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Agentic Workflows

271 summarised stories about Agentic Workflows, each linking back to the original source. Browse all topics →

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Monday, 12 October 2026

Andrej Karpathy says only 5,000 people have seen what AI can really do

The New Stack 1 week ago 29 ● 2 sources

Andrej Karpathy said most people still do not understand what AI systems can do, and the gap is widening as only a tiny group has access to frontier capabilities. He estimated about 5,000 people have access to frontier systems inside the labs. As a result, enterprise software companies like Box are betting on agent swarms and workflow automation to bring more advanced AI into day-to-day business use.

Self-Compacting Language Model Agents

Apple Machine Learning Research 1 week ago 13

Self-compacting language model agents were proposed to prevent long agent traces from accumulating stale context that pushes earlier content out of the context window. The method, SELFCOMPACT, reports up to 18.1 point gains on math and uses 30–70% fewer tokens per question. It changes compaction from fixed token-interval summarization to a model-invoked summarization tool plus a lightweight rubric that decides when to summarize or suppress during trajectories.

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