A new tool from Google Cloud aims to improve the accuracy of AI agents querying databases in multi-agent systems or applications.
QueryData, which translates natural language into database queries with what the company claims is “near 100% accuracy,” is being pitched as an alternative to direct generation of queries by large language models (LLMs), which Google says can introduce inaccuracies due to their limited understanding of database schemas and their probabilistic reasoning.
However, to create that necessary understanding, enterprise teams using QueryData first need to define what Google describes as “context” describing how data should be accessed and queried, which involves encoding details about database schemas, including descriptions of tables, relationships, and business meaning, along with deterministic instructions that guide how queries are generated or executed.
Once the context and the guidelines are configured, teams can use the Context Engineering Assistant, a dedica
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Aptos launches a $50 million initiative to expand AI agents, blockchain payments, and institutional crypto infrastructure worldwide. Aptos Labs and the Aptos Foundation have announced a major $50 million investment initiative. Moreover, the investments are directed towards blockchain infrastructure, AI agents, and institutional integration into the crypto ecosystem. The announcement garnered immediate attention in the crypto markets as Aptos is designed to enable digital transactions at machine speed. The project also showcases Aptos’ plans for blockchain and automated financial systems. Moreover, the company believes that in the near future, AI agents will process numerous online payments and trading transactions. From real-world payments to AI agents—the full stack for markets and machines. Aptos Foundation & @AptosLabs commit +$50M to make it real. NETSTARS chooses Aptos
Aptos launches a $50 million initiative to expand AI agents, blockchain payments, and institutional crypto infrastructure worldwide. Aptos Labs and the Aptos Foundation have announced a major $50 million investment initiative. Moreover, the investments are directed towards blockchain infrastructure, AI agents, and institutional integration into the crypto ecosystem. The announcement garnered immediate attention in the […]
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Ethereum trades at $2,329.78 as AI agents use its network for Onchain tasks, contracts, and programmable payments. Ethereum is drawing fresh attention as developers link artificial intelligence agents with Onchain tasks, smart contracts, and programmable payments. The network is being presented as a base layer where AI systems can act, verify identity, and move value. […]
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Coinbase x402 is now native to Amazon Bedrock AgentCore, letting AI agents pay for services in USDC without human input Coinbase x402 is now native to Amazon Bedrock AgentCore, letting AI agents pay for services in USDC without human input.…
AI Library, an outcome-based software delivery startup founded in 2023 by Arani Chaudhuri, has raised $560,000 in pre-seed funding at a $7.5 million valuation cap to accelerate its AI agent-driven approach to enterprise software deployment. The company’s platform automates the software delivery lifecycle using AI agents with human oversight, targeting enterprise functions including finance, operations, […]
I counted at least 10 events in San Francisco last night aimed at matching AI startups with VCs. Just another Thursday.
But what made Camp AI’s “Agents at Work” event (hosted by Auth0) stand out was its showcase of companies that are in various stages of reorganizing their engineering processes around AI agents. Browserbase, Mastra, Fireworks AI, Drata, Mya, MindFort, and Corridor are all part of the vendor ecosystem trying to enable secure and performant agentic AI, but the most revelatory stories were their own successes and the challenges they faced restructuring their engineering orgs for agents.
Agentic AI is reshaping team structures
Paul Klein IV, founder and CEO of Browserbase, delivered the night’s most memorable line while discussing the speed of AI adoption inside engineering teams. “If AI is not doing your whole job it’s a skill issue at this point,” said Klein.
Abhi Aiyer, founder and CTO of Mastra, said the result is dramatically smaller teams capable of executing much l
I left Google ten days ago to found my own company. It's been quite a journey figuring out how things work outside of the mothership, and I'm genuinely excited to share what I've learned from both sides of the house...
