The public preview connects Copilot to desktop applications on macOS and Windows, with application permissions and record-level verification doing different jobs.
Bigtable joins Google’s Data Agent Kit. An illustrative rollout investigation shows why retained cell versions need an application-level evidence check.
API Gateway now supports API keys for MCP tools/list. Discovery and execution keep separate authentication rules, and the MCP feature remains in Preview.
Power and cooling affect the work a GPU pool can sustain. Device signals, request completions and queue growth help distinguish a physical limit from a workload change.
Counters, gauges and distributions preserve different information. A misleading latency trend shows why the counted requests matter as much as the chart.
PulsarLM removes low-attention pages rather than summarizing them. A synthetic archive-retention case explains what a local agent’s recall trial must inspect.
What a model does when you ask a question, how we got here, and how to choose between local and hosted inference without confusing fast text with useful work.
Test selective recall, corrected state, tool-failure recovery, clarification, and the independent destination result before trusting a long-running agent.