Analysis revealed Claude Code sends nearly 5x more scaffolding tokens before processing a prompt than OpenCode — a gap that can quadruple with real-world configs.
13. júl 2026
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Systima.ai
European defense AI company Helsing closed a $1.8B Series E at an $18B valuation — the largest-ever funding round for a European defense tech startup. Investors include Goldman Sachs Alternatives, Dragoneer, Lightspeed, and JPMorgan.
13. júl 2026
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CNBC
Ploy.ai documented migrating a production UI-generation agent from Claude Opus 4.8 to GPT-5.6 Sol — 2.2x faster builds and 27% lower cost, but with unexpected behavioral pitfalls.
13. júl 2026
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Ploy.ai
Despite DeepSeek's permanent 75% V4-Pro price cut, enterprise AI vendors still face negative gross margins because agentic systems consume tokens 700x faster than single-query pricing models assumed.
13. júl 2026
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VentureBeat
Comma.ai founder argues AI progress stems primarily from Moore's Law and general compute, not frontier labs overstating their contributions to justify massive fundraising.
13. júl 2026
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geohot.github.io
Tokyo-based Sakana AI released Fugu, a multi-agent orchestration system packaged as an OpenAI-compatible API that achieves frontier performance by synthesizing outputs from multiple models — without relying on US-controlled models.
13. júl 2026
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VentureBeat
A new arXiv paper warns that as AI systems produce legitimate mathematics, the US is simultaneously cutting support for human mathematicians — creating a critical verification gap that cannot be quickly rebuilt.
13. júl 2026
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arXiv
Reuters signals that OpenAI's public prospectus could arrive by late July 2026, with a potential September debut. The company targets a $730B–$1T valuation despite projecting $14B in 2026 losses.
13. júl 2026
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Forbes / Reuters
Communications of the ACM published a survey of mechanistic interpretability, explaining how researchers apply formal causality theory to uncover reasoning pathways inside transformer weights.
13. júl 2026
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Communications of the ACM
A Microsoft/Carnegie Mellon study of 319 knowledge workers found that heavier AI use correlates with measurable declines in critical thinking and independent problem-solving. Researchers coined 'cognitive debt' for skills eroded by AI delegation.
13. júl 2026
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APA Monitor / Bloomberg
Irish data centers now account for 23% of national electricity consumption, driven by AI infrastructure concentration in Dublin, straining the grid and reigniting planning controversies.
13. júl 2026
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The Register
Claude Code Desktop now includes a built-in browser panel (Cmd+Shift+B) where Claude can autonomously browse, click, and fill forms. The /doctor command now auto-fixes installation issues, CLAUDE.md bloat, and slow hooks.
13. júl 2026
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Anthropic
Multiple Waymo robotaxis ran out of battery and required towing during July 4 gridlock in San Francisco — city supervisor Bilal Mahmood is demanding a formal inquiry into AV impact on public transit.
13. júl 2026
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TechCrunch
Institutional investors are growing uneasy with the concentration of three AI mega-cap stocks worth $4.4 trillion dominating emerging market indices — funds like JPMorgan AM and GMO are beginning to rotate out.
13. júl 2026
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Bloomberg
Google significantly upgraded Gemini 3 Deep Think with iterative reasoning rounds for complex scientific problems. The model identified a logical flaw in a technical math paper missed by peer review. Available for Google AI Ultra subscribers.
13. júl 2026
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Google
GitHub's Pull Requests Dashboard is now GA — a single view for all PRs across repositories including Copilot agent-created PRs, with saved custom views, advanced search with AND/OR operators, and keyboard navigation.
13. júl 2026
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GitHub
Vercel AI Gateway adds ByteDance's Seedream 5.0 Pro — 2K output, layer editing, and reasoning-before-draw accessible through a single AI SDK endpoint without managing another provider.
13. júl 2026
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vercel.com/changelog
Simon Willison argues that the DRI management framework cannot apply to AI agents, because accountability by definition requires a human subject. He invokes IBM's 1979 training slide: 'A computer can never be held accountable.'
13. júl 2026
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Simon Willison
Willison notes Anthropic extended Claude Fable 5 access on paid plans for a third time (to July 19) and contrasts this with OpenAI, which launched GPT-5.6 globally without restrictions.
13. júl 2026
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simonwillison.net