Getting Started
Knowledge Base
The Knowledge Base module is responsible for vector search, Graphify knowledge graph construction, PageIndex indexing, hybrid search and other knowledge management and AI question answering capabilities.
v3.1.7 (Latest)
Release Date: 2026-08-28 | Base Version: v3.1.6
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-08-28 |
| Version | v3.1.7 |
| Base Version | v3.1.6 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Personal Wiki | 1. Improved the import, organization, query and Q&A flow for personal Wiki materials 2. Users can quickly locate related content around Wiki materials and continue asking questions |
| Project Knowledge Base | 1. Added material query support for two project knowledge bases: PPB642 Lovely, PPB850 synergy 2. Supplemented query materials for two project knowledge bases: PPB745 SOATool, PPB800 Syzygium |
| Cloud Retrieval | 1. Support querying uploaded project materials from the cloud knowledge base 2. Query results retain the original material source, facilitating users to open the original text and continue confirmation |
2.2 Changes
| Module | Details |
|---|---|
| Material Query | 1. Unified the usage of personal Wiki, project knowledge base and cloud knowledge base 2. Optimized query result organization, facilitating users to directly view related materials and sources |
| Release Materials | 1. Unified the archiving method of project materials, question sets, query results and reports 2. Supplemented this week's project knowledge base usage verification materials, facilitating continuous use in subsequent versions |
2.3 Removed
| Module | Details |
|---|---|
| None | No formal features removed in this version |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Wiki Usage Flow | 1. Fixed the issue of incomplete connection between some Wiki material import and query flows 2. Improved usage consistency between different Wiki material entries |
| Material Synchronization | 1. Fixed the issue of inconsistent archiving paths for some project materials 2. Improved source retention for local and cloud query results, facilitating users to trace back to the original text |
v3.1.6
Release Date: 2026-08-21 | Base Version: v3.1.5
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-08-21 |
| Version | v3.1.6 |
| Base Version | v3.1.5 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Knowledge Page Query | 1. Added an independent query entry for knowledge page materials; users can directly locate candidate articles around LLM Wiki, Karpathy Wiki or Agent Wiki materials and continue Q&A2. Support candidate retrieval based on wiki document original text, facilitating quick viewing of related knowledge page content |
| Project Knowledge Base Evaluation | 1. Added 100-question recall evaluation materials for seven project knowledge bases: PPB685 Graceful, PPB687 academic, PPB715 Energy, PPB718 sandalwood_3M0A, PPB727 decent2024, PPB749 DreamCarStudio-DigitalCar, PPB802 Ocean 2. Evaluation results are uniformly synchronized to kgcase_report, facilitating viewing question sets, hit results, run records and reports by project |
| Recall Recovery & Synchronization | 1. Added stability hardening for the recall evaluation recovery pipeline, reducing manual sorting cost when rerunning after interruption 2. Strengthened the evaluation result copying and release process, ensuring question sets, reports and run records remain consistent |
2.2 Changes
| Module | Details |
|---|---|
| Build Stability | 1. Hardened Chroma persistence validation, covering index files, element count and reopen query checks 2. Optimized exception handling after index build, reducing the risk of incomplete index files being misjudged as successful |
| Retrieval Result Output | 1. Kept original hit context and final answer generation separated in local retrieval and distribution flows, facilitating users to view original evidence 2. Optimized source aggregation and result output structure, reducing duplicate information in the retrieval pipeline |
| Operation Instructions | 1. Supplemented the knowledge page independent query entry and related instructions, unified the usage of different knowledge base paths 2. Updated recall evaluation and release process instructions, facilitating subsequent versions to synchronize materials along unified paths |
2.3 Removed
| Module | Details |
|---|---|
| None | No formal features removed in this version |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Evaluation Synchronization | 1. Fixed unstable source file handling during recall evaluation result copying and recovery, ensuring reports, question sets and run records are synchronized completely 2. Fixed issue of inconsistent paths of some evaluation artifacts requiring manual completion during release archiving |
