Agent Context Isolation
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Never Use TaskOutput
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See how to installReview the instructions the agent will receive before you install.
TaskOutput floods the main context window with agent transcripts (70k+ tokens).
NEVER use TaskOutput tool. Use Task tool with synchronous mode instead.
# WRONG - floods context
Task(run_in_background=true)
TaskOutput(task_id="...") // 70k tokens dumped
# RIGHT - isolated context, returns summary
Task(run_in_background=false) // Agent runs, returns summary
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Agent Context Isolation
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Agent Orchestration Rules
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Agentic Workflow Pattern
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Guide for integrating Agentica SDK with Claude Code CLI proxy
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Reference guide for Agentica multi-agent infrastructure APIs
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Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity
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