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Merge remote-tracking branch 'origin/master' into worktree/dsbench-patch

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Yichen Jiang
2026-07-19 21:46:17 +08:00
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packages/examples/cli-demo/README.md
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@@ -55,9 +55,17 @@ The headless-agent leaf supplies local bash, filesystem, skill, subagent, workfl
### One-shot task turn
**What the model sees**: The positional task becomes one user message. Through `dsh-agent-spine-demo`, the top-level agent also receives configured workspace instructions and persona, the skill catalog, visible tool schemas, and retained tool results needed for later steps in the same turn.
#### What the model sees
**Token effect**: The task, prompt sections, tool schemas, assistant output, and tool results consume tokens on each model step. JSON event streaming and final rendering add no model tokens; delegated child work has its own model usage and is not included in the parent result's `usage` total.
The positional task becomes one user message. Through `dsh-agent-spine-demo`, the top-level agent also receives configured workspace instructions and persona, the skill catalog, visible tool schemas, and retained tool results needed for later steps in the same turn.
#### Token effect
The task, prompt sections, tool schemas, assistant output, and tool results consume tokens on each model step. JSON event streaming and final rendering add no model tokens; delegated child work has its own model usage and is not included in the parent result's `usage` total.
#### KV Cache effect
Tool-round history is append-only while the one-shot agent's prompt, schemas, model route, and session prefix remain fixed. Changing that composition establishes a different request prefix; JSON output mode has no cache effect.
## Known Limitations and Deferred Work