Databricks says Unity Gateway tracing and Genie One identified seven MCP-server bugs behind about $499,000 a year in wasted tokens, roughly 12,000 engineering hours a year of agent wait time, and 1,409 tool errors in 24 hours. Genie One ranked the fixes, and a coding agent helped close them within an hour.
Administrators can manage models, tools, policies and budgets in Unity Gateway while developers keep using Claude Code, Codex, OpenCode and other coding agents. One configuration update is applied across supported agents.
On OpenCode v2, OpenChamber 2.0 makes saved skills, agents, MCP servers, and plugins take effect immediately. The release also adds Code Mode, web search cards, and a stats page.
Teams in ChatGPT, Claude, Cursor, or custom agents can use one interface to access structured and unstructured data, insights, and answers from Genie One, grounded in governed business context from Genie Ontology.
elvis (@omarsar0) shared a paper on EvoOntology, a self-evolving ontology layer for data agents served as an MCP server. The post says DDR-Bench accuracy rises 17.8 points on average across six backbones, including 26.7 points for GPT-5.5, and BIRD execution accuracy rises 7.4 points.
