Claude Tag moves AI from DMs to shared team memory in Slack; success depends on access, audit, and noise management.
Agent ops are shifting from best‑effort logging to verifiable governance with cryptographic identity, confidential MCP, and stricter tool permissions.
BYOK and offline LLMs are now practical across Microsoft’s dev stack, with the SDK giving you the control plane to govern them.
Treat AI coding tokens like cloud costs: instrument, cap, and choose models intentionally—or they’ll quietly rival payroll.
Build agents as verifiable loops with clear stop conditions and start single‑agent by default.
Agents become dependable when they read from one source of truth and are forced to emit verifiable, schema-checked outputs.