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Dev.to

Humanizing Artificial Intelligence for SRE Teams: Reducing Alert Fatigue With Smarter AI Guidance

<p>The pager goes off at 3:11 a.m. It's the fifth time tonight, and it's the same alert: <code>HighMemoryUsage</code> on a node that's running a memory-mapped cache doing exactly what it was designed to do. You ack it half-asleep, knowing it'll fire again in twelve minutes. By the time the real incident shows up at 4:40 — a slow API degradation that's quietly eating your error budget — you're too fried to see it clearly. That's not a tooling failure. That's a design failure, and most of us have

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MIT Tech ReviewResearch

Repositioning retail for the AI era

Artificial intelligence is rapidly reshaping retail, but not in the ways consumers might immediately notice. The biggest transformation may not be flashy virtual try-ons or chatbot shopping assistants, but in how decisions are made behind the scenes: how products surface in search results, how inventory moves through supply chains, how engineers ship code faster, and…

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Hacker News Ask

I was curious why MTP affects PP TPS in llama.cpp. My PoC recovers it?

I've been running Qwen3.6-35B-A3B locally on llama.cpp and noticed that prompt processing throughput gets too low with MTP. I got nerd-sniped. I'm not a C++ dev, I know almost nothing about ML, and I'm only scratching the surface of how LLMs work. What started as curiosity turned into a two-week rabbit hole of experiments and ended with a PoC that fully recovers the MTP PP overhead on GPU, above any expectation I had. TL;DR: instead of processing the last layer MoE FFN for the entire ubatch toke

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Dev.to

Why KV Cache Matters — How MQA, GQA, and MLA Make LLM Inference Faster

<p>LLMs generate text one token at a time.</p> <p>That sounds simple.</p> <p>But without KV Cache, every new token would repeat a lot of old work.</p> <p>That is why inference optimization starts with keys and values.</p> <h2> Core Idea </h2> <p>KV Cache stores previously computed Key and Value tensors.</p> <p>During generation, the model only needs to compute the new token’s Query, Key, and Value.</p> <p>Then the new Query attends to cached Keys and Values.</p> <p>This matters because autoregre

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Dev.to

The hard part of my AI agent wasn't doing the work, it was planning it

<p>Last post I said the planning turned out harder and more interesting than the doing. This is me paying that off.</p> <p>Quick recap so this stands on its own. I build a CLI where you type a sentence and an LLM picks one action out of hundreds of apps and runs it on your real accounts. Last post was about direct mode, the get-out-of-my-way mode, and the two things it has to get right every time: which action, and which account. This post is about the other mode. Plan mode. The one that's suppo

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The DecoderBusiness

Insurers turn to generative AI for catastrophe modeling, but hallucinations and sales logic could get in the way

Diffusion models generate tens of thousands of plausible weather events where historical data doesn't exist. Insurers are hoping for more precise risk assessments. Researchers warn about hallucinations. The article Insurers turn to generative AI for catastrophe modeling, but hallucinations and sales logic could get in the way appeared first on The Decoder .

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Insurers turn to generative AI for catastrophe modeling, but hallucinations and sales logic could get in the way
Hacker News Show

Show HN: FreeAIStack – 14 Free AI Tools

Article URL: https://aifreeaistack.com/ Comments URL: https://news.ycombinator.com/item?id=48673728 Points: 1 # Comments: 0

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Lawfare (AI Policy)Regulation

The Missing Resistance in China’s AI Debate

As Washington negotiates AI guardrails with Beijing, it must understand why the AI debate in China is so quiet: control, not consent.

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Hacker News AILLMs

UN hypocrisy in AI Environmental demands

Article URL: https://www.thatprivacyguy.com/blog/un-tracking-without-consent/ Comments URL: https://news.ycombinator.com/item?id=48673321 Points: 5 # Comments: 6

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The DecoderBusiness

Grok AI is reportedly a porn platform now, with over half its traffic tied to adult content

Two former xAI employees estimate that porn accounts for well over half of all Grok traffic. xAI is leaning into it, while OpenAI, Anthropic, and Google won't touch adult content. The article Grok AI is reportedly a porn platform now, with over half its traffic tied to adult content appeared first on The Decoder .

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Hacker News Ask

Tell HN: OpenAI has started putting ads on paid programs

I was on the £6.99/month program-- mainly because I didnt use it much. Last few days I've started seeing ads: 1. Ad for Financial Times 2. Add for Shein 3. Add for Amazon prime day All 3 were on a chat where I was asking about tips on a mobile game. Needless to say, I cancelled my plan. Im not paying money to see ads Comments URL: https://news.ycombinator.com/item?id=48673194 Points: 9 # Comments: 0

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Towards Data Science - Medium

An LLM as arbiter in RAG retrieval: picking the right candidate with reasons

Enterprise Document Intelligence [Vol.1 #7C] - One LLM call ranks the candidates with reasons. The output is one typed object your auditor can defend The post An LLM as arbiter in RAG retrieval: picking the right candidate with reasons appeared first on Towards Data Science .

