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Thread core positioning terms into existing sentences: - Add "runtime authority for autonomous agents" (Section 4 intro) - Use "bounded exposure" instead of "budget exposure" (Section 1) - Use "hard limit" instead of "outer bound" (Section 3, closing) - Add "enforcement before the action, not observation after" (closing) https://claude.ai/code/session_01CnvS6DLuYwRTjHdDYsnebk
- Update title: "Bounding" → "for" (more natural, same SEO) - Add paragraph distinguishing checkpoint replay vs node retry vs SDK retry — three layers that compound cost differently - Replace LangChain-level callback example with StateGraph code showing nodes, edges, checkpointer, and inline comments marking exactly where on_llm_start/on_llm_end fire within a node function - Replace run_branch() pseudocode with graph.add_node() per branch, each with its own budget-scoped model instance - Rewrite Section 4 intro: "reservation boundary sits at the model call, not at the graph edge" https://claude.ai/code/session_01CnvS6DLuYwRTjHdDYsnebk
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Title: "Bounding" → "for" — reads naturally, same SEO keyword structure.
New paragraph (Section 2.2): Explicitly distinguishes the three retry layers — SDK retries (replay HTTP call), node retries (replay node function body), graph retries (resume from checkpoint). Each compounds the cost of the layers below it.
Section 4 rewrite:
StateGraph,add_node,add_edge,START/END,compile(checkpointer=MemorySaver())— real LangGraph APIson_llm_start/on_llm_endfire within a node functiongraph.add_node()per branch with scoped model instances instead of pseudocoderun_branch()