Databricks launched Omnigent, an open-source 'meta-harness' layer on top of the agentic stack to make agents effective at scale.
“we call it a meta harness of harnesses, if you know what an agent harness is.”
The AI Conference 2026
- Dates
- 2026-09-29 → 2026-10-01
- Location
- San Francisco, CA
- Ecosystem
- production engineering
- Importance
- 8/10
Related coverage & signals
Agent infrastructure is now commoditized by cloud platforms, making context the new competitive frontier
“They're all taxes one has to pay in order to get an agent out there to play the game.”
Databricks rebrands Delta Sharing as Open Sharing under the Linux Foundation with expanded agent and model sharing
“previously with Delta Sharing, you could share a Delta table, and that was useful, but it's not enough these days”
An agent's true identity is its append-only log, not the model or runtime executing it.
“The agent is its data. It's specifically the log.”
Sandboxes are isolated virtual computers that let agents run arbitrary code safely and scale via parallelization.
“Sandboxes are isolated virtual computers which your agents can use to write code, run commands, or automate browser tasks.”
No good standards exist for agent development; real-world continual learning is largely absent.
“there aren't really good standards for these things, right? Like there there's not some one-size-fits-all uh solution”
Databricks lakebase architecture is designed to stay resilient against cloud infrastructure failures
Hugging Face published guidance on memory requirements for AI agents
Microsoft SQL adds 192 V-core Hyperscale support and agent-aware Terraform API coverage
OpenAI DevDay 2026 launched Dots always-on agents, GPT-6.1 Sol, and major platform APIs
NVIDIA and OpenAI are building the largest data center ever at gigawatt scale.
“When it's fully built out, it will be the largest data center ever built.”
SpaceXAI launches Grok 4.6, a 1.5T model targeting knowledge work agents
“builds on Grok 4.5 with a particular focus on long-running agents and more ambitious interactive and visual work”
Greg Brockman confirms ChatGPT Chat and Work modes will merge by end of 2026
Anthropic signed $1.25B/month compute deal with SpaceX's Colossus clusters through May 2029
“Cloud Services Agreements with Anthropic PBC...with respect to access to compute capacity across COLOSSUS and COLOSSUS II...the customer has agreed to pay us $1.25 billion per month through May 2029”
Google I/O 2026 repositioned Gemini as consumer AI surface and developer agent platform with three major launches
“Google used I/O to reposition Gemini as both a consumer AI surface and a developer/agent platform, with three core technical announcements: Gemini 3.5 Flash for fast agentic/coding workloads, Gemini Omni for multimodal generation/editing starting with video, and a broader Antigravity agent stack spanning desktop/CLI”
Meta's Muse is the first consumer-accessible agentic AI with persistent Linux VMs per user
“It's the first consumer-accessible agentic AI system, and Meta has truly done an amazing job with that. But it's a genuinely open question whether consumers have any understanding what this means.”
California high-speed rail project estimated to cost $236 billion without completed segments.
“Governor Nuomo in a private video... doesn't believe that this project will ever be done in our lifetime.”
NVIDIA is shaping infrastructure for agentic AI with a new platform called Vera Rubin.
“The value gets generated in the computing and the transformation of the actual data into a calculation.”
Restate framework helps run resilient agents in production environments.
“We want to be able to bring it back and let it continue exactly at.”
Meta introduces ZGateway, a proxy for ZippyDB traffic management.
A new industrial revolution is unfolding powered by AI technologies.
“No company can build this infrastructure alone.”
Memory prices up 500% in 12 months as hyperscalers lock in all 2027 DRAM production capacity
“Some are calling it the RAMpocalypse; I prefer "RAMageddon."”
YC's Garry Tan claims 400x personal coding productivity gain with AI agents.
“One person does what used to take a thousand people. And I don't mean that as a metaphor. I mean that mechanically this year, the people in this room will do this.”
Databricks open-sources Omnigent, a meta-harness to combine, control, and share agents across Claude Code, Codex, Cursor, and more.
“CDC is brittle enough to joke that it means “continuous data corruption,””
Google DeepMind adds computer use capabilities to its Gemini 3.5 Flash model.
Clay runs over 350 million go-to-market AI agents monthly, processing trillions of tokens per week.
“We run this over 350 million times a month. It processes trillions of tokens every week.”
LangChain launched Engine, an agent that autonomously investigates traces and drafts PRs to improve other agents.
“We're working towards a future where agents improve themselves.”
Z.ai's open-weight GLM-5.2 marks a step-change for open agentic models, rivaling top labs.
“minor version numbers can have AI models crossing meaningful user experience thresholds”
Microsoft Foundry assembles agents, tuning, evals, and OpenEnv into an owned reinforcement-learning loop that improves over time.
“the durable asset is not the model you rent, it is the learning loop you own”
NVIDIA's Jensen Huang frames the AI factory as the largest infrastructure buildout in history and the best enterprise investment of the next decade.
“you can't think if you don't generate words”
AI lets enterprises finally capture human capital and tacit knowledge, but humans stay valuable by finding gaps.
“Every company is going to have the human capital that is still going to be super valuable because humans and their ability to find the gaps that exist at all times is going to be the way we all will create value”
Google launches Anti-gravity agentic platform and Gemma 4 hits 100M downloads in first month
“It's our smartest open model yet. It's purposebuilt for advanced reasoning, agentic workflows, and the response has been incredible. 100 million downloads in the first month and it's pushing Gemma downloads past half a billion.”
AWS launches AgentCore Payments enabling AI agents to autonomously execute microtransactions via stablecoins
“Amazon Bedrock AgentCore payments is the first managed service within Amazon Bedrock AgentCore that helps AI agents autonomously execute microtransaction payments for paid APIs, MCPs, and content with a few lines of code.”
All major AI model labs are now also building agents as their core product
LangChain achieved 64% cost reduction in their coding agent via model routing with no quality loss
“we were able to see a 64% reduction in median cost per thread with no measurable change in quality”
Claude Cowork moves model inference and VM execution to the cloud for mobile and battery improvements
“The "new" version of Cowork runs model inference and the VM in the cloud. Each session gets its own sandbox, not sharing state with other sessions.”
OpenAI publishes official GPT-6 family model guide for startup production workflows
OpenAI's computer use agents are now '180 degrees different,' approaching superhuman software operation speed
“180 degrees different”
AWS AgentCore Runtime Instances enable GPU-backed, 14-day multi-agent sessions on persistent EC2
“serverless sessions that cap at a few hours don't cut it”
Hyperscalers are investing all short-term operating cash flow into AI capacity as demand outpaces supply
“Hyperscalers are investing all of their short-term operating cash flow into building this capacity to meet demand that continues to outpace supply in almost every case we see”