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Hacker News AILLMs

Meta debuts AI-powered Meta Glasses, starting at $299

Article URL: https://finance.yahoo.com/technology/article/meta-debuts-ai-powered-meta-glasses-starting-at-299-130000232.html Comments URL: https://news.ycombinator.com/item?id=48673045 Points: 3 # Comments: 0

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Hacker News AILLMs

MAGA Congresswoman Denies Using AI to Write Bill

Article URL: https://gizmodo.com/maga-congresswoman-denies-using-ai-to-write-bill-love-claude-but-grok-is-way-more-savage-2000777136 Comments URL: https://news.ycombinator.com/item?id=48673013 Points: 4 # Comments: 0

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Hacker News LLMLLMs

Where every major LLM stands politically

Article URL: https://trakkr.ai/bias Comments URL: https://news.ycombinator.com/item?id=48672779 Points: 24 # Comments: 74

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IEEE Spectrum AIResearch

What it Means to Be a Mathematician When AI Does the Math

In the mid-noughties, when music by the Killers and Franz Ferdinand blared out of every pub and nightclub I passed, I spent my days and nights struggling through a Ph.D. in applied mathematics . My research focused on simulating how special light waves interact in liquid crystals and using simple equations to approximate and understand those interactions. When I look back at my thesis now, liquid crystal technology is old hat, and I imagine my work could be completed with AI assistance in a matt

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What it Means to Be a Mathematician When AI Does the Math
Vercel Blog

AI SDK 7

AI SDK, with over 16 million weekly downloads, is the TypeScript SDK for building AI applications, features, frameworks, and agents across any model provider. It's the same layer eve , Vercel's open-source agent framework, is built on. AI SDK 7 adds production depth for agent work across five areas: Develop agents with reasoning control, tool and runtime context, provider files and skills support, MCP Apps, and a terminal UI. Run agents with tool approvals, durability ( WorkflowAgent ), timeouts

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Hacker News: Show HN

Show HN: I couldn't install Caffeine on my work Mac, so I built my own

I like my agents running while the laptop's closed and I like seeing the caffeine icon on my dock I just asked Claude to build one and it built it almost perfectly To me it completely feels like a new lens of just building hypercustomised day-to-day utility apps yourselves instead of paying for / installing one Comments URL: https://news.ycombinator.com/item?id=48672640 Points: 1 # Comments: 0

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Hacker News LLMLLMs

The worst LLM: Emma-5

Article URL: https://emma.egomnia.com Comments URL: https://news.ycombinator.com/item?id=48672452 Points: 2 # Comments: 0

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The Robot ReportRobotics

ARM Institute expands RoboticsCareer.org into physical AI

RoboticsCareer.org now lists the growing job opportunities in physical AI and enables employers to connect to qualified talent. The post ARM Institute expands RoboticsCareer.org into physical AI appeared first on The Robot Report .

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ARM Institute expands RoboticsCareer.org into physical AI
Hacker News Ask

Ask HN: What are your favorite CLIs to use as LLM tools?

I've recently been getting into building out skills for agentic coding. The two main ones I have built out are using the jira CLI[0] and the gitlab CLI[1]. Both work well for what I want to use them for (interacting with issues and with MRs). What have been the CLIs that you have found to be the most useful to use with agents? Have you found any that an agent has been able to compose in interesting ways? [0] https://github.com/ankitpokhrel/jira-cli [1] https://gitlab.com/gitlab-org/cli Comments

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The Hacker NewsSecurity

ThreatsDay Bulletin: Smart TV Proxyware, 24-Year curl Bug, AI Crime Forums + 13 More Stories

It’s dumb out there again. This week has the usual smell of prod on fire and nobody wanting to admit who left the door open — old creds still working, trusted apps doing sketchy crap, browser tricks jumping the fence, and “normal” workflows turning into phishing pipes because apparently email was not enough hell already. The worst part is how cheap some of it feels. Not elite. Not cinematic.

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ThreatsDay Bulletin: Smart TV Proxyware, 24-Year curl Bug, AI Crime Forums + 13 More Stories
Hacker News: Show HN

Show HN: PostgreSQL backup tool Databasus moved to PG 17 native physical backups

A quick recap: Databasus is a PostgreSQL backup tool with a focus on Point-in-time-recovery and backup verification. It has web UI, many storages (S3, FTP, Google Drive, etc.) and notifications about success\failure (to Slack, Telegram, email, etc.). The first version of physical backups was built over a backup agent. Users needed to install an agent (Go binary) on the host with a database, then this agent was executing pg_basebackup, was reading WAL-segments and was pushing them to the Databasu

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