| Index Persistence | 1. Fixed Chroma persistence validation boundary conditions, improving queryability of reopened indexes under Windows environment 2. Fixed issue of insufficient validation information in some build flows, facilitating locating index persistence exceptions |
v3.1.5
Release Date: 2026-08-14 | Base Version: v3.1.4
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-08-14 |
| Version | v3.1.5 |
| Base Version | v3.1.4 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Project Knowledge Base Evaluation | 1. Added 100-question recall evaluation materials for seven project knowledge bases: PPB682 decent, PPB687 academic, PPB715 Energy, PPB727 decent2024, PPB737 Citrus, PPB783 soul, PPB836 Realization 2. Evaluation results are uniformly synchronized to kgcase_report, facilitating users to view question sets, hit results, run records and reports by project |
| RAG Workbench Reports | 1. Added RAG workbench evaluation reports and HTML details for two knowledge bases: herdsman and starry2 2. Both knowledge bases completed 100-question verification, with document hit Recall@5 both at 100.00% |
| Knowledge Graph Prompts | 1. Support specifying custom prompts during knowledge graph construction, facilitating different projects to adjust graph extraction focus by material type 2. Retain the default graph construction entry; when not specified by users, the standard behavior continues to be used |
2.2 Changes
| Module | Details |
|---|---|
| Recall Evaluation Process | 1. Optimized the recall evaluation script, supporting synchronizing project evaluation results to the unified report directory 2. Improved question set optimization, evaluation record copying and report rendering flows, reducing manual sorting path differences |
| Build Stability | 1. Hardened Chroma persistence validation, covering HNSW files, index element count and reopen query checks 2. Optimized validation failure handling after index build, reducing the risk of incomplete index files being misjudged as successful |
| Retrieval Result Output | 1. Optimized result deduplication, source aggregation and output structure in local retrieval and distribution flows 2. Kept retrieval context and final answer generation separate, facilitating users to view original hit evidence |
2.3 Removed
| Module | Details |
|---|---|
| None | No formal features removed in this version |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Evaluation Data Synchronization | 1. Fixed unstable source file handling issue during recall evaluation result copying, ensuring reports, question sets and run records are synchronized completely 2. Fixed issue of inconsistent paths of some evaluation artifacts requiring manual completion during release archiving |
| Index Persistence | 1. Fixed Chroma persistence validation boundary conditions, improving queryability of reopened indexes under Windows environment 2. Fixed issue of insufficient validation information in some build flows, facilitating locating index persistence exceptions |
v3.1.4
Release Date: 2026-08-06 | Base Version: v3.1.3
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-08-06 |
| Version | v3.1.4 |
| Base Version | v3.1.3 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Knowledge Graph Capability | 1. Added explicit knowledge graph construction and query entry; when users explicitly need a graph, they can build a graph independently and query by graph, vector or hybrid mode 2. Added a graph directory in knowledge base artifacts, facilitating entity-relationship queries in addition to original document retrieval |
| Project Knowledge Base Evaluation | 1. Added 100-question recall evaluation materials for two project knowledge bases: PPB737 Citrus and PPB783 soul 2. Both projects retain question sets, retrieval results, execution records and reports, facilitating subsequent review and horizontal comparison |
| Upload & Release Process | 1. Supplemented instructions for uploading a knowledge base by current working directory or specified project 2. Supplemented overwrite update, post-upload activation and knowledge base marketplace package generation flows, facilitating knowledge base delivery and reuse |
2.2 Changes
| Module | Details |
|---|---|
| Build Process | 1. Support batch-based build and resume after interruption, reducing duplicate processing cost after large knowledge base build failure 2. Enhanced index persistence check after build completion, and compatible with knowledge base construction under Windows Chinese paths |
