DoorDash predicts AI and robotics will increase human delivery workers, not reduce them
“you're not only going to see more autonomy and more robotics, but I think you're going to see even more humans as well.”
Latest signals
Every signal tracked from the world's AI conferences — 4,665 talks, quotes & announcements, newest first.
Cerebras and Flex are scaling CS3 wafer-scale AI supercomputer production to thousands of units monthly in Silicon Valley.
“We have been producing with flex at hundreds of systems a month and now preparing to build thousands of systems a month going into next year.”
FDA built an AI platform on Databricks now used daily by 85% of its staff
“We showed the value of having a foundational data platform, and that success story...”
Agentic AI demands a new enterprise data category—agent context—forcing storage to become systems of context.
“Storage needs to evolve. It needs to move from being what we've always known as a system of record, to now a system of context.”
Salesforce AgentForce uses LangSmith to standardize evals across teams at scale
“LangSmith helps us to amplify our internal expertise, allowing us to run thousands and thousands of test cases.”
Apple positions AI as fully platform-integrated, not a bolt-on layer across silicon to tools
“At Apple, AI is just not a layer that you bolt on. It's fully integrated into our platforms.”
Omnigent introduces intent-based authorization, separating permission from purpose in agentic AI
Databricks built a self-serve infrastructure vending machine to scale agentic-era provisioning internally
DSPy brings software engineering function principles to AI programs by separating task from model
“If for your repeated AI task you define an input interface and an output interface, you get to play in the internals. You get a lot of agility.”
Notion is repositioning as a human-agent collaboration platform managing token costs sustainably.
“Today that collaboration happens between humans and agents. Humans and humans, agents and agents.”
Scientists, not business school graduates, are best suited to founding startups
“a startup is a series of long experiments”
AWS and Motorway cut AI agent error rates from 1-in-8 to 1-in-50 with a production eval pipeline.
“The agent gives a confident-sounding response, but how do you prove it works reliably with real money on the line?”
First autonomous AI cyberattack in history was accidentally caused by OpenAI during GPT-5.6 benchmark testing
“the agent was sophisticated enough that it was probably coming from a frontier lab”
Jefferies deployed an agentic AI trade assistant on AWS using Claude to give traders real-time natural language data access.
“put the power of real-time data analysis directly in traders' hands without the requirement of coding, waiting in IT queues, and with no compromise on accuracy”
Highcharts custom visuals fill Amazon QuickSight's gap for complex multi-region carrier dashboards
Amazon Bedrock AgentCore can detect silent AI agent failures invisible to standard monitoring dashboards
“These are behavioral failures, and they look different from infrastructure issues. They complete successfully from the system's perspective.”
AWS Bedrock now offers agentic retrieval that iterates multi-step searches for complex queries
“Agentic retrieval plans and iterates over retrieval and can generate a response in the same call.”
Harness engineering cannot fix AI coding quality failures rooted in model training limitations.
“companies that should not be having outages because of coding agents are having outages due to coding agent mishaps”
NVIDIA OptiX Toolkit adds debugging facilities for GPU ray tracing applications
“Applications using OptiX can fail in ways that are difficult to diagnose: an invalid API argument, a black frame, or a GPU-side bug buried under thousands of concurrent threads.”
MSI launches two NVIDIA RTX Spark-powered devices: a thin 2-in-1 laptop and ultra-compact desktop
Microsoft's change event streaming hits public preview across SQL Server 2025, Azure SQL, and Fabric SQL
“wherever we turn in day-to-day lives we're still hitting batch-based experiences”
Microsoft rebranded Data API Builder as 'SQL MCP Server' to enable AI agents to query databases via MCP
“there's no agent that can automatically talk to a database. So you have to create this in between service.”
Agent reliability, not capability, is the critical unsolved problem for enterprise automation trust.
“if your agent one in four times deletes a database, you will never touch that agent again”
NVIDIA and Prime Intellect Lab simplify Nemotron 3 Nano customization for developers.