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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.