| Retrieval & QA Process | 1. Adjusted local retrieval output to first return raw hit context and source information, then Skill organizes the final answer according to unified specification 2. Optimized retrieval result deduplication, source aggregation and cloud knowledge base source link display, facilitating user traceability to original materials |
| Runtime Configuration & Logs | 1. Unified runtime configuration reading order, prioritizes SDW global settings, and retains project configuration and environment variable fallback 2. Optimized build log and input file display, reducing interference from long lists and progress output on user result checking |
2.3 Removed
| Module | Details |
|---|---|
| Old Retrieval Entry Cleanup | 1. Cleaned up old single-file retrieval entry, consolidated retrieval calls to current query command and dispatch flow 2. Removed unnecessary retrieval intermediate output, reducing execution differences caused by script entry mixing |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Build Stability | 1. Fixed issue of continuing execution after incomplete index file persistence in some environments 2. Fixed issue of possible failure when building vector index under Chinese paths |
| Retrieval Stability | 1. Fixed issue of still triggering local model validation when only retrieving cloud knowledge base 2. Fixed several boundary issues in retriever cache, result sorting and source information display |
v3.1.3
Release Date: 2026-07-31 | Base Version: v3.1.2
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-07-31 |
| Version | v3.1.3 |
| Base Version | v3.1.2 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Evaluation Workbench | 1. Added rag-eval-workbench knowledge base evaluation Skill, supports generating evaluation sets based on source evidence, executing TopK retrieval and outputting HTML/JSON reports2. Added KMS 100-question evaluation samples, report contracts and LLM judge reference materials, unifying subsequent knowledge base evaluation artifact format |
| Project Knowledge Base Evaluation | 1. Added Top5 recall evaluation reports for two project knowledge bases: PPB745 SOATool and PPB748 Elegant 2. Added build and evaluation artifacts for pdc-ii and delight knowledge bases, and supplemented RAG workbench reports for clearly, surmounter and tuberose |
| Statistics Dashboard | 1. Added knowledge base work summary HTML, owner configuration and knowledge base capability inventory materials 2. Added this week's capability curve, statistics for 7 knowledge bases by main metrics, current cumulative average is 88.00% |
2.2 Changes
| Module | Details |
|---|---|
| Evaluation Report Format | 1. Unified rag_eval_report_top5.html and rag_eval_report_top5.json output, supplemented Doc Hit@K, Chunk Recall@5, MRR@5 and Answer Token F1 metrics2. Adjusted report structure for clearly, surmounter, tuberose, pdc-ii and delight, facilitating horizontal comparison and subsequent trend tracking |
| Retrieval & Evaluation Pipeline | 1. Integrated BM25/vector hybrid retrieval evaluation pipeline, and organized metric change summary for three types of knowledge bases 2. Packaged project evaluation CSV to aikokg-build-recall-eval, supplemented source selection and recall evaluation instructions |
| Build Optimization | 1. Added PPB745 build duration, token consumption and recall impact quality constraint optimization verification 2. Added metadata inference cache optimization verification, incremental build can reuse cache to reduce duplicate LLM inference |
2.3 Removed
| Module | Details |
|---|---|
| Old Evaluation Artifact Cleanup | 1. Cleaned up historical directories in milestone knowledge base test report V1 that have been replaced by new statistics entry 2. Removed old render_kb_eval_html.py and expired data format analysis/filter scripts, consolidated to new evaluation workbench and build flow scripts |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Report Metrics | 1. Fixed issue of missing Top5 metrics, HTML details and JSON results in some evaluation reports 2. Improved knowledge base effect change tracking and detail table display, reducing metric misalignment during manual summary |
| Build Stability | 1. Fixed time and token waste issue caused by duplicate inference in metadata incremental build scenario 2. Optimized handling of low-value inputs such as duplicate JSON/Markdown and lockfile, reducing build noise while keeping recall quality controllable |
v3.1.2
Release Date: 2026-07-24 | Base Version: v3.1.1
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-07-24 |
| Version | v3.1.2 |
