#agentic-workflows

A merged llama.cpp PR adds MCP server selection, tool calls, prompts, resources, and an agentic loop to the WebUI stack, moving local inference closer to full agent workflows.

LocalLLaMA users are tracking llama.cpp’s merged autoparser work, which analyzes model templates to support reasoning and tool-call formats with less custom parser code.

A high-scoring r/LocalLLaMA post details a practical move from Ollama/LM Studio-centric flows to llama-swap for multi-model operations. The key value discussed is operational control: backend flexibility, policy filters, and low-friction service management.

GitHub announced public preview availability of Copilot’s cross-agent memory for Copilot coding agent, Copilot CLI, and Copilot code review. The system is repository-scoped, citation-verified, opt-in, and accompanied by reported improvements in evaluation and A/B test metrics.

Anthropic introduced Claude Sonnet 4.6 with a 1M token context window (beta), stronger coding/computer-use performance, and unchanged API pricing at $3/$15 per million tokens.