers.org/rec/SCHTIC-17
1•ICBTheory•12m ago•1 comments

Unfinished infrastructure, wasted funds: Colombia's 'white elephants' exposed

https://www.france24.com/en/tv-shows/the-observers/20251106-colombia-white-elephants-unfinished-i...
1•PaulHoule•12m ago•0 comments

We cut multi-turn AI agent cost/latency by ~80–90% with one small change

https://www.oneshotcodegen.com/blog
3•weebhek•13m ago•1 comments

PG_AI_Query: AI-powered SQL generation and query analysis for PostgreSQL

https://www.postgresql.org/about/news/pg_ai_query-ai-powered-sql-generation-query-analysis-for-po...
1•thunderbong•14m ago•0 comments

Vibe coding is not the same as AI-Assisted engineering

https://medium.com/@addyosmani/vibe-coding-is-not-the-same-as-ai-assisted-engineering-3f81088d5b98
6•speckx•14m ago•0 comments

How do you manage user feedback and early adopter input?

1•VladCovaci•16m ago•1 comments

Kling O1, the first unified multi-modal video foundation model

https://www.klingo1.com/
2•chengzeyi•17m ago•0 comments

AWS and Google build a fix for multi-cloud barriers they said didn't exist

https://www.theregister.com/2025/12/01/aws_google_cloud_interconnect/
1•raw_anon_1111•18m ago•0 comments

Chatbot with Lazy Mode (LLMParty)

https://llmparty.pixeletes.com/experiments/chatbot
1•victornomad•19m ago•1 comments

YouTube Transcript

https://videotranscript.app
1•leolula•22m ago•0 comments

Deep Metric Learning: A (Long) Survey

https://hav4ik.github.io/articles/deep-metric-learning-survey/
2•rzk•22m ago•0 comments

China's AJX-002 Xluuv and the Geopolitics of Undersea Power

https://www.spacewar.com/reports/Ghosts_of_the_Deep_Chinas_AJX_002_XLUUV_and_the_Geopolitics_of_U...
1•everybodyknows•22m ago•0 comments

In the Middle

https://meetinthemiddle.site/
1•volpiv•24m ago•1 comments

I turned ChatGPT/Claude web sessions into a local REST API

1•star-173•25m ago•1 comments

What History's Fallen Societies Have in Common

https://www.theatlantic.com/books/2025/12/goliaths-curse-luke-kemp-book-review/685041/
2•robtherobber•26m ago•0 comments
Open in hackernews

Ask HN: Quality of recent gens of Dell/Lenovo laptops worse than 10 years ago?

12•ferguess_k•40m ago
I have been purchasing used/new Lenovo/Dell laptops for the last 7 years, and I have noticed that the build quality of recent models is concerning.

Lenovo: Ex-company gave me a NEW Carbon X1 around 2019, and the battery only lasted for less than a year (!). On the other side, I bought a used 2017 470S from the same company, added more RAM, didn't touch anything including the SSD, and I'm still using it in daily coding. I did buy a new battery last month so technically the old batteries lasted for about 7-8 years.

Dell: I bought 3 laptops + 1 desktop from Dell Refurbished (So the quality should be consistent). 2 laptops + 1 desktop are older models, and 1 is Precision 5550 (2021) that I bought last December. Everything works fine, except for the 5550, which has issues with battery (dropped from 31% to 4% in a few seconds) and (more deadly) charging port (doesn't charge from time to time). Even if I bought it new in 2021, I would be surprised that it only lasted for a bit over 4 years.

The other issue is that 5550 uses USB-C ports. I blame on myself not checking it closely before the purchase. I really hate those ports. Why is everyone copying from Mac?

What's my option? I can't really justify the 2,000+ CAD price point for a new laptop, especially if it lasts less than 5 years. I'd prefer a "low-end" workstation with 32GB memory, but because of the price point I can only afford a 16GB non-workstation one. I don't do gaming any more but I still prefer a good integrated video card. I can't afford Framework and other Linux laptops because they are expensive and usually don't operate in Canada so delivery is expensive too.

I did buy a used Macbook Pro M1 16GB (2021) from my current company last month. I haven't used it but I'm confident that the hardware is good. The problem is I don't really like the software, so I figured I still need a Linux box.

Did you find any sweet spot?

Comments

csomar•29m ago
I went with an expensive XPS (their "carbon skin model") with the top config 3 years ago. The touch screen failed in less than a year, the battery become useless in 2 years and I am now in my second charger which is failing. The unit feels tired/old though the performance on what matters (cpu/memory/nvme) is still solid so far. I guess anything not made by Dell is holding on.
ferguess_k•18m ago
That's frustrating. I wonder if it changes anything if you had purchased extended Dell care back then. I just checked online that their 4 year basic care costs about 270 CAD so I might go for it if I buy a new one. Did you speak to Dell about this? I'd argue my case even if I had not purchased Dell Care.

But still, failing in a couple of years is really unacceptable. I was thinking 5 years for the battery and another 5 years for everything else. If you and me have to spend some $2,000 every 3-4 years it sounds more like a subscription service.

The other issue is that price point does not guarantee quality for any non-Apple boxes.

renewiltord•2m ago
The market is splintered into high-end work laptop, low-end work laptops, gaming laptops. Only Apple has the brand value to be in the first set. Everyone else is in a market for lemons.