Guides, news & updates
How to get the most out of AI coding tools, what's new in the model world, and what we shipped.

Anthropic CEO Dario Amodei Highlights Compute Capital Risks Ahead of Record IPO
Anthropic CEO Dario Amodei warned of compute investment uncertainties ahead of the firm's planned IPO, balancing massive hardware commitments against rapid AI revenue growth.
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Study Analyzes Onboarding UI Patterns Across 64 Apps for AI Developers
An analysis of 141 screens from 64 top iOS apps highlights key UI patterns and prompts for AI builders using tools like Cursor, Bolt, and v0.
Read →Tracking the AI Graveyard: What Recent Product Failures Teach the Tech Industry
From Character.ai's bankruptcy to failed hardware bets, a growing list of abandoned AI projects highlights the severe risks of platform overlap and high operational costs.
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AT&T Scales Agentic AI to 45 Billion Daily Tokens and 5x Returns
AT&T has deployed nearly 500 production agentic workflows, processing 45 billion daily tokens. Here is how the telecom giant structures its architecture and governance for high-ROI AI.
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Australian Senator Warns Against Sacrificing Copyright and Environment for AI
Liberal senator Andrew McLachlan has urged Australia not to compromise artists' copyright or biodiversity as the government prepares a new AI regulatory package before the end of the year.
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Ramp Data Shows 1% of Companies Drive 80% of OpenAI and Anthropic Revenue
Ramp's latest index shows top enterprise spenders outspending median firms by 625x on AI, even as token prices fell 21% in a single month.
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Anthropic Outlines New Prompting Best Practices for Claude Opus 5.5
Anthropic urges users to drop outdated habits like 'think hard' directives, advising single-pass prompting and optimized effort settings for Claude Opus 5.5.
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NVIDIA Brings Native DLA Inference to Python on Jetson AGX Orin via cuDLA
NVIDIA's cuda-bindings 13.3.0 introduces native Python support for cuDLA, enabling seamless DLA hardware inference on Jetson AGX Orin without C++ wrappers.
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ElevenLabs Enters Meeting Note-Taking and Dictation Space with ElevenAI
Voice AI firm ElevenLabs has introduced ElevenAI, an experimental app combining meeting transcription, dictation, and agent integration for teams.
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AI Model Helps Decipher Decades-Old Math Proofs in Gödel's Manuscripts
Using Anthropic's Claude, researchers unlocked over 600 theorems hidden inside logician Kurt Gödel's shorthand notebooks, demonstrating a new methodology for academic research.
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NVIDIA Benchmarks cuPhoton.xBeam: GPU-Accelerated Black Hole Interferometry
NVIDIA cuPhoton.xBeam accelerates black hole data processing by 460x on 64 GPUs, bringing high-speed parallel correlation to astronomical pipelines.
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How LangChain v1 Protects User Identity Data During Agent Tool Execution
LangChain v1 introduces ToolRuntime to pass authenticated user IDs to tools via agent state without exposing sensitive parameters to the LLM.
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How Semantic Models Prevent Plausible SQL Errors in LLM Data Applications
Semantic models unify metric definitions to prevent silent SQL errors in AI analytics, shifting LLM logic from direct query writing to deterministic parsing.
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Evaluating AI Growth Tactics: Which Pilots Deliver Measurable Business ROI?
A breakdown of ten AI growth mechanisms ranks grounded presale advice and diagnostic tools over autonomous ad agents for small engineering and growth teams.
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Anthropic S-1 Disclosures Detail Enterprise Gaps for Systems Integrators and SaaS
Anthropic's latest S-1 filing reveals enterprise demands for AI agent logs, structural risks for SaaS providers, and clear opportunities for systems integrators.
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Chrome Team Launches Modern Web Guidance 1.0 to Assist AI Coding Agents
Chrome, Firefox, and Edge have launched Modern Web Guidance 1.0 to help AI agents use modern browser APIs, though tests with GPT-5.6 Terra reveal WebKit focus issues.
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Anthropic Launches Claude Duet Research Preview for Autonomous Workplace Tasks
Anthropic is testing Claude Duet, an AI agent for professionals that integrates email, Slack, and Google Docs to proactively manage workplace schedules.
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Designing Industrial AI Agents: Moving from Vibration Data to Automated Work Orders Safely
Moving AI agents from diagnosing equipment issues to creating industrial work orders requires explicit tool boundaries, clear refusal schemas, and strict operational controls.
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Automating PR Gatekeeping: How Risk Tiers Redefine Agent Code Reviews in .NET
A look at how risk-tier PR gates balance automated validation and human review to handle high volumes of AI-generated code in .NET repositories.
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UCLA Panel Examines Tech Giants' Expanding Influence on K-12 AI and Infrastructure
At a UCLA book discussion, reporter Natasha Singer and researchers warned of tech giants' growing control over K-12 curricula, AI integration, and student data security.
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Mirendil Secures $1B Series A to Automate AI Training and Scale Coding LLMs
Mirendil has raised $1 billion in Series A funding led by Kleiner Perkins and Clearlake Capital to automate AI model training using hundreds of agentic workers.
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Why Minor Agent Benchmark Swings Are Often Statistical Noise
A deep dive into agent benchmarks reveals why small score shifts are often statistical luck, showing how paired noise bands and task categorization expose true model performance.
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AI Bug Floods Strain Linux and Windows Maintainers as Code Reviewers Burn Out
AI tools make finding software bugs easier than ever, but Linux kernel maintainers and Windows developers are struggling to keep up with the deluge of automated bug reports.
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XYBench Benchmark Exposes LLM Weakness in Handling Misguided User Requests
Hugging Face and research partners introduce XYBench, revealing that top AI models frequently answer literal, flawed user requests instead of guiding them toward their actual goals.
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