GitHub Copilot can work in desktop apps with no useful API
A legacy console has no useful API. Follow a synthetic incident record from the right selection to a saved change, then see why stopping Copilot does not necessarily end its access.
Articles
Guides, news and explanations about AI and reliable systems.
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Data Agent Kit can find the old timeout. Did the service load the new one?
Follow one timeout setting from a Bigtable row into retained cell versions, then ask which value the running application actually loaded.
Google API Gateway adds API-key authentication for MCP discovery
API Gateway now supports API keys for MCP tools/list. Discovery and execution keep separate authentication rules, and the MCP feature remains in Preview.
Apigee adds model and MCP tool performance dashboards
Apigee separates model latency and token use from MCP tool traffic. Tool filters narrow a slow-assistant investigation, while proxy policies determine which charts populate.
Cloud Tasks lets each job carry its own retry settings
A fresh incident summary and a historical export can share a queue without sharing a retry lifetime. The handler still checks expiry and earlier results.
An SRE incident handoff in ChatGPT Space
A synthetic order-service incident follows a shared handoff through page edits, new findings and shift change, including the review and access work involved.
Pi.dev guide: the coding agent you can make your own
Meet Pi, the open-source terminal agent built for people who want to shape their tools. Learn its history, uses, setup, model choices, costs and customization.
Google API Gateway can start delivering an answer before it ends
The streaming preview can reveal model output sooner. A new gateway and whole-request deadlines determine whether the reader also receives the ending.
Read what GLM-5.3’s security scores actually count
Fifty completed attempts and a 61.1% graded score count different achievements. A hypothetical parser repair shows why a team needs more than a headline percentage.
Jev returns typed answers for routing and scoring tasks
Jev answers supplied questions with choices, scores and probabilities. A token-rotation ticket shows how those structured outputs can fit a support router.
CodeRabbit: how to use AI code review
CodeRabbit brings AI feedback into pull requests, editors and the CLI. A retry loop that exceeds its caller’s deadline shows the kind of finding that can repay review time.
OpenAI Dots carries maintenance tasks between conversations
A persistent assistant can gather context and prepare a dependency patch across conversations. The workspace and installed version determine what its test result means.