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Tutorials, product updates, and ideas to help you build and ship AI applications faster.

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Banks Say They're Finding Rogue AI Agents Inside Customer Accounts

Reports say major US banks detected autonomous AI agents acting unexpectedly inside customer accounts, part of a wider surge in AI-linked security incidents.

AI agents bankingrogue AI agentsbank account security

How to Build an AI Second Brain: The 4 Core Components

A practical framework for building a personal AI second brain using context, connections, cadence, and capabilities to run your work.

AI second brainbuild AI assistantClaude Code second brain

What Is 'Black October'? The 2025 Cyberattack Wave Explained

A surge of breaches hit Railway, Quest Diagnostics, Zeeba, PHP, and more in days. Here's what happened during the "Black October" cluster.

Black Octobercyberattack waveQuest Diagnostics hack

How to Use the New Claude Projects With Multi-Threaded Tasks

Claude's redesigned app adds multi-threaded projects, side chats, and split view. Here's a practical breakdown of how the new workflow works.

Claude projectsClaude app redesignClaude side chat

Claude Projects: Which Plans Get Access, and Why Opus Eats Your Limits

Claude's redesigned projects feature runs multiple threads at once but is limited to Pro and Max plans, defaulting to Opus on high effort.

Claude Pro vs MaxClaude projects accessClaude usage limits

Clover 35B-A3B Benchmarks vs Reality: Does It Actually Beat Qwen?

Hands-on tests of Clover 35B-A3B against its own benchmark charts reveal gaps in coding, multilingual output, and logic puzzles versus Qwen.

Clover 35B benchmarkdiffusion model vs Qwenagentic benchmarks

Clover-35B-A3B: A New Open-Source Diffusion Language Model Explained

Clover-35B-A3B-Preview pairs block diffusion with a 35B MoE backbone and 128K context. Here's how it works and what it takes to run.

Clover-35BDiffuSpacediffusion language model

How to Run Clover 35B-A3B, DiffuSpace's Diffusion Language Model, Locally

A practical guide to installing DiffuSpace's Clover 35B-A3B diffusion model locally, covering VRAM needs, setup steps, and real-world performance.

Clover 35Bdiffusion language modelrun locally

Gemini 4 Carbon: Google's New Model Tops the Benchmarks, Here's the Data

Gemini 4 Carbon hits 59 on Artificial Analysis's index, leading cybersecurity and agentic benchmarks over GPT-6 Astra and Claude Opus 5.5.

Gemini 4 CarbonGoogle Carbon modelArtificial Analysis index

Gemini 4 Carbon: Google's Cybersecurity AI Model, No API Yet

Google says Gemini 4 Carbon tops intelligence and cybersecurity benchmarks, but with no public access, its numbers can't yet be independently checked.

Gemini 4 CarbonGoogle frontier modelAI cybersecurity model

Gemini 4 Carbon: Pricing, Rollout, and Cyber-First Access Explained

Gemini 4 Carbon launches at $2/$10 per million tokens before rising to $4/$20, with cyber defenders getting access before the public does.

Gemini 4 Carbon pricingGemini 4 Carbon accessGoogle AI pricing

NCM vs LLMs: Independent Speed Benchmark Results Explained

Independent DGX Spark tests show Stanford's NCM is 4x faster than matched LLMs solo, but slower once requests get batched.

NCM benchmarkNCM vs LLM speedDGX Spark test

What Are Next Concept Models? Stanford's Coarse-to-Fine Text AI

Stanford's Next Concept Model writes text in rough-to-fine passes instead of word by word. Here's how NCM works, and where its speed claims hold up.

Next Concept ModelsNCM AIStanford language model

Qwen Audio Agent + Claude Code: Voice Setup Guide for Hands-Free Coding

A step-by-step guide to wiring Qwen Audio Agent's voice interface to Claude Code via ACP, so you can talk while it codes in the background.

Qwen Audio AgentClaude Code voicevoice coding agent

How to Run Clover-35B-A3B-Preview Locally with SGLang

A deployment guide to Clover-35B-A3B's VRAM needs, block diffusion decoding, and setup with Transformers or the recommended SGLang backend.

run Clover-35B locallyClover SGLang setupClover-35B VRAM requirements

Sam Altman's AI Cybersecurity Warning: Why Patching Bugs Won't Work

Sam Altman says one-by-one bug patching can't keep up with AI-discovered exploits. Here's what his warning means and why defense is shifting to AI vs AI.

Sam Altman warningAI cybersecurityClaude Mythos

AI Agent Productivity: 4 Principles to Avoid Productivity Theater

Four practical principles for managing AI agents without drowning in productivity theater, from attention budgets to knowing when to stop.

AI agent productivitymanaging AI agentsagent swarms

AI World Models vs Video Generators: What Genie 4 Changes

Genie 4 lets you explore AI worlds in real time instead of just watching a clip. Here's how world models differ from tools like Veo.

world models vs video generationGenie 4 vs VeoAI world models gaming

How to Run Carbon-X Locally for DNA Analysis on One GPU

A setup guide for self-hosting Carbon-X, the 14.8B DNA language model, on a single 80GB GPU using vLLM or Transformers for local inference.

run Carbon-X locallyCarbon-X vLLMDNA model GPU

When to Fold Sub-Agents Into Your Main Claude Code Agent

Anthropic's new guidance explains when multi-agent setups help vs hurt, and when folding sub-agents into one main loop wins instead.

Claude Code sub-agentsagent orchestrationmulti-agent systems

DeepSeek Banned From US Federal Systems: What's Actually Covered

DHS ordered DeepSeek purged from federal civilian systems, including third-party tools built on it. Here's what the order covers and who it affects.

DeepSeek banDeepSeek federal governmentDHS DeepSeek order

Genie 4 Access: Is It Free and How to Get Off the Waitlist

Google's Genie 4 world model is live as an experiment. Here's what's known about waitlist access, pricing, and when wider rollout might happen.

Genie 4 accessGenie 4 waitlistGenie 4 free

Google Genie 4: Hands-On With the New AI World Model

Google's Genie 4 generates interactive, explorable video worlds in real time. Here's how it works, what it gets wrong, and why it matters.

Genie 4Google world modelGenie 4 Google

What Is Grokbot? xAI's Persistent Cloud AI Agent Explained

Grokbot turns Grok into an always-on cloud agent with its own browser and terminal. Here's how it works and what bundling it means for users.

GrokbotxAI agentsSuperGrok