| Base Version | v3.1.1 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Runtime Configuration | 1. Added aikokg runtime configuration externalization capability, unified management of cloud addresses, models, build parameters and retrieval parameters2. Added cloud service address fallback mechanism, supports switching to backup base url when default service is unavailable |
| Recall Evaluation | 1. Added Top5 recall reports for four project knowledge bases: PPB681, PPB717, PPB729, PPB800, each includes 100 cases of questions.jsonl, results.json, report.md and run_manifest.json2. Added unified QA evaluation reports for clearly, surmounter and tuberose knowledge bases, supplemented Recall@1, Recall@5, Token F1 and insufficient evidence statistics |
| Data Analysis | 1. Added raw data format analysis scripts and result files for projects such as clearly, surmounter, tuberose, KCarOS-AD, Elegant 2. Added knowledge base build statistics summary, providing data basis for subsequent multi-project build strategies and thread parameter optimization |
2.2 Changes
| Module | Details |
|---|---|
| Build & Retrieval Pipeline | 1. Refactored knowledge base build, parsing, indexing, retrieval and routing flows, optimized multi-module collaboration 2. Optimized dynamic thread, build statistics, hybrid retrieval and local retrieval logic, reducing multi-project build and retrieval configuration cost |
| Cloud & Source Links | 1. Adjusted aikokg default configuration, prioritizes reading SDW runtime settings2. Supported KMS DingTalk source links, improved availability of retrieving back to original materials |
| Evaluation Output | 1. Adjusted evaluation report output format, consolidated multi-knowledge base evaluation reports to kgcase_report unified entry2. Updated project recall reports and evaluation question sets, kept report, result and test question paths consistent |
2.3 Removed
| Module | Details |
|---|---|
| Historical Demo Cleanup | 1. Cleaned up skills/hmi_demo historical demo project and expired PageIndex intermediate results2. Cleaned up old Graphify and vector recall temporary test artifacts under milestone directory, avoiding mixing with current formal evaluation entry |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Build Process | 1. Fixed print and statistics variable name errors in build.py2. Fixed several boundary issues in build, parsing, indexing and local retrieval flows after evaluation question optimization |
| Configuration Stability | 1. Fixed runtime configuration priority issue, ensuring SDW settings take effect 2. Fixed base url reading and fallback handling in cloud retrieval, upload and routing, reducing environment switching failure risk |
v3.1.1
Release Date: 2026-07-17 | Base Version: v3.1.0
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-07-17 |
| Version | v3.1.1 |
| Base Version | v3.1.0 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Local Knowledge Base Skill | 1. Added complete local knowledge base build and retrieval skill package, and consolidated aikokg-new into the formal aikokg skill directory2. Added local knowledge base QA generation capability, completing build, retrieval, registration, upload and release script pipeline |
| Evaluation & Demo | 1. Added milestone knowledge base multi-project evaluation question sets, result files and summary reports 2. Added HMI data parsing work report, and attempted to enhance MinerU parsing flow via agent |
| Planning Materials | 1. Added Q3/Q4 scheduling, asset assessment and construction metric review materials for project knowledge bases in the past three years 2. Added NAS project knowledge base archive asset list and assessment details |
2.2 Changes
| Module | Details |
|---|---|
| Build Process | 1. Unified embedding build mode, adjusted build, indexing, parsing, metadata and main entry scripts 2. Optimized parallel parsing, loading thread count and embedding batch configuration, improving local build throughput |
| Skill Release | 1. Adjusted skill release default visibility to public 2. Updated operation instructions, supplemented Tsinghua pip source installation command and fixed QA routing rule description |
| Evaluation Results | 1. Updated evaluation results for ASPICE, FCSM, KMS, Trollius, Sprout, Ascension, koi and other knowledge bases 2. Adjusted manual recall evaluation report structure, removed redundant statistical fields and organized test report baselines |
2.3 Removed
| Module | Details |
|---|---|
| Historical Directory Cleanup | 1. Removed old scattered skills/aikokg submodule directories, switched to unified skill directory maintenance2. Cleaned up expired manual test set JSON and old evaluation report intermediate files |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Configuration & Release | 1. Fixed subprocess output encoding and null value handling issues in publish_skill.py2. Added SDW settings support, and updated OpenAI API base address configuration |
