Operational databases have long relied on tightly coupled compute... and storage. This architecture creates resource contention and pushes teams to manage infrastructure rather than build. As applications become more real time and automated, the transactional layer needs to adapt. Databricks Lakebase is built for that evolution: • Familiar Postgres semantics for app developers • Compute separated from durable state • Operational data running directly on the lakehouse • Serverless autoscaling (including scale to zero), branching, and recovery to match agent-driven workload Now generally available:show more

Introducing Lakehouse//RT, a real-time data warehouse that delivers millisecond... responses at massive scale without data movement. Support real-time workloads while using the same open formats, governance, and data architecture already powering your analytics and AI.show more

🚨 JUST IN: 🇮🇳 India’s Zoho is opening its... homegrown cloud infrastructure to the next generation of developers. 👇 Zoho co founder Sridhar Vembu said the company built its own cloud infrastructure instead of relying on AWS or Google Cloud. Zoho is now making parts of this infrastructure available to developers through Catalyst, its serverless platform, and plans to offer it free to students. The infrastructure includes databases, storage, computing, identity, messaging and search. The initiative aims to help students build and deploy applications without worrying about infrastructure costs.show more

What Postgres can’t do alone, it can tackle with... DuckDB. The pg_duckdb extension shows how two databases can work hand in hand by querying analytical data with DuckDB and joining it with transactional data in Postgres. The extension embeds DuckDB directly into Postgres. DuckDB literally runs inside a Postgres process. How it works (see diagram): 1. An app sends a query to Postgres joining portfolio data (Postgres) with historical market data (lakehouse) 2. pg_duckdb detects lakehouse access and delegates execution to DuckDB 3. DuckDB pulls required market data from the lakehouse, queries Postgres tables, and performs the join 4. Postgres returns the final result to the appshow more

Secure, programmable key management infrastructure for developers building on... Arc! Own the wallet experience, control what gets signed, and handle operational flows without the complexity. The infra to build at scale, with the security to match.show more

🔐 𝗣𝗼𝘄𝗲𝗿𝗶𝗻𝗴 𝘁𝗵𝗲 𝗡𝗲𝘅𝘁 𝗪𝗮𝘃𝗲 𝗼𝗳 𝗔𝗜 We're proud... to partner with Stempoint to secure the future of decentralized AI compute. StemPoint is building one of the most advanced distributed AI infrastructures on the planet, sharded GPU compute, open model libraries, and secure data flows across a global mesh. Now with Naoris Protocol’s Sub-Zero Layer and dPoSec consensus, every node, model, and data packet gains: • Post-quantum cryptographic protection • Real-time validation of compute and algorithms • A decentralized trust layer for sovereign AI 🚫 No more trusting black boxes. ✅ Verifiable AI infrastructure at scale.show more

ROBA Compute is our GPU execution layer for robotics.... A distributed infrastructure layer for simulation, training, inference, and autonomous workflows — built for our stack first, then opened to external builders. GPU rental is already a category. The missing layer is robotics-native infrastructure: templates, allocation, benchmarking, and persistent execution for embodied AI. That’s the opportunity. ROBA Compute is designed to become the infrastructure layer where robotics workloads actually run.show more

Behind every OptimAI Node is a mission far greater... than rewards: 🔸To build a decentralized Reinforcement Data Network 🔸To unlock Agentic AI for everyone—not just a privileged few 👉OptimAI Edge Node: Our architecture is now in motion: 🔸OptimAI DePIN to power decentralized infrastructure 🔸OptimAI DeHIN to amplify collective intelligence 🔸Reinforcement Data Layer to train agents smarter, fairer 🔸Compute Layer to enable real-time AI at the edge 🔸OptimAI Chain to govern everything, transparently and efficiently OptimAI Agent Studio, Agent OS, Data Engine, Compute Engine: all part of what we’re building next. This is a network built by people, for people. And you’re not just early, you’re essential. Let’s keep mining, contributing, earning rewards in return, and rewriting the future of Decentralized AI. The future is Agentic. The fuel is your data. The power is decentralized. One Node. One Data. One Agent at a Time. #BUIDL with us!show more

70% of AI compute in 2026 is inference. Not... training. The models are built. The real infrastructure challenge is serving them at scale to millions of users and agents, every day, in production. Most enterprise infrastructure is still optimized for the wrong workload.🧵show more

