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<h1><strong>TLDR AI <span id="date">2026-05-28</span></strong></h1>
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Cognition raised over $1B at a $26B valuation, with significant backing from major investors to expand Devin, an AI software engineer. Devin has significantly cut project times and improved automation for clients like Mercedes-Benz and Itaú. Cognition aims to further streamline software development by matching models to tasks while expanding its engineering capabilities.
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The blog post introduces a method to reduce the weight synchronization payload in async RL using "Delta Weight Sync," which transmits only changed model parameters between RL steps, significantly reducing data transfer from gigabytes to megabytes. A Hugging Face Hub "bucket" manages high-frequency object storage, enabling separate locations for the trainer and inference engine without direct communication, leading to substantial bandwidth savings.
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Real-world systems often behave differently in production than they do in the lab. Teams often discover these failures after launch, then spend weeks fixing them. That feedback loop is slow and manual. Today, it is possible to build agents that self-improve. This post looks at how OpenAI used Codex to build this type of agent at Thrive Holdings, resulting in an AI that can prepare increasingly complex tax returns.
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Both Anthropic and OpenAI have started aggressively pricing their APIs. This is likely because they have found product-market fit with coding/general-purpose agent products. Companies spending over $200 per month per user helps these businesses cover their costs much better than charging $10 to $20 per month per user. Coding agents amplify this spending significantly.
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Apex is a React Native coding model trained to build apps by analyzing architecture decisions, fixing framework-specific issues, and reasoning about constraints. While it doesn't match frontier models on coding benchmarks, the optimized model significantly alters the performance-to-cost ratio within its specific domain. The model is still in development. It is now available in a private beta with selected teams.
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<strong>LiteParse v2.0 (1 minute read)</strong>
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<strong>Nvidia bets $150B on Taiwan as Trump's plan to make US an AI hub backfires (13 minute read)</strong>
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Nvidia will invest $150 billion a year to make sure that Taiwan remains at the epicenter of the AI revolution. The investment is aimed at cementing Taiwan as the world's tech manufacturing hub for a long time. Nvidia will create a new headquarters in Taiwan to expand its partnership with TSMC, benefit from close proximity to advanced packaging technology not yet available at TSMC's factories in the US, and boost its alliances with other nearby partners. Expanding the AI ecosystem helps Nvidia further its bottom line.
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<strong>YouTube Expands Automatic AI Video Labeling (1 minute read)</strong>
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YouTube said it will automatically apply labels to videos containing significant photorealistic AI content, reducing reliance on creator self-disclosure.
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Epicure is a family of three sibling skip-gram ingredient embeddings retrained from scratch on a multilingual recipe corpus.
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<strong>Former Google and Apple researchers launch Trajectory to enhance AI feedback loops (3 minute read)</strong>
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The new Palo Alto-based startup aims to make AI systems that can actually see and interpret the physical world.
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<strong>Finding high-severity security issues with publicly available models (8 minute read)</strong>
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Ramp pointed roughly 10,000 Inspect coding-agent sessions at its backend in an 8-hour run with a minimal "find security issues" prompt.
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<strong>Google DeepMind's Hassabis: AGI is 3 to 4 years away (2 minute read)</strong>
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Google DeepMind CEO Demis Hassabis now predicts AGI could be achieved by 2029-30, accelerating from his earlier estimate of 2030-2035.
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<strong>Google expands Gemini for Business with shareable Projects (2 minute read)</strong>
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Google enhances Gemini for Business with the introduction of shareable Projects, which allow team members to collaborate within dedicated multi-surface workspaces.
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<strong>Anthropic to expand Claude Voice Mode to more languages (2 minute read)</strong>
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