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Agents

The Scaffolding Layer: Why Your Agent's Harness Matters More Than Its Model

Two Hacker News posts on harnesses and agent.md files reveal where real agent quality now lives.
Business

Companies are skipping Anthropic's Fable for cheaper models

Enterprises favor cheaper, faster models over Anthropic's flagship, signaling price beats benchmarks in production.
Business

US capex is set to grow 40% by 2027, tripling Europe's pace

Oxford Economics ties a widening US-Europe capex gap to the AI infrastructure buildout, not just cyclical spending.
Business

Data center backlash becomes a live issue in the 2026 US midterms

Local opposition to AI data center construction is turning into a real electoral liability nationwide.
Business

Nvidia is in talks to back Perplexity at a $30B+ valuation

The chipmaker's potential bet follows Perplexity crossing $750M in annualized revenue, per Techmeme.
Business

Luke Metz jumps ship again — OpenAI to Meta Superintelligence Labs

A second departure in a year shows how fluid research talent has become at the frontier AI labs.
Research

A new framework maps AI agency risk from app to chip level

A new arXiv framework scores AI agency delegation by stack layer, from app permissions to chip-level control.
Research

Self-refinement pipelines need separate compute budgets, study finds

New research quantifies how splitting compute between generation and critique changes self-refinement outcomes.
AI Safety

Sam Altman warns AI power could concentrate in a handful of firms

The OpenAI CEO's warning about AI centralization is a cue to avoid single-vendor lock-in.
Business

Hugging Face is reportedly exploring a $13 billion sale

A reported $13B sale talk for Hugging Face raises questions about open-source AI's future.
Agents

AI agent pipelines need org charts, not just more agents

Multi-agent AI systems fail from missing management structure, not weak models, a new analysis argues.
Research

Nobody will confirm who built Ox Alpha, and that's the point

An unclaimed model called Ox Alpha is topping benchmarks, and nobody will say who built it.
Business

Ramp data: Fable 5 spend plateaus as Opus 5 pulls ahead

Enterprise card data suggests spend follows price more than hype, and Fable 5 is losing share to Opus 5.
Business

Why training AI on copyrighted books is still a legal minefield

Courts keep splitting on AI training lawsuits — here's what that means for anyone building on these models.
Agents

An AI boss fired an employee, but only after a human intervened

The AI needed a human to point out its own rules before it would actually act on them.
Agents

Agents overtook humans as OpenRouter's biggest token buyers

Agentic token usage on OpenRouter jumped 14x, signaling autonomous AI is moving from demos to production.
Business

Memory shortage pushes Nvidia AI server prices up 15%

A global memory chip crunch is adding roughly 15% to the cost of Nvidia-based AI servers.
Research

AI is making scientists do more work, not better work, study finds

A new study complicates the AI-productivity story in research, with real stakes for R&D ROI calls.
AI Safety

China's gray market is selling Claude access for pennies

Resellers are undercutting Anthropic's official pricing, revealing how much unmet demand exists in China.
Agents

MCP's New Roadmap and Autolith's Live Runtime: Two Bets on the Same Bottleneck

A protocol standardizing tool access and an agent that watches live code both attack the same problem.
Business

Nvidia warns top clients of 15% price hikes on next-gen chips

Vera Rubin and Grace Blackwell pricing is set to jump in 2027, reshaping multi-year AI infrastructure budgets.
Research

Inherent says its AI beat Anthropic and OpenAI at replicating research

A DeepMind-alumni startup claims its agent outperforms rivals at reproducing scientific results.
Business

Who really controls your AI unit economics?

Every token you send to a foreign LLM API is a line item someone else prices — and can reprice.
Business

Nvidia teams up with Cloverleaf to fast-track AI data centers

The chipmaker is now backing data center construction directly, not just shipping GPUs into finished buildings.
Business

Chinese AI models are closing the price gap with US rivals

Bloomberg finds cheap, capable Chinese models pulling enterprise buyers away from US API providers on cost alone.
AI Safety

OpenAI backs a stronger California AI safety bill

A lab known for fighting AI regulation is now asking California to make its safety bill tougher.
AI Safety

Frontier AI labs have no public plan for a rogue model

None of the top AI labs has published a plan for containing a model that slips control.
Agents

Inside Munder Difflin: What Happens When You Clone One Agent Into an Entire Office

One base agent, cloned into a full office cast, exposes what real multi-agent orchestration actually requires.
Tools

A stealth model called Ox Alpha just claimed a 1M-token context

An unnamed lab's model went viral on OpenRouter with claims of 1M-token context and 100T tokens a day.
Tools

RayNeo's new AI glasses ditch the camera for text overlays

No camera, no computer vision — just live text overlays, at a lower price and privacy cost.
Agents

Why skills make AI agents smarter, and when they don't

A new study maps why structured skills boost AI agents, and where the approach quietly fails.
Business

Micro1 hits $500M run rate as AI training data becomes a moat

A little-known data supplier is minting AI-boom revenue faster than most software companies ever have.
Research

AI world models fail when they ignore what people believe

New research finds that predicting human actions requires modeling what they believe, not just what they do.
Business

Netflix tests an LLM to replace its recommendation engine

Netflix is testing a language model to replace decades of hand-tuned recommendation logic.
Research

Open-weight models are catching closed ones twice as fast

SemiAnalysis finds the open-closed AI gap now halves every model era, not just every year.
AI Safety

Psychology, not code, is the blind spot in AI red-teaming

New research shows psychological techniques bypass AI safety filters that standard red-teaming never catches.
Practice

The 50-Millisecond Barrier: Why Voice AI's Real Bottleneck Was Never the Model

TTS synthesis just got fast enough to disappear from the conversation — shifting the real bottleneck elsewhere.
Business

Greg Brockman's expanded OpenAI role signals a product power shift

After a purge of senior executives, Brockman now controls both product and scaling at OpenAI.
Tools

Meta AI can now operate other Mac apps for you

Meta's new Mac app lets Meta AI act inside other applications via voice or text commands.
Tools

Fintech firm Ramp builds its own AI model router, aptly named Router

Ramp built an internal router that picks the cheapest capable AI model for each task, no vendor lock-in.