Data Streaming 🤝 Data Intelligence Confluent and Databricks are... teaming up to empower organizations with AI-ready, real-time data. Our seamless integrations between Tableflow, Delta Tables, and Unity Catalog will connect operational and analytical systems, to power AI-driven applications. Learn how we’re bridging the data divide in Jay Kreps and Ali Ghodsi’s blog ➡️show more

Replit, Vercel, and OpenAI have built very cool agent-native... applications, but nobody else has passed the demo stage. Building agents that work is complex. Teams aren't shipping agents because we don't have good tooling yet (and most of us don't know how to do this well.) A couple of days ago, the CopilotKit🪁 team announced a collaboration with . You can now use LangGraph with CoAgents to build agent-native applications, and here is everything you need to know about that: CoAgents is fully open-source, and you can use it to do the following: • Human-in-the-loop to steer and correct the agent • Stream intermediate agent state • Real-time state sharing between the agent and the application • Agentic generative UI to build trust that the agent is on the right path Start this GitHub Repository: Thanks to the team for giving me early access and collaborating with me on this post.show more

Circle Skills are now available in Remix. Developers can... now use them to: → Work with USDC, swaps, and bridging → Set up, fund, and manage agent wallets → Choose the right wallet architecture → Manage unified crosschain balances with Gateway → Build on Arc Testnet and power onchain workflows through the Circle CLI Helping developers move from writing smart contracts in Remix to building fuller onchain app flows with Circle.show more

Introducing Databricks LakeFlow, a new solution that simplifies all... aspects of data engineering through a simple, unified & intelligent experience. Easily build production-grade data pipelines to scale to the ever-growing demand for reliable #data & #AI.show more

NVIDIA might have just declared war on the cloud... GPU business For years, AI builders had one option Rent compute Pay every month Watch the bill grow every time usage increased Now NVIDIA is putting serious AI hardware directly on people's desks Small enough to fit next to a monitor Powerful enough to run workloads that used to require expensive cloud infrastructure That's why this launch is getting so much attention The real story isn't the hardware specs It's the business model shift Every month, developers send money to cloud providers for inference, testing, fine-tuning and AI applications The question nobody can answer yet is what happens if enough developers decide they'd rather buy infrastructure once than rent it forever Because if local AI hardware keeps getting more powerful, the economics start changing very quickly Cloud providers built empires on renting access to compute NVIDIA is betting more people will eventually want to own it And that's a much bigger story than a new piece of hardware sitting on a deskshow more

We just launched an experimental agent that buys GPUs... via SP3ND 🛍️ and rents compute through UsePod.ai. The agent is tokenized as part of the clawpump hackathon and profits from trading fees and compute sales are used to buy more GPUs. On our way to $10k in trading fees that will be used to purchase 2 GPUs. Purchasing agents on Solana.show more

Aethir welcomes Chainlink to the AI Unbundled alliance ⛓️‍🌐... With Chainlink joining the alliance, devs will now have access to both premium GPU compute from Aethir and the trusted data layer (Chainlink) to build scalable, decentralized AI apps. Read more 🧵👇show more

⚙️ We’re nearing the completion of the Edge Unified... API, a single decentralized interface to access the full power of Edge. | GPUs, Compute, Storage, AI, and more. Built for the future, where robots, agents, and applications tap directly into the Supercloud. Stay tuned! 🔜🦿show more

March 18, 2025 marked the public launch of OptimAI.... In one year, it has evolved from a lightweight node layer into a decentralized intelligence infrastructure powering real-time data, compute, and reinforcement for agentic systems. Not just nodes. Not just data. A continuously learning, network-driven intelligence layer. This is infrastructure for a new class of software: autonomous agents that persist, adapt, and operate across environments. Year one established the network. Year two is where it compounds into coordination and value flow. Personal agents. Reinforcement at network scale. Emerging primitives for AgentFi. New layers coming online. 2026 won’t just be about scale, it’s where the network starts to operate. Keep building!show more

compute is entering its price discovery era benchmarks and... forward curves are turning gpu-hours into a hedgeable asset class as cme and silicon data prepare to introduce compute futures on october 5 incentiv is built for what happens when demand becomes economic stateshow more

with vs. without the brand API we built this... for developers and agent/app layer companies, to give their agents brand capabilities try for free atshow more