| Parsing Stability | 1. Added PDF parser warning suppression, reducing parsing log noise 2. Fixed embedding batch default value and path description, reducing build and release configuration misuse |
v3.1.0
Release Date: 2026-07-03 | Base Version: v3.0.6
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-07-03 |
| Version | v3.1.0 |
| Base Version | v3.0.6 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Knowledge Base Upload & Registration | 1. Added local knowledge base build result upload to cloud service capability 2. Registration process supports automatic SKILL.md generation, and supplements skill reference and operation instructions |
| Parsing & Demo | 1. Added Excel file parsing support, and synchronously adjusted default chunk configuration 2. Added HMI PageIndex illustrated QA demo and V2 frontend, QA service, PageIndex build logic |
2.2 Changes
| Module | Details |
|---|---|
| Agentic RAG | 1. Refactored knowledge base routing and retrieval logic, supports directly specifying knowledge base scope 2. Adjusted HTTP API, MCP, Streamlit entry and registry initialization flow, removed old self-test data dependencies |
| Retrieval Pipeline | 1. Optimized local retrieval flow, vector retriever and keyword retrieval collaboration 2. Unified skill script root directory to skills, fixed upload exclusion directory and retrieval configuration |
| Planning & Documentation | 1. Added 2026 Q3 knowledge base milestone planning, weekly OKR and prompt formulation summary 2. Updated KMS knowledge base metadata file path, operation instructions and skill reference documentation |
2.3 Removed
| Module | Details |
|---|---|
| Agentic RAG Historical Dependencies | 1. Removed old kb_registry sample library files2. Removed historical selftest data and old self-test scripts, consolidated to new registry and interface verification flow |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Path & Default Configuration | 1. Fixed path handling logic in upload knowledge base interface 2. Fixed OPENAI_LLM_METADATA_MODEL default value description, and updated KMS metadata path references |
| Retrieval Stability | 1. Fixed some retrieval configuration and distribution flow issues 2. Optimized local retrieval fallback and knowledge base scope control, reducing routing misselection risk |
v3.0.6
Release Date: 2026-06-26 | Base Version: v3.0.4
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-06-26 |
| Version | v3.0.6 |
| Base Version | v3.0.4 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Unified Evaluation & Samples | 1. Added kg_case project knowledge base unified evaluation samples and latest fixed result entry2. Added Trollius PageIndex local evaluation script and 100-question evaluation result output |
| Skill & Demo | 1. Added complete local knowledge base skill package, knowledge base agent API service and project entry documentation 2. Added DOCX document RAG application demo based on LlamaIndex |
2.2 Changes
| Module | Details |
|---|---|
| Retrieval Pipeline | 1. Refactored local retrieval logic, split vector retrieval and keyword retrieval paths 2. Enhanced cloud health detection and fallback mechanism, kept retrieve_dispatch.py as unified distribution entry |
| Build & Process | 1. Optimized knowledge base build flow, configuration and project knowledge base processing flow 2. Updated aikokg documentation, Skill constraints and weekly sync flow instructions |
2.3 Removed
| Module | Details |
|---|---|
| Evaluation & Intermediate Artifact Cleanup | 1. Cleaned up expired evaluation reports and conversion-generated historical intermediate files 2. Cleaned up irrelevant test data, consolidated weekly sync archive entry |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Preprocessing & Parsing | 1. Optimized incremental update, batch concurrency and parsing flow, fixed stability issues in knowledge base processing pipeline 2. Fixed several exception scenarios in modified document update and preprocessing flow |
v3.0.4
Release Date: 2026-06-12 | Base Version: v3.0.3
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-06-12 |
| Version | v3.0.4 |
| Base Version | v3.0.3 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Incremental Build | 1. Added document-level incremental build and incremental update workflow 2. Added incremental_state.json state recording, supports new and deleted document identification |
| Retriever | 1. Added PageIndex retriever structure and local search capability 2. Enhanced page-level index construction, query examples and industry professional capability research |
