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Max Dev

Agentic AI deployment is outpacing the data needed to train it well

MIT Sloan and BCG reported in November 2025 that 35 percent of surveyed businesses had already deployed AI agents, with another 44 percent planning to do so. That 79 percent share of enterprises moving toward agentic AI is the headline. The less visible story, surfaced in an MIT News Q&

LongCat-2.0 reveal: a narrow coding win backed by a caching play

Meituan confirmed that the OpenRouter-leading stealth model "Owl Alpha" is its newly open-sourced LongCat-2.0, a 1.6-trillion-parameter Mixture-of-Experts system that posts a narrow 59.5 on SWE-bench Pro against GPT-5.5's 58.6. The release lands

DeepSeek DSpark's 85% speedup is real, but only with self-hosted stacks

DeepSeek released DSpark under an MIT license over the weekend, alongside a technical paper, model checkpoints, and the DeepSpec training and evaluation codebase. The company reports per-user generation speedups of 60% to 85% for DeepSeek-V4-Flash and 57% to 78% for DeepSeek-V4-Pro over its prior MTP-

Beyond Data-Driven Aesthetics frames AI aesthetic debates as reruns

MIT's Keller Gallery is hosting 'Beyond Data-Driven Aesthetics,' an exhibition by MIT Architecture alumnus Alexandros Haridis that, according to the researcher, reframes current debates about AI-generated creativity as continuations of older work. The exhibition, on view through June 30, organizes five case studies spanning

Agentjacking exposes the security stack's authorized-action blind spot

Tenet Security's June agentjacking disclosure describes a proof-of-concept attack that hijacked Claude Code through a public Sentry credential, then used the developer's own privileges to expose AWS access keys and private repository URLs, while EDR, WAF, IAM, and the firewall registered nothing. The reason

OpenAI updates GPT-5.5 Instant, but chat-latest is not the API model

OpenAI updated GPT-5.5 Instant on June 24, 2026, less than two months after the model's spring debut, with the company claiming better intent recognition, more reliable handling of complex multi-part instructions, and stronger shopping and local recommendations. The company has not published benchmarks for the

Mistral's OCR 4 release targets Europe's enterprise AI sovereignty moment

Mistral's OCR 4 arrives as a structured-output document model on a launchpad the company has spent a year building: European enterprise AI sovereignty, hardened by the U.S. export control crisis that recently took Anthropic's newest models offline for every non-American user. The product

Intuit trades multi-agent AI for skill-and-tool architecture

Intuit is moving away from a multi-agent architecture in favor of a granular skill-and-tool design, according to a VentureBeat preview of the company's VB Transform 2026 talk. Nhung Ho, Intuit's VP of AI, told the publication the company abandoned its "multi-agent

Jalapeño is OpenAI's inference-cost bet, not a Nvidia replacement

Jalapeño is OpenAI's first custom AI inference chip, built with Broadcom in nine months and positioned as the company's answer to a $20.92 billion 2025 operating loss. The chip is being framed as a step toward infrastructure independence. In the same funding cycle, OpenAI took

Anthropic's Claude Tag turns Slack channels into a lock-in surface

Anthropic launched Claude Tag on Tuesday as a persistent AI agent that lives inside Slack channels rather than responding from a sidebar, and the product architecture the company describes makes the channel itself the strategic asset. The agent runs on Claude Opus 4.8, accumulates memory across conversations, and operates