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Agentic Systems

75 summarised stories about Agentic Systems, each linking back to the original source. Browse all topics →

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Friday, 21 August 2026

Nvidia just showed that the harness, not the AI model, is now the real hero

TechCrunch 1 month ago 48 ● 4 sources

Nvidia published research showing that a custom “harness” with better memory handling and a supervisory component enabled Claude Opus 5 to perform long-horizon interactive reasoning tasks much more reliably. It reports a 100% score on ARC-AGI-3 with the harness, versus 30% without it. The takeaway is that agent performance—and likely cost and safety—depends more on harness design than on the underlying AI model alone.

From Atari to EVE Online: Building on 15 Years of AI Research in Games

Google 1 month ago 36

Google DeepMind described its partnership approach to prototyping AI-powered gameplay experiences with game developers, building on its past use of games for AI research. The article cites a collaboration with Fenris Creations focused on EVE Online, which launched in 2003. The work shifts from AI that masters specific games to agent systems like SIMA that can understand and act in existing game worlds via natural language and typical controls, with longer-term plans to test agents offline before moving toward live EVE environments.

AI productivity tools are overhyped and overfunded. Investors should look elsewhere

Fortune 15 ● 2 sources

The article argues that AI productivity tools are overhyped and that most are likely to fail despite triple-digit evaluations over the last 12 months. It estimates about $1TR in net new AI ecosystem revenue was added since ChatGPT launched in November 2022, but says much of that revenue is risky and vulnerable to open-source, new chip entrants, and model-driven applications. As a result, it recommends shifting investment toward a smaller set of tools creating meaningful new value, especially autonomy-focused systems and AI for science and defense rather than standalone productivity apps.

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