A curated list of papers on Agentic Time Series, covering time series foundation models, LLM4TS, temporal reasoning, benchmarks, memory, world models, reliability, and fully agentic time series systems.
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Researchers at the University of Greifswald have discovered a new mechanism by which bacteria such as Bacillus subtilis can regulate the production of the central metabolic molecule acetyl coenzyme A (Acetyl-CoA). Acetyl-CoA, also known as activated acetic acid, is crucial in the production of nutrients, i.e., proteins, carbohydrates and lipids, and thus plays a key role in the metabolism of all cells.
Until now, it was unclear how bacteria coordinate the production and decomposition of activated acetic acid using this pathway. New findings published in the journal Nature Communications have now shown that Bacillus subtilis uses a special regulatory mechanism to coordinate both processes.
When cells are supplied with an abundance of nutrients, they are forced to decide whether to gain energy or create building blocks for growth. At the heart of this decision-making process is acetyl coenzyme A, which links the decomposition of nutrients with the synthesis of proteins, carbohydrates and lipids, thereby acting as a central hub for the entire metabolism during cell formation.
The ShinyHunters extortion crew exploited an unpatched flaw in Oracle PeopleSoft to break into enterprise systems, steal data, and demand payment to keep it private. The campaign hit universities hardest.
Google’s Mandiant attributes it to the group it tracks as UNC6240, and dates the activity between May 27 and June 9. Oracle did not publish its advisory until June 10, so the bug was a zero-day the entire time.
The flaw, CVE-2026–35273, is a remote code execution bug in PeopleSoft Enterprise PeopleTools rated 9.8 out of 10. It needs no login and no user interaction, just network access over HTTP, to take over the server. If you run PeopleSoft with the Environment Management Hub reachable from outside, that is your exposure, and the immediate move is to lock those endpoints down.
I’m going into Campaign Evolved with an open mind—expecting different, but not necessarily better. Halo Studios’ official playthrough of mission five, Assault on the Control Room, is so far confirming that impression. I watched the 28-minute video in full and then played the original mission through the MCC to refresh my memory. What follows are some notable differences and observations:
“These lights seem to be responding to our proximity and guiding us to the exit,” a new Cortana voice line says as Chief enters the first of many hexagonal control rooms. It could be a little confusing to find your way around these rooms in the originals, but l always found the flashing white arrows on the ground pointing forward to be sufficient visual guidance. Now, Cortana barks that tip into your ear so you can’t possibly miss it.
Not that you actually need to look for arrows on the ground when Campaign Evolved has added HUD waypoints that are visible at all times. This is one of several ways that Halo Studios’ is applying a modern hand-holdy lens to Combat Evolved.
An exploration of the possibility of machines wishing to become human and biological in the far future.
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