DeepLearningAI

@Deeplearningai2 videos

Andrew Ng's teaching channel: the videos behind the Coursera machine-learning programmes, plus recorded events.

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Spec-driven development and local AI are a natural pair.

Spec-driven development is featured in the educational course on local AI. The concept was integrated into a video lesson featuring Andrew. Local AI and spec-driven development are characterized as a natural pairing. The featured offering is the AI Coding Workflows: From Cloud to Local course on DeepLearning.AI.

Aug 28, 2026Read summary

2:08

Your coding agent keeps solving the same problem

Standard coding agents often repeat the same problem-solving steps across fresh sessions because they lack memory of previous experiences. Repeatedly debugging identical issues causes AI agents to spend excess tokens, take more time, and recreate past errors. Behavioral adaptation allows agents to turn conversation traces, tool calls, and error fixes into reusable enhanced skills with human-in-the-loop approval. Knowledge adaptation uses code knowledge graphs tracking imports, function calls, past changes, and co-edits rather than relying solely on keyword search. Adaptive AI enables agents to learn continuously from their own earlier runs to improve future performance.

Aug 26, 2026Read summary