Clear lessons on AI workflows, engineering, and digital products
DeepSeek's V4.1-Flash release shows why LLM model names, cache economics, and alias migration windows need to be treated as production API contracts.
Google Cloud's API Gateway MCP preview lets teams expose selected REST operations as agent tools directly from OpenAPI 3.x, with gateway-level auth and sharp preview limits.
GitHub Actions cache-mode turns dependency cache restore and save rights into explicit workflow permissions, reducing cache poisoning risk in CI pipelines.
OpenAI's new Agents API exposes the Codex harness as a managed API for durable sessions, sandboxed execution, MCP tools, compaction, and subagent orchestration.
MCP Python SDK 2.2.0 turns remote MCP deployment assumptions into stricter defaults for redirects, OAuth discovery, token audience checks, and legacy Streamable HTTP sessions.
