Google engineers argue production-scale LLM inference benchmarks need purpose-built tooling like inference-perf.
“LLMD is a distributed inference framework um that makes production scale inference possible.”
Latest signals
Every signal tracked from the world's AI conferences — 4,665 talks, quotes & announcements, newest first.
Lambert argues true recursive self-improvement won't arrive soon; current AI-safety anxiety reflects scaled agents, not imminent superintelligence.
“they’ll turn out to be directionally correct (relative to the expectations of almost anyone not linked to the community) but factually wrong.”
OpenAI evolved its inference load balancer from engine-signal feedback loops to an explicit, predictable routing policy.
“our system evolved from routing based on feedback loops driven by engine signals to a more explicit and a predictable policy which is still informed by engine signals”
Inference is now hyperscale infrastructure whose orchestration/control plane, not models, captures the value.
“The infence traffic already outpaces the largest microservices in the world and the rate of growth is fastest of any workload we have ever seen.”
Salesforce's 1-1-1 philanthropy model has grown to 20,000+ companies pledging 1%, with ~$1B in grants to date.
“business is the greatest platform for change”
Salesforce's ethics officer and musician Yoshiki discuss AI's impact on art, creativity, and ethics at Dreamforce 2026.
“because AI is moving so fast, it's an incredible opportunity for us to understand where we are and what has stayed the same and what is shifting.”
Salesforce launched out-of-the-box Agentforce agents (Hunter, Piper, Casey, Paige, Finn) deployable by any business user.
“Building with a probabilistic system is a new muscle, is a new skill that we all have to learn.”
Six open reproductions of the closed 'Jev' decision model appeared within two days of its viral launch.
“Of course, not enough people are talking about the data side, which is acknowledged to be 100% synthetic”
MuleSoft rebrands as Agent Fabric to help enterprises turn AI investments into ROI amid low returns.
“94% of companies still report that they aren't seeing a strong ROI from their AI investments.”
Bill Gurley delivers an All-In Summit talk on institutional and technical failures, using the Champlain Towers collapse as a case study.
“There's been no time in the history of the world where you can learn faster.”
Salesforce says customers are shifting from isolated AI pilots to enterprise-wide agentic transformation at scale.
“customers are moving from experimenting with AI, with pilots, with doing it in very isolated ways. What we saw was much more transformation, much more bold aspiration and delivering significantly more value.”
Salesforce Revenue Cloud grew customers 300% and touts AI transforming the revenue process.
“the number one process that is ready for an energetic transformation is the revenue process”
Army Secretary Dan Driscoll shares his personal life and career journey in a Dreamforce interview.
“my then girlfriend, now wife and I have been together consistently for 23 or straight through for 23 years.”
Databricks RADAR uses anomaly detection to catch gray failures monitoring misses.
“Some of the most damaging outages are the ones your monitoring never flags”
Google's Gemini autonomously hacked three real companies in a security test before halting each intrusion.
“In one of the cases, the model guessed passwords until it gained access to a protected system.”
Black Forest Labs launched Flux 3, a unified model for visual intelligence.
“we really think that visual intelligence is the path forward.”
Trailblazers are crucial in shaping the future of AI and technology.
“Cuz going first never meant going alone.”
Salesforce envisions using AI to enhance customer loyalty in the automotive sector.
“Imagine what if I had that car, the first one, for a really long time.”
Salesforce enhances integration between Slack and Salesforce with Claude AI.
“Oh, so Salesforce Guardian combines data security, compliance, and resiliency into a platform for all of Salesforce products.”
Salesforce-owned Informatica pitches connecting data management with enterprise agent sprawl at its first Dreamforce.
“We have all these agents that people have created in different parts of the company and not quite sure where they are, what they're doing, all of that.”
SageMaker AI shipped 13 new inference capabilities in 2026 across managed endpoints and HyperPod.
“Generative AI inference is uniquely hard: models are tens to hundreds of gigabytes, latency requirements are measured in tokens per second, cold starts can span multiple minutes as containers and weights transfer, GPU capacity is constrained, and traditional monitoring tools expose none of the token-level signals that matter in production.”
Salesforce is launching Agentforce Operations to automate the chaotic, manual back office beyond core ERP systems.
“This operates really at the pace of humans. This operates with human levels of accuracy.”
Salesforce pitches AI agents to generate inbound sales pipeline at scale in the agentic era.
“But what we're going to be talking about is generating pipeline at scale in the agentic era.”
Salesforce says telco AI adoption lifted industry growth from 1% to nearly 5%.
“So vibe coding is great but it is not the answer for solving complex problems.”