+ multi cloud replication for good measure
SYSTEMS
-
ScaleRL outperforms in RL scaling tests
By
–
They tested this with 400,000 GPU hours across multiple RL recipes: DeepSeek (GRPO)
Qwen (DAPO)
Magistral
Minimax Result: only ScaleRL showed a stable, predictable trajectory. The others broke scaling laws entirely their curves collapsed. -
Meta Reveals RL Scaling Challenges
By
–
Today, everyone talks about scaling models. But Meta just proved we’ve been ignoring the harder problem scaling reinforcement learning compute. Turns out, most RL methods don’t scale like pretraining. They plateau early burning millions in compute for almost no gain. ScaleRL
-
Token Ring Network Architecture and Performance Analysis
By
–
token ring , il tourne sûrement en rond
-
Prescriptive AI Detects Hidden Faults in Process Industries
By
–
Missed fault ≠ late alert.
Missed fault = seven-figure loss.
In #processindustries, resilience means seeing what others can’t. https://
buff.ly/fUaCQLV #sponsored #infinite_iiot #prescriptiveAI @InsightBrief @IIoT_World via @fogoros -
Windows AI Vision Goes Global: Operating System Meets Conversational Intelligence
By
–
Today, we're one step closer to AI as an operating system. A computer you can talk to, that can see what you see, and take action – all with your permission, all more intuitive than ever. Vision now GA globally + more on today's @Windows blog: https://
blogs.windows.com/windowsexperie
nce/?p=179966
… -
CMU Advanced Courses: NLP, Inference, and LLM Systems
By
–
Exactly the same 2 courses I thought seeing the post. There are more across other schools, look at:
– advanced NLP at CMU(
https://
youtube.com/playlist?list=
PLqC25OT8ZpD2-RuhyacIsODl5iJVgMjI3
…)
– new inference class of its kind in academia CMU (
https://
youtube.com/playlist?list=
PL8PYTP1V4I8DY15Ob83nmwBAVyNtUQadX
…)
– LLM systems CMU(
https://
llmsystem.github.io/llmsystem2025s
pring/
…)
– large -
Anduril EagleEye System Enables Combat Drone Control and Strike Requests
By
–
Ceci n’est pas un jeu vidéo, c'est un nouvelle technologie de Anduril… c'est fou 🤯
— VISION IA (@vision_ia) 16 octobre 2025
Grâce à la connectivité, EagleEye permet aux combattants d'avoir un affichage avec carte intégré et contrôler des systèmes sans pilote et de demander des frappes via ce même systeme d'affichage… pic.twitter.com/tMBxEGDlMPCeci n’est pas un jeu vidéo, c'est un nouvelle technologie de Anduril… c'est fou Grâce à la connectivité, EagleEye permet aux combattants d'avoir un affichage avec carte intégré et contrôler des systèmes sans pilote et de demander des frappes via ce même systeme d'affichage
-
AI Agent Autonomously Resolves VPN Outage and Identifies Root Cause
By
–
AI is stepping in as an autonomous operator for overloaded humans.
— Allie K. Miller (@alliekmiller) 15 octobre 2025
➡️ AI agent detected VPN outage
➡️ Authenticated into New Relic
➡️ Re-established expired integration
➡️ Streamed telemetry data
➡️ Identified SW update as root cause
➡️ Suggested a rollback
IT lead… pic.twitter.com/WdBs3bDiqYAI is stepping in as an autonomous operator for overloaded humans. AI agent detected VPN outage Authenticated into New Relic Re-established expired integration Streamed telemetry data Identified SW update as root cause Suggested a rollback IT lead
-
Ty Minix inspires LLM operating system analogy and goals
By
–
Ty MINIX is very inspiring and was exactly on my mind as well (as I've made the LLM OS analogy often). Goals