2026-03-03 17:21:10
Raiders release OL Alex Cappa, gaining cap savings https://raiderswire.usatoday.com/story/sports/nfl/raiders/2026/03/06/raiders-release-ol-alex-cappa-gaining-cap-savings/89026537007/
After a ton of compiling, the v2 release is official. Containers all work, the client works, and now I'm gonna relax and watch some YouTube videos. Releases are available on the website though I still need to update the docs with the new "installation" process (much simplified).
Releases: https://
Chinese startup Moonshot updates its Kimi model, saying K2.5 can process text, images, and videos simultaneously and beats its open-source peers in some tests (Bloomberg)
https://www.bloomberg.com/news/articles/2026-01-27/chi…
Probing Dec-POMDP Reasoning in Cooperative MARL
Kale-ab Tessera, Leonard Hinckeldey, Riccardo Zamboni, David Abel, Amos Storkey
https://arxiv.org/abs/2602.20804 https://arxiv.org/pdf/2602.20804 https://arxiv.org/html/2602.20804
arXiv:2602.20804v1 Announce Type: new
Abstract: Cooperative multi-agent reinforcement learning (MARL) is typically framed as a decentralised partially observable Markov decision process (Dec-POMDP), a setting whose hardness stems from two key challenges: partial observability and decentralised coordination. Genuinely solving such tasks requires Dec-POMDP reasoning, where agents use history to infer hidden states and coordinate based on local information. Yet it remains unclear whether popular benchmarks actually demand this reasoning or permit success via simpler strategies. We introduce a diagnostic suite combining statistically grounded performance comparisons and information-theoretic probes to audit the behavioural complexity of baseline policies (IPPO and MAPPO) across 37 scenarios spanning MPE, SMAX, Overcooked, Hanabi, and MaBrax. Our diagnostics reveal that success on these benchmarks rarely requires genuine Dec-POMDP reasoning. Reactive policies match the performance of memory-based agents in over half the scenarios, and emergent coordination frequently relies on brittle, synchronous action coupling rather than robust temporal influence. These findings suggest that some widely used benchmarks may not adequately test core Dec-POMDP assumptions under current training paradigms, potentially leading to over-optimistic assessments of progress. We release our diagnostic tooling to support more rigorous environment design and evaluation in cooperative MARL.
toXiv_bot_toot
There are a lot of takeaways from this:
1. Organizing locally gives you a massive advantage because you will always know your local area better than ICE ever can.
2. Be agile. You can always change tactics faster than a centralized organization.
3. Organize now. The sooner you build your networks, the sooner you can learn.
4. Identify ICE facilities and organize monitoring them directly.
But I think the most interesting one that's not explicitly in there, one that's hinted at the last one, is to go on the offensive. ICE is already afraid. If we all take the anger we have at the murder of #ReneGood, find the local ICE facility that they'll stage from, and bring that anger to #OccupyICE we might be able to just shut the whole thing down preemptively. Completely stop all ICE operations across the US. If they want to fight, they can fight *with everyone, all at once.*
Shut down their ability to operate at all. They have a logistics pipeline. They need cars, they need oil in those cars, they need to be able to move those cars to target areas. They also need money to pay those agents. All of those can be disrupted.
The regime needs your money and labor to maintain the illusion of legitimacy. They chose a bad time because you can hit both of those at once *right now* with a combination of #GeneralStrike and #TaxStrike, and then #BoycottEverything.
The regime is weaker than it's ever been. It's flailing. Their own base is demanding the release of the #EpsteinFiles. Their last gasp attempt to prevent the radical change that's coming is just to ethnically cleanse the US back to the 50's (which is what they always meant by "Make America Great Again"). Trump will do anything to stay in power, even if it means killing everyone on Earth in the process. But Americans can end it now by going on the offensive.
Now is the time.
#USPol