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Pi V2 and Maka Have Converged on the Same Architecture—The Answer to Agent Harness Has Long Been in Database Research Papers
After Pi released the documentation for its harness v2, the Maka internal group was stunned—the two teams started from different paths and ended up designing an almost identical Agent architecture. Persistent facts, derived state, resumable execution—at its core, this is the old approach of write-ahead logging and event sourcing.
Hinton: If You Sleep Well Tonight, You Probably Didn’t Understand — And 17 Hidden Features of Claude
A 47-minute talk by the Godfather of AI Hinton where he says AI has already surpassed humans. Based on this talk, Anatoli Kopadze compiled 17 Claude features that most users overlook. After reading this, you’ll realize you’ve probably only used 10% of what Claude can do.
Switch AI Models With Just One Line of Config — Can You Switch Agent Harnesses Also With One Line? This Open Source Project Cuts Months of Work Down to One Step
Most discussions of AI Agents fixate on the model, but rarely mention the harness layer that enables production-ready model deployment. HarnessRouter has just open-sourced a unified interface and open protocol that lets you switch between leading harnesses including Codex, Claude Code, DeepSeek and more in one click — no need to build your entire Agent infrastructure from scratch.
Real-World Scenarios, Multiple Requirements, Performance Degradation: New Benchmarks for Agent Evaluation
Agent evaluation is shifting towards real-world complex scenarios. When multiple requirements are stacked, the strongest model only achieves a 61.2% success rate; recursive self-improvement may lead to worse performance. Over 5000 benchmark entries are included.
OpenAI Researcher Leaves Again, This Time for Meta's Superintelligence Labs
Top AI researcher Luke Metz is switching jobs again, moving from OpenAI to Meta's Superintelligence Labs. This is his third job change in two years. Meta is accelerating its next-generation AI efforts through dual investment in capital and talent.
Six Years, U.S. Investment Growth Three Times Europe's: Europe Falls Behind, America Goes All In
Oxford Economics forecasts that U.S. business real investment will grow 40% from 2021 to 2027, while the eurozone will see only 12%. AI equipment spending is the core driver. However, America's AI bet is now facing warnings of a possible bubble burst.
The AI Flavor of English Web Pages Is Getting Hard to Miss
The Pew Research Center analyzed 500,000 English-language web pages and found that by July 2026, more than a third of new pages showed signs of AI-generated writing. AI is reshaping English: em dashes have doubled, words like "delve" have surged, and contrastive sentence patterns have exploded.
“GitHub of the AI industry” may be up for sale, with a valuation possibly exceeding $13 billion
Hugging Face, the world's largest open-source AI community, is considering selling itself outright, with a valuation that could top $13 billion. It doesn't compete in the frontier model race—instead, it runs the underlying business of connecting developers, models, and computing power. If the deal goes through, it would be another sign of AI value shifting from models to infrastructure.
Why U.S. Legal AI Unicorn Chose China's Kimi K3
U.S. legal AI unicorn Harvey launches legal-specific model Tenet based on Moonshot AI's Kimi K3, marking the first time a Chinese open-weight model has entered the training system of a leading U.S. vertical AI company.
Image Search Without Relying on Images: 42,000 Photos Done for Just $30
Build semantic search for 42,000 images: generating embeddings directly from images yields poor results. Switching to generating captions first before searching produces accurate results, with a total cost of only $30.