2.2 Changes
| Module | Details |
|---|---|
| Registration Process | 1. Added kb_root and source_root configuration fields to knowledge base registration process2. Unified build mode and registration process, simplifies self-testing and default behavior |
| Interface Updates | 1. Updated cloud search interface address, request path and tool name 2. Updated path configuration, default behavior and standard customer problem responses for aikokg-related documentation |
2.3 Removed
| Module | Details |
|---|---|
| None | None |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Path & Configuration | 1. Fixed inconsistent cloud knowledge base request path and tool name 2. Optimized PageIndex search skill, skill port configuration and document structure |
v3.0.3
Release Date: 2026-06-05 | Base Version: v3.0.2
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-06-05 |
| Version | v3.0.3 |
| Base Version | v3.0.2 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Build Scripts | 1. Added three types of knowledge base build scripts: PageIndex, Graphify, vector library 2. Added unified parsing and preprocessing capabilities from Office/PDF to Markdown |
| Search Capability | 1. Added local/cloud knowledge base routing, distribution and query capabilities 2. Added LLM routing decision, hybrid search and cloud HTTP search invocation capabilities |
2.2 Changes
| Module | Details |
|---|---|
| Metadata Specification | 1. Unified knowledge base metadata file naming to metadata.json2. Enhanced register_kb registration process, supplements frontend manifest generation and metadata interface self-test |
| Documentation Updates | 1. Updated aikokg skill description, user manual and cloud search rules 2. Fixed packaging paths, naming rules and checklists in weekly sync Skill |
2.3 Removed
| Module | Details |
|---|---|
| None | None |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Parsing & Building | 1. Fixed Markdown outer code block wrapping, process document mis入库 and parsing fallback issues 2. Optimized Graphify CLI automatic installation, PageIndex batch processing and directory filtering logic |
v3.0.2
Release Date: 2026-05-29 | Base Version: v3.0.1
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-05-29 |
| Version | v3.0.2 |
| Base Version | v3.0.1 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Metadata Interface | 1. Added knowledge base metadata acquisition interface capability 2. Added MCP metadata self-test script and documentation |
| Routing Evaluation | 1. Added intelligent hybrid routing hit rate evaluation results 2. Supplemented knowledge base management instructions and maintenance materials |
2.2 Changes
| Module | Details |
|---|---|
| Release Process | 1. Updated weekly sync Skill release process and checklist 2. Clarified Release Note, test archiving and agentic_rag packaging rules |
| Patent Documentation | 1. Completed patent disclosure for knowledge base cloud management and local collaboration solution 2. Completed patent disclosure for adaptive selection construction scheme based on data source characteristics |
2.3 Removed
| Module | Details |
|---|---|
| None | None |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Version Alignment | 1. Regularized v3.0.2 release product path and naming 2. Corrected version alignment relationship between package, archive and Release Note |
v3.0.1
Release Date: 2026-05-27 | Base Version: v3.0.0
1. Overview
| Item | Content |
|---|---|
| Release Date | 2026-05-27 |
| Version | v3.0.1 |
| Base Version | v3.0.0 |
2. Release Notes
2.1 New Features
| Module | Details |
|---|---|
| Test Framework | 1. Added knowledge base algorithm test report 2. Added five types of solution test indexes: vector-db, Graphify, GraphRAG, HybridQA, PageIndex 3. Added PageIndex high recall and RAGAS low cause analysis |
| Archive Management | 1. Generated v3.0.2 test case archive package 2. Generated v3.0.2 test report archive package |
2.2 Changes
| Module | Details |
|---|---|
| Directory Specification | 1. Unified active research workspace to knowledge-base-research/2. Unified archive root directory to archive/3. Archive materials are usually manually migrated every Friday |
| Rule Synchronization | 1. Synchronized team AGENTS rules 2. Does not force all results to additionally output Markdown 3. Prioritizes directory specification when generating content |
2.3 Removed
| Module | Details |
|---|---|
| None | None |
2.4 Bug Fixes
| Module | Details |
|---|---|
| Path References | 1. Fixed old path references from docs/... to archive/... in documentation2. Cleaned up invalid paths in active workspace related_files |