Deep Learning

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Agent Harnesses Emerge as the Hidden Force Powering Real-World AI Performance

Agent Harnesses Emerge as the Hidden Force Powering Real-World AI Performance

Apr 01, 2026
Parallel Web Systems | Infrastructure for intelligence on the web

Agent harnesses — the software infrastructure surrounding AI models that manages memory, tools, and planning — are quietly becoming the true determinant of real-world AI performance, with implementations like Anthropic's Claude Agent SDK proving that a well-designed harness can outperform raw model capability alone.

South Korean AI Chip Startup Rebellions Hits $2.34B Valuation After $400M Pre-IPO Round, Launches Two New AI Platforms

South Korean AI Chip Startup Rebellions Hits $2.34B Valuation After $400M Pre-IPO Round, Launches Two New AI Platforms

Mar 31, 2026
TechCrunch

South Korean AI chip startup Rebellions hits a $2.34 billion valuation after securing $400 million in a pre-IPO round led by Mirae Asset Financial Group, while simultaneously launching two new AI infrastructure platforms, RebelRack and RebelPOD, as the company aggressively expands into the U.S., Japan, Saudi Arabia, and Taiwan.

Anthropic's Most Powerful AI Model Yet, Claude Mythos, Exposed in Data Leak With Warnings of Unprecedented Cyber Capabilities

Anthropic's Most Powerful AI Model Yet, Claude Mythos, Exposed in Data Leak With Warnings of Unprecedented Cyber Capabilities

Mar 30, 2026
Fortune

Anthropic's most powerful AI model yet, Claude Mythos, has been exposed in a data leak, revealing it dramatically outperforms previous models in coding and cybersecurity — but comes with alarming warnings that it is 'far ahead of any other AI model in cyber capabilities' and could enable large-scale AI-driven cyberattacks.

Anthropic's Internal Leak Exposes 'Claude Mythos,' A Powerful New AI Model Surpassing Opus 4.6, As OpenAI Quietly Preps 'Spud' Ahead Of Rival IPOs

Anthropic's Internal Leak Exposes 'Claude Mythos,' A Powerful New AI Model Surpassing Opus 4.6, As OpenAI Quietly Preps 'Spud' Ahead Of Rival IPOs

Mar 28, 2026
The Decoder

Anthropic's accidental leak of nearly 3,000 internal files reveals 'Claude Mythos,' a powerful new AI model surpassing Opus 4.6 in coding, reasoning, and cybersecurity, while OpenAI quietly prepares a rival model codenamed 'Spud' — with both companies racing to launch flagship models ahead of their anticipated IPOs.

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