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Article URL: https://arstechnica.com/gadgets/2026/02/windows-11-26h1-is-a-special-version-of-windows-exclusively-for-new-arm-pcs/

Comments URL: https://news.ycombinator.com/item?id=46980470

Points: 2

# Comments: 0

Article URL: https://developer.nvidia.com/blog/automating-inference-optimizations-with-nvidia-tensorrt-llm-autodeploy/

Comments URL: https://news.ycombinator.com/item?id=46980465

Points: 1

# Comments: 0

Article URL: https://rbmediaglobal.com/malcolm-gladwell-announces-the-american-way-of-killing-a-new-book-exploring-the-nations-gun-violence-epidemic/

Comments URL: https://news.ycombinator.com/item?id=46980435

Points: 1

# Comments: 0

Article URL: https://deepwiki.com/pageman/sutskever-30-implementations

Comments URL: https://news.ycombinator.com/item?id=46980401

Points: 1

# Comments: 0

Officials said data will now be classified as one of four categories: “public,” “sensitive,” “confidential” or “restricted.”

The post Nevada Unveils New Statewide Data Classification Policy Months After Cyberattack appeared first on SecurityWeek.

Modern contact centers face persistent challenges around customer expectations, staffing and data access. Addressing them requires more than incremental operational fixes.

Article URL: https://engineering.fb.com/2026/02/11/developer-tools/the-death-of-traditional-testing-agentic-development-jit-testing-revival/

Comments URL: https://news.ycombinator.com/item?id=46979802

Points: 1

# Comments: 0

Article URL: https://huggingface.co/spaces/huggingface/eleusis-benchmark

Comments URL: https://news.ycombinator.com/item?id=46979796

Points: 1

# Comments: 0

Hi HN,

I’m Vincent from Aden. We spent 4 years building ERP automation for construction (PO/invoice reconciliation). We had real enterprise customers but hit a technical wall: Chatbots aren't for real work. Accountants don't want to chat; they want the ledger reconciled while they sleep. They want services, not tools.

Existing agent frameworks (LangChain, AutoGPT) failed in production - brittle, looping, and unable to handle messy data. General Computer Use (GCU) frameworks were even worse. My reflections:

1. The "Toy App" Ceiling & GCU Trap Most frameworks assume synchronous sessions. If the tab closes, state is lost. You can't fit 2 weeks of asynchronous business state into an ephemeral chat session.

The GCU hype (agents "looking" at screens) is skeuomorphic. It’s slow (screenshots), expensive (tokens), and fragile (UI changes = crash). It mimics human constraints rather than leveraging machine speed. Real automation should be headless.

2. Inversion of Control: OODA > DAGs Traditional DAGs are deterministic; if a step fails, the program crashes. In the AI era, the Goal is the law, not the Code. We use an OODA loop to manage stochastic behavior:

- Observe: Exceptions are observations (FileNotFound = new state), not crashes. - Orient: Adjust strategy based on Memory and - Traits. - Decide: Generate new code at runtime. - Act: Execute. The topology shouldn't be hardcoded; it should emerge from the task's entropy.

3. Reliability: The "Synthetic" SLA You can't guarantee one inference ($k=1$) is correct, but you can guarantee a System of Inference ($k=n$) converges on correctness. Reliability is now a function of compute budget. By wrapping an 80% accurate model in a "Best-of-3" verification loop, we mathematically force the error rate down—trading Latency/Tokens for Certainty.

4. Biology & Psychology in Code "Hard Logic" can't solve "Soft Problems." We map cognition to architectural primitives: Homeostasis: Solving "Perseveration" (infinite loops) via a "Stress" metric. If an action fails 3x, "neuroplasticity" drops, forcing a strategy shift. Traits: Personality as a constraint. "High Conscientiousness" increases verification; "High Risk" executes DROP TABLE without asking.

We are building the DNA of digital workers. We need engineers interested in the intersection of biology, psychology, and distributed systems to help us move beyond brittle scripts. Roast our architecture.

Repo: https://github.com/adenhq/hive

Comments URL: https://news.ycombinator.com/item?id=46979781

Points: 2

# Comments: 0

Article URL: https://sftw.substack.com/p/chasing-counter-seasonality

Comments URL: https://news.ycombinator.com/item?id=46979768

Points: 1

# Comments: 0

Article URL: http://www.blunk-electronic.de/pub/buecher/canvas/2025-06-04_canvas_en.pdf

Comments URL: https://news.ycombinator.com/item?id=46979765

Points: 1

# Comments: 1

Article URL: https://marginalrevolution.com/marginalrevolution/2026/02/my-simple-model-of-fertility-decline.html

Comments URL: https://news.ycombinator.com/item?id=46979763

Points: 1

# Comments: 0

Article URL: https://www.thedp.com/article/2026/02/penn-hack-donor-data-ransom-one-million-shinyhunters-gse-emai

Comments URL: https://news.ycombinator.com/item?id=46979759

Points: 2

# Comments: 0

Article URL: https://bridgerclone.app/

Comments URL: https://news.ycombinator.com/item?id=46979757

Points: 1

# Comments: 0

Article URL: https://soatok.blog/2026/02/11/on-discord-alternatives/

Comments URL: https://news.ycombinator.com/item?id=46979742

Points: 1

# Comments: 0

Article URL: https://www.huntress.com/blog/employee-monitoring-simplehelp-abused-in-ransomware-operations

Comments URL: https://news.ycombinator.com/item?id=46979733

Points: 2

# Comments: 0

Article URL: https://devblogs.microsoft.com/visualstudio/unlock-language-specific-rich-symbol-context-using-new-find_symbol-tool/

Comments URL: https://news.ycombinator.com/item?id=46979708

Points: 1

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Article URL: https://expo.dev/blog/the-magic-of-expo-dom-components

Comments URL: https://news.ycombinator.com/item?id=46979687

Points: 1

# Comments: 0

Article URL: https://www.bleepingcomputer.com/news/microsoft/microsoft-announces-new-mobile-style-windows-security-controls/

Comments URL: https://news.ycombinator.com/item?id=46979686

Points: 1

# Comments: 0