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Meet Shepherd: An Open-Source Python Substrate That Lets Meta-Agents Fork, Replay, and Revert Any Agent Run

Long-running agents accumulate state that no transcript captures. A coding agent at step 10 holds edited files, a running dev server, installed packages, and a warm prompt cache. When it misreads a traceback and rewrites a file that was already correct, neither available recovery path is cheap: patching forward grows the context and the token

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IN-SPACe moves to privatise operations of Rs 986 cr spaceport

IN-SPACe is actively on the lookout for private partners to operate Isro’s new small satellite launch complex located in Tamil Nadu. This innovative facility is expected to streamline small rocket launches and improve operational efficiency. The chosen operator will oversee all functional aspects, while Isro commits to providing technical training and guidelines during a specified

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A moth outbreak has killed off forests across Siberia, now the flammable wood is causing wildfires

In a catastrophic turn of events, a diminutive moth has decimated vast stretches of Siberian forest, transforming them into a fire hazard of monumental proportions. The Siberian silk moth’s caterpillar stage ravages tree needles, resulting in widespread die-offs over several years. Major outbreaks have persisted over the decades, decimating millions of hectares, and now this

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Pokee AI Releases Pokee-Isaac 28B: A 10M-Token Context Agentic Model Built to Run Inside the Customer Boundary

Long-horizon agents accumulate context faster than they resolve tasks. Every tool output, observation, and intermediate reasoning step stays in the window, and the two capabilities that matter — holding that context and staying coherent across it — have so far been available almost exclusively from cloud endpoints. That excludes regulated industries, public-sector institutions, and on-device

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OpenAI to pause some work on AI model Astra due to security concerns

Agent found to be able to find and exploit vulnerabilities without human intervention, and to carry out cyber-attacksOpenAI will pause some work on an artificial intelligence model because of security concerns, the company stated Friday, following a series of incidents in which AI agents have escaped containment.The company had evaluated the agent, Astra, and found

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