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Open source vector databases come in two flavors: specialized tools that handle vectors and nothing else, or unified platforms that combine vector search with operational data and caching. Many teams end up managing three systems: a vector database, a...
AI agent memory is the system that lets an agent store, retrieve, and reuse information across interactions instead of starting over on every request. Getting there is one of the trickier parts of building AI agents. Large language models (LLMs) are s...
is now open source.konsistent is a CLI linter for TypeScript codebases that enforces structural conventions, giving agents and humans the consistent context they need to implement features correctly. Deterministic, fast, and covers structural patterns that TypeScript and ESLint don't model.konsistent Configure conventions in a project-level file for concerns like:konsistent.json is used in and to enforce structural code conventions.konsistentAI SDKChat SDK Use the konsistent skill to help y
You can now preview the framework preset and files that Vercel CLI includes in a deployment before creating one. Run from a linked project:vercel deploy --dry For automation or further inspection, return the complete file manifest as JSON: JSON output includes the detected framework, included and ignored paths, directory size distribution, largest files, file modes, and content hashes. Piped and other non-TTY output automatically uses JSON. Agents can use this manifest as a pre-deployment check
The Vercel Security Dashboard is now in private beta. It aggregates the security posture of every account and project on Vercel. As teams grow and coding agents make it easy to spin up new projects, small misconfigurations can add up quietly and quickly. Team members without 2FA, publicly accessible preview environments, or long-lived credentials where short-lived ones would do. Each of these can lead to a security incident or breach. The security dashboard flags these findings across Vercel e
is now available on the , allowing Vercel teams to send emails from their applications without managing any infrastructure.ResendVercel Marketplace This integration helps developers start sending messages within minutes, build emails as React components, and track delivery events in real time. Key capabilities include: Get started with on the Vercel Marketplace or install using Vercel CLI: Resend Read more Send transactional and marketing emails through an API or SMTP relay Build email templ
You picked GPT-5 for every LLM call in your app because it was the safe call: chat, autocomplete, classification, summarization, all of it. Then the bill arrived, and you traced part of it back to queries like "what are your business hours?" getting r...
You've probably hit this counterintuitive moment: you give your model more context to work with, expecting better answers, and the answers get worse. More tokens were supposed to mean more information, more grounding, fewer hallucinations. Instead, yo...
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