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The Great AI Boomerang

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Hacker News AIToolsIn-site article
AI Agents Enable Adaptive Computer Worms

A new preprint on arXiv demonstrates a computer worm that uses AI agents on compromised machines to generate tailored attack strategies for each target, spreading across Linux, Windows, and IoT devices at zero marginal cost to the attacker, bypassing traditional safety controls.

Hacker News AIAgents / PolicyIn-site article
The deadliest poison known to AI

iocaine is an aggressive defense mechanism designed to poison AI crawlers by serving them garbage, aiming to deter them over the long term. It is efficient, lightweight, and open source under the MIT license.

Hacker News AIPolicy / RoboticsIn-site article
The AI cost crisis finally has a watchdog — just not the companies causing it

The Linux Foundation announced the Tokenomics Foundation to create open standards for AI token consumption economics. Supported by Google, Microsoft, IBM, and others, but notably absent are frontier model providers like OpenAI and Anthropic. With token usage surging and costs escalating, the foundation aims to bring transparency and standardization to AI spending.

The New Stack AIAgents / ResearchIn-site article
Google lets sites opt out of AI search results, knowing most have nowhere else to go

For the first time, Google is giving website operators an opt-out toggle in Search Console for AI search features like AI Overviews and AI Mode, which together already reach more than 3.5 billion monthly users. New performance reports break out impressions separately. The move was prompted by the UK's Competition and Markets Authority (CMA), which sees website operators at a severe disadvantage.

The DecoderToolsIn-site article
🔬Scaling Past Informal AI - Carina Hong, Axiom Math

Axiom, a seven-month-old startup, achieved a perfect score on the Putnam exam, highlighting the power of verified AI. CEO Carina Hong explains how formal verification using Lean enables scaling and compounding intelligence, potentially overcoming bottlenecks that informal AI faces. With a 99% score on the Verina benchmark vs OpenAI's 4.9%, Axiom's approach may be crucial for achieving AGI.

Latent SpacePolicy / ResearchIn-site article
How much AI should my team use? A framework for managers

The article introduces the 'AI Bowtie' framework for managers to decide when to leverage AI in team workflows, avoiding the extremes of overuse or complete avoidance. It outlines five phases: research, synthesize, think (no AI), plan, and execute.

Hacker News AIAgents / ResearchIn-site article
AI Is Computation

This article argues that artificial intelligence, especially large language models, should be understood as a form of computation rather than as artificial persons. It examines the role of loops, compositionality, and the agentic harness in enabling computation, and introduces the concept of "Verplankalkül" as an informal programming language.

Hacker News AIAgentsIn-site article
Why CPUs still matter in the age of AI agents

When the conversation turns to AI infrastructure, it almost always lands on GPUs and TPUs. The New Stack sat down with Bhumik Patel of Arm and Mo Farhat of Google to talk about the chip that rarely makes the headlines anymore: the CPU, and why it’s getting more important, not less, as AI shifts from chatbots to agents.

The New Stack AIAgents / ChipsIn-site article
Google DeepMind Releases Gemma 4 12B: An Encoder-Free Multimodal Model with Native Audio That Runs on a 16 GB Laptop

Google DeepMind has released Gemma 4 12B, a 12-billion-parameter dense multimodal model that eliminates traditional encoders, feeding vision and audio directly into the LLM backbone. It runs locally on consumer laptops with 16 GB RAM, under the Apache 2.0 license. The model natively handles text, images, audio, and video, making it the first mid-sized Gemma with native audio input.

MarkTechPostModels / Agents / ChipsIn-site article
Labour MP sues Elon Musk’s AI company over fake sexualised images

Jess Asato was portrayed by Grok wearing a bikini after she criticised creation of such non-consensual pictures. A Labour MP has taken legal action against Elon Musk’s AI company after saying its Grok tool helped a user produce fake sexualised pictures of her.

The Guardian AIToolsIn-site article
As AI gets better, it reveals an empty promise

This article criticizes AI productivity tools like Google's Gemini Spark, arguing they solve problems created by tech companies while ignoring systemic economic issues like wage stagnation and job insecurity. The author contends that AI-driven productivity has not benefited workers and may exacerbate inequality without proper safety nets.

The Verge AIAgents / PolicyIn-site article
Bring Databricks into Kiro IDE with the AI Dev Kit Power

This article outlines two methods to connect Kiro IDE to Databricks: a quick setup using four managed MCP servers, or a one-click install via the Databricks AI Dev Kit Power. Both approaches leverage Unity Catalog metadata to ground AI assistants, ensuring they only access authorized data and reducing hallucinations. The article also highlights Databricks' advantages for AI-assisted development, including unified governance, a single data copy, and an integrated AI stack.

Databricks BlogAgents / PolicyIn-site article
Lean Inference: Lean Manufacturing Principles Applied to AI

This article applies lean manufacturing principles to AI inference, identifying seven wastes in LLM inference and proposing core principles like just-in-time context, standardized work, takt time, and prompt caching. A repo analysis agent case study shows a 13x cost reduction and 3.3x latency improvement.

Hacker News AIAgents / ResearchIn-site article
Five Levels of Adding AI to Your SaaS App

A practical framework for moving from simple SaaS to an AI-native platform, outlining five levels of AI integration: from MCP server and personal access tokens to embedded chat, conversation history, custom UI generation, and finally an agentic harness with planning and scheduling. The author shares insights from building multiple internal agents and retrofitting AI into existing flows.

Hacker News AIAgents / ResearchIn-site article
Free vLLM Course: Inference, Compression, Benchmarks

DeepLearning.AI and Red Hat offer a free intermediate course on efficient LLM inference with vLLM, taught by Cedric Clyburn. The course covers quantization, serving with vLLM, and benchmarking, with 9 video lessons, 3 code examples, and a quiz.

Hacker News AIModels / Agents / ChipsIn-site article
Agent Observability with LangSmith, Langfuse, and Arize: A Hands-On Comparison

Your AI agent works great in testing. Then you ship it, and something kinda breaks. A tool called loops forever, like it never learns. A retrieval step returns garbage and costs spike. You have no idea why, at all. That’s the agent observability problem. And if you’re building with LLMs, you need to solve it before production, not after. This post compares three top observability tools: LangSmith, Langfuse, and Arize. We set up each one, trace the same agent, and compare what you actually get.

Analytics VidhyaModels / Agents / ResearchIn-site article
Trump's new executive order wants AI companies to voluntarily submit models for government safety reviews

The White House has issued an executive order requiring agencies like the Pentagon and CISA to strengthen cyber defense with AI tools within 30 days. AI developers can voluntarily submit models for security testing, but the order explicitly rules out mandatory approval. Given recent government pressure on AI companies, how voluntary this cooperation really is remains an open question.

The DecoderPolicyIn-site article
Impermeabiliza uses AI to modernize waterproofing in Valencia

Impermeabiliza, a Valencia-based waterproofing specialist, integrates artificial intelligence to improve diagnosis, planning, and execution, ensuring durability of residential, industrial, and commercial structures while preventing leaks, moisture, and mold.

Hacker News AIToolsIn-site article
How to Build a Custom Agent Harness

This article explores building custom agent harnesses using LangChain's create_agent and middleware. A harness is the scaffolding connecting a model to the real world; customizing it is key to agent usefulness. Middleware hooks into the agent loop at each step, enabling deterministic logic, tool lifecycle management, custom state, and stream handling. Task-harness fit determines effectiveness.

LangChain BlogAgents / PolicyIn-site article