BotMan AI's migration pipeline maps an application's dependencies, business logic and data models into a knowledge graph. That context helps AI agents understand the system they are rebuilding.
Meta's Muse and OpenAI's Dot are new AI agents in direct competition. Engadget compares what each can do, what they cost and who can use them.
Apple researchers propose SELFCOMPACT, a way for language model agents to decide for themselves when to compress their long traces of reasoning and tool calls. Current scaffolds compact at a fixed token threshold, which can throw away partial results in the middle of a task.
Vercel has added Meta's Muse Wonder to its AI Gateway, so developers can call it with a single API key and no Meta account. The model targets coding, long-running agents and computer use, with a 1-million-token context window and support for text, images, PDFs, tool calling and structured output.
Hermes Agent 0.21.7 is a patch release that bundles about 204 merged changes into a stable build for the desktop app, Docker and Hermes Cloud. Source installs now update to the latest published release rather than every commit on the main branch, with an option to keep following main.
French software vendor Positive is making three of its products reachable by AI agents through the MCP protocol, at no extra cost to customers. It is another sign of SaaS vendors offering more than a user interface.