Closes #2848. - dsh-llm 新增 LlmAdapter.imageRequestPricing 同步钩子与 LlmImageRequestPricing/LlmImageRequestPrice 词汇,ctx.llm 按路由解析 - llm-deepseek 用官方公布的 v4 视觉计算器逐句移植(14px patch、3:1 降采样、384 上限、最坏对齐 pad)实现该钩子,复现请求投影的最旧优先 offload 与像素预算缩放;纯几何 requestImageDimensions 上移到 dsh-attachment - token-meter 表层 fold 存储与路由无关的节点事实,measure() 按生效 envelope 的路由为图片出现处定价;锚点存快照并按同一路由重定价;TokenSurfaceNode 同时携带路由价 tokens 与固定启发式 heuristicTokens - compaction 触发、保留与选段读取同一套路由价,记录的 shadowedTokenCount 保持启发式以维持 O(1) 投影 fold 一致 - llm-replay 支持按模型的 imageRequestTokens 声明;新增 keyless 的 image-compaction ACP 快照场景端到端验证装配应用
Examples
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Runnable demonstrations of the main DeepSeek Harness interfaces and extension points. Each child directory owns its configuration, prerequisites, commands, and detailed behavior.
mcp-memory
Optional overlays that connect supported third-party memory servers through the generic MCP client. See the memory example reference.
headless-agent
A non-interactive agent that accepts one task, runs it, and emits a selected machine-readable or human-readable output format. See the headless example reference.
python-sdk-agent
An unattended coding agent driven through the Python SDK and JSON-RPC. See the Python SDK agent reference.
web-cordis
A self-referential agent that can inspect and change its in-memory Cordis plugin tree. See the web-cordis example reference.
web-schedule
An opt-in Web overlay for durable, Session-local reminders. It supports positive whole-second after_seconds delays and absolute at targets through schedule_create, schedule_list, and schedule_delete; active reminders persist in the original Session, resume when that Session becomes live again, and do not run while it is cold. Run dsh web --patch examples/web-schedule/cordis.yml; see web-schedule/README.md for absolute-time authority, delivery, and recovery boundaries.
web-github-review
An opt-in Web overlay with a dedicated signed GitHub endpoint and a programmatic pull_request.ready_for_review rule. Matching deliveries create read-only review Sessions beneath the configured local Workspace; see web-github-review/README.md.
acp-agent
An Agent Client Protocol automation server for programmatic clients, with session, permission, and cancellation support. See the ACP example reference.