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#context-window-management

Posts tagged with context-window-management

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Agentic loop token costs compound across turns as static payloads and conversation history are re-sent on every API call.

Engineering • Aug 07, 2026 •12 min read

Agentic Loop Token Costs Are an Architecture Problem

Agentic loop token costs come from context accumulation, tool bloat, and retries. Learn to map hidden API waste before downgrading your model.

#agentic-loop-token-costs #llm-api-token-optimization +6

Abstract visualization of llm agent scaffolding showing structured layers that organize and constrain software logic.

Engineering • Jul 11, 2026 •13 min read

How LLM Agent Scaffolding Fixes Failing Code Review Agents

LLM agent scaffolding constrains what models see and call. Learn why GitHub Copilot code review regressed with more tools and how routing helps.

#llm-agent-scaffolding #agentic-workflow-failures +6