// tag
#Python
6 posts
Azure SDK June 2026: Why Monthly Changelogs Are Strategic, Not Administrative
The June Azure SDK release highlights a broader reality: teams that operationalize monthly SDK cadence gain compounding advantages in reliability, security, and feature adoption.
The Real Agent UX Win Is Safe Autonomy, Not Maximum Autonomy
File access, approvals, and memory design are the practical triad for trustworthy agent behavior in production.
Agent Framework Orchestrations 1.0: Choose Coordination Patterns, Not Plumbing
With orchestration patterns now stable across Python and .NET, teams can standardize multi-agent coordination semantics instead of hand-rolling workflow control logic.
CodeAct in Agent Framework: How to Cut Your Agent's Latency in Half
CodeAct collapses multi-step tool chains into a single sandboxed code block — cutting latency by 52% and token usage by 64%. Here's what it means for your agents and when to reach for it.
Where Does Your Agent Remember Things? A Practical Guide to Chat History Storage
Service-managed or client-managed? Linear or forking? The architectural decision that shapes what your AI agent can actually do — with code examples in C# and Python.
azd Hooks in Python, TypeScript, and .NET: Stop Fighting Shell Scripts
The Azure Developer CLI now lets you write hooks in Python, JavaScript, TypeScript, or .NET. No more context-switching to Bash just to run a migration script.