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Concepts

Context and Tool Orchestration medium

Type
concept
Tags
ai-agents developer-workflow web-infrastructure
Confidence
medium
Created
2026-08-09
Updated
2026-08-09
Sources
raw/articles/unrolling-the-codex-agent-loop-openai-23c031a29478.md, raw/articles/introducing-advanced-tool-use-on-the-claude-developer-platform-anthropic-eafa6e2f9f22.md, raw/articles/lance-martin-on-x-give-claude-a-computer-x-9c0bde861b48.md, raw/articles/how-i-use-every-claude-code-feature-by-shrivu-shankar-d17dd748ec8f.md, raw/articles/this-prompt-could-have-been-a-function-by-yair-morgenstern-nov-2025-medi-eded3eec8e7e.md

Context and Tool Orchestration

The corpus treats context as a limited control resource rather than a passive transcript. The common goal is to keep deterministic work out of model reasoning, reveal tools progressively, retain only useful intermediate state, and preserve enough observability for a person or evaluator to assess the result.

Synthesis

  • Prompt caching, compaction, repository instructions, and document-and-clear workflows address context growth across multi-step work. [src] [src]
  • Tool Search and programmatic tool calling defer schemas or filter intermediate results, while deterministic data fetching can be implemented as ordinary code before the model handles ambiguity. [src] [src]
  • Programmatic orchestration creates new control surfaces for concurrency, guardrails, and result filtering, but it also moves more behavior into code that must be observable and testable. [src]

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