Home Tech & ScienceArtificial Intelligence (AI)GitHub Copilot CLI with Work IQ for Team Development | Satya Nadella posted on the topic

GitHub Copilot CLI with Work IQ for Team Development | Satya Nadella posted on the topic

by Delarno
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GitHub Copilot CLI with Work IQ for Team Development | Satya Nadella posted on the topic


GitHub Copilot is finally becoming truly Agentic – with memory!

Copilot is evolving from a single assistant into a collaborative system of agents – coding, code review, CLI, and more – that learn from each other across the entire development lifecycle.

The key shift?

Cross-agent memory.

Instead of starting from scratch every session, Copilot can now remember validated patterns in the repository (like API version sync rules or logging conventions) and reuse them across tasks – automatically, safely and securely.

What’s novel:

Memories are repository-scoped and opt-in

Each memory includes citations to code

Agents verify memories in real time before using them, avoiding stale or incorrect assumptions

Incorrect memories self-heal as code evolves

This is a strong example of agentic systems done right: cumulative learning, just-in-time verification, and real developer impact.

Read the full post from GitHub:



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