The biggest barrier to AI adoption isn’t awareness. It’s the gap between talking about AI and building with it. Here’s the playbook we used to turn…
OpenAI launches Decisions API that reduces complex evaluations to yes, no, or pick one
OpenAI’s new Decisions API classifies text and images about ten times faster than the Responses API, returning yes/no probabilities, category picks, or…
Illusory Pattern Perception Drives Spurious Inference in Large Language Models
arXiv:2610.07791v1 Announce Type: new Abstract: Illusory pattern perception is a well-documented human cognitive tendency to infer meaningful…
Beyond hours saved: Building the business case for agentic automation
The RPA-era ROI model misses most of the value agentic automation creates. This post gives AI center of excellence leaders a framework to size the full…
OOPMAS: Object-Oriented Multi-Agent Systems for Query-Level Workflow Generation
arXiv:2610.07787v1 Announce Type: new Abstract: Multi-agent systems (MAS) powered by large language models have shown strong performance across code…
Automate remediation post AWS DevOps Agent investigation
AWS DevOps Agent can diagnose production incidents but is kept in observe-and-report mode so it does not change resources directly. This post shows how to…
Persistent Memory in Multi-Agent LLM Inference: What It Costs, What It Buys, and When You Can Tell
arXiv:2610.07782v1 Announce Type: new Abstract: Decomposing long-context inference across cooperating agents bounds the active KV cache per call rather…
How Qlik built grounded, enterprise-scale AI with Amazon Bedrock
Qlik built Qlik Answers on Amazon Bedrock to give its 40,000+ customers grounded, sourced answers across structured and unstructured enterprise data.…
Thin Evidence, Thick Priors: How Language Models Substitute Identity for Missing Financial Facts
arXiv:2610.07798v1 Announce Type: new Abstract: People increasingly ask large language models what to do with their money, yet seldom describe their…
How Well Do LLMs Reason with Noisy Evidence? An Active Visual Reasoning Benchmark
arXiv:2610.07751v1 Announce Type: new Abstract: Real-world reasoning rarely reduces to static question answering: agents must actively gather information…
JetBrains Releases Mellum2.1: A 12B MoE Open Model for Coding Agents
JetBrains released Mellum2.1, an Apache 2.0, 12B mixture-of-experts thinking model with 2.5B active parameters. RL in real repositories lifted its…
Chris Bishop, CEO of BillingPlatform – Interview Series
Chris Bishop, CEO of BillingPlatform, is an enterprise software executive with more than two decades of experience spanning SaaS, revenue operations,…
Anthropic bans ‘abusive or cruel behavior’ towards Claude
Anthropic is making changes to its usage policy for the first time in over a year to reflect new and high-risk cases of misuse – including election…
How Cornerstone OnDemand cut database diagnosis by 78% with Amazon Bedrock
Cornerstone OnDemand built Orion AI, a multi-agent system on Amazon Bedrock and Strands Agents, to turn database operations from reactive firefighting…
ML Engineer, AI Engineer, or LLM Engineer: Which Role Actually Builds What in 2026?
Same job postings, different titles. Here’s what each role actually builds.
Tony Fadell on why the first wave of AI gadgets failed — and what comes next
The “father of the iPod” says the first generation of AI gadgets failed to solve real problems — and the next wave will need to earn consumers’ trust.
Google bets Gemini can turn casual players into game developers with new Playground feature
Google launched Playground, a browser-based platform that lets users create their own games using nothing but text prompts and no coding skills. The…
ST-Bench: A Spatial-Temporal Benchmark for Multi-Agent System Generation on Scientific Research Tasks
arXiv:2610.07763v1 Announce Type: new Abstract: The rapid progress of LLM-based multi-agent systems (MAS) has shown that they largely outperform single…