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multi-agent workflows

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Tencent Cloud Developer
Tencent Cloud Developer
Sep 17, 2026 · Artificial Intelligence

Slashing Token Costs in Multi-Agent Workflows: Context Lifecycle & Batch Editing

Tencent's DevFlow multi-agent system cut token usage by 25–42% on a real 6-interface task by shortening context lifecycles with ephemeral code-exploration agents, progressive template loading, and a transactional replace_batch tool that merges multiple file edits into a single model round-trip.

DevFlowLLM engineeringagent orchestration
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Slashing Token Costs in Multi-Agent Workflows: Context Lifecycle & Batch Editing