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ExternalDatabase
Redis Blog

5 agent architecture scenarios: assess MCP vs. A2A

We've watched enterprise teams go from vague "we might do agent stuff" conversations to full internal agent environments in a matter of months, and the same protocol question comes up in almost every one: does the design need the Model Context Protoco...

Tech DE
Redis BlogRead original
ExternalDatabase
Redis Blog

Context assembly: building the prompt the model actually sees

The prompt a production LLM receives is almost never something a person wrote. By the time a request reaches the model, your app has stitched together system instructions, retrieved documents, conversation history, tool schemas, and stored memories in...

Tech DE
Redis BlogRead original
ExternalCloud
Cloudflare Changelog

Agents, Workers - Agents SDK reduces MCP schema conversion, adds exposure controls for MCP in Think and Code Mode SDK adds direct host APIs

This release reduces repeated MCP schema conversion and adds an opt-out for Think's automatic MCP tool exposure. It also lets non-AI-SDK hosts invoke the durable Code Mode runtime directly. Control direct MCP tool exposure in Think Agents SDK MCP clients now reuse converted input and output schemas while a live connection keeps the same tool catalog. This avoids converting every MCP JSON Schema to Zod again for each model turn. @cloudflare/think also adds includeMcpTools. Set it to false when

AgentsWorkers
Cloudflare ChangelogRead original
ExternalFrontend Development
Vercel Blog

AI Gateway now supports streaming transcription

AI Gateway now supports . Previously, transcription required a complete audio file and returned the full transcript in a single response. Now you can stream audio in as it's captured and get transcript updates back as the model produces them, keeping latency low for uses like live captioning and voice input.streaming transcription Streaming transcription is in beta and available through the 's function with any streaming-capable transcription model.AI SDKstreamTranscribe The example below strea

Vercel BlogRead original
ExternalFrontend Development
Vercel Blog

Extend eve agents with installable extensions

You can now package tools, connections, skills, instructions, and hooks into extensions that any agent can import. Extensions can be published to package registries like npm, then installed, versioned, and upgraded like any other project dependency.eve A browser-use extension might ship tools for navigating a site, a memory extension can capture context with hooks and recall it with tools, and a self-improvement extension pairs hooks with dynamic instructions. Scaffold a new extension with a si

Vercel BlogRead original

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