Staging - #396
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Added constants for body chunk types that can own Root-parked assets in the serving manifest and navigation modules. Updated relevant logic to utilize these constants for improved clarity and maintainability. Enhanced documentation in the CORPUS_SCHEMA to reflect the ownership rules of body chunks.
Updated the README to reflect the new Knowhere 2.0 branding. Enhanced the retrieval server by integrating corpus tools for improved functionality and backward compatibility. Introduced a character budget for evidence text across various tools, ensuring consistent output limits. Refactored agent tools to utilize shared snippet building logic, improving code maintainability and reducing duplication. Added support for a new agentic routing mechanism to facilitate exploration through the agent_explore path.
Enhanced the agent exploration logic by implementing a two-phase fix for stale tool-message collapsing, ensuring efficient message management across turns. Introduced a fallback mechanism for trajectory references, allowing the system to utilize previously read content when no current references are available. Updated documentation to clarify the requirements for `refs` when calling `{FINISH_TOOL_NAME}` and refined the handling of tool messages to prevent unnecessary resends, optimizing performance and clarity in the exploration process.
Added support for the Cursor SDK as an alternative harness for agent exploration. Introduced a new optional dependency, `cursor-sdk`, and updated the agent exploration logic to allow switching between OpenAI-compatible and Cursor SDK providers. Enhanced the `debug_agent_explore_episode` script to accept a `--harness` argument for selecting the desired harness. Updated relevant documentation and configuration to reflect these changes, ensuring clarity on the new harness integration.
…ath resolution Updated the agent exploration logic to include a budget status line in tool observations, allowing the model to self-regulate based on remaining budget. Improved section path resolution by integrating a new method for handling ambiguous paths and ensuring accurate references during retrieval. Enhanced documentation to clarify the behavior of the `read` tool regarding section paths and added notes for better guidance on recall tool usage.
Archive map-nav out of the live path, keep shared scoring for classic BM25 and corpus.recall, drop the FTS fallback and unused chunk tsvector columns, and use cursor_sdk unless use_agentic is false. Co-authored-by: Cursor <cursoragent@cursor.com>
perf: reuse isolated OCR runner
feat(retrieval): default to agent explore and retire map-nav
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Addresses the remaining code-scanning comments from the main->staging PR #396 (alerts 417-419 were already fixed on main by b6a95a8/7a0a51b8): - harness/base.py: replace the ineffectual "..." ellipsis placeholder in the Harness Protocol with "raise NotImplementedError", matching the convention used by other Protocols in this repo (CodeQL: statement has no effect). - agent_tools/__init__.py: perform the tools side-effect import (which registers every corpus.* tool via @register_tool) here, so any consumer importing a name from this package is guaranteed a fully populated REGISTRY; list "_tools" in __all__ as a deliberate re-export. - drop the now-redundant per-consumer side-effect imports of "agent_tools.tools" in dynamic_tools.py, cursor_harness.py, and openai_harness.py (CodeQL: unused import). Removing them outright would have broken tool registration - REGISTRY.all() would be empty.
…ments fix: clear CodeQL alerts on agent_tools tool registration
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