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Diffusion Model Article#11

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emilwareus wants to merge 6 commits intomainfrom
feat/improve-go-research-experience
Closed

Diffusion Model Article#11
emilwareus wants to merge 6 commits intomainfrom
feat/improve-go-research-experience

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…y classification

- Updated Go module to use Go 1.24.0 and upgraded golang.org/x/sys dependency to v0.38.0.
- Introduced structured insights extraction from search results in the SubResearcherAgent, capturing detailed findings and confidence scores.
- Enhanced SupervisorAgent to accumulate insights from sub-researchers and include them in the session results.
- Implemented a QueryClassifier to classify user intents (research, question, expand) based on natural language input, improving interaction with the REPL.
- Added new handlers for question answering from existing research and expanded session management features.
- Enhanced documentation to reflect new functionalities and usage instructions for insights and query classification.
… research capabilities

- Updated Go module to version 1.24.1 and added new dependencies for PDF, DOCX, and CSV analysis tools.
- Implemented `read_document`, `read_pdf`, and `read_docx` tools for extracting text from various document formats.
- Developed `analyze_csv` tool for exploratory data analysis on CSV files, including shape, column types, and summary statistics.
- Enhanced the `SubResearcherToolRegistry` to include new tools, improving the research agent's functionality.
- Updated prompts to document new tools and their usage, ensuring clarity for users.
- Added comprehensive unit tests for new tools to validate functionality and reliability.
- Introduced XLSX reading capabilities with the new `read_xlsx` tool for extracting data from Excel files.
- Updated the `DocumentReadTool` to support XLSX format alongside PDF and DOCX.
- Enhanced the `analyze_csv` tool for exploratory data analysis, ensuring compatibility with new document formats.
- Implemented integration tests for XLSX reading and CSV analysis, validating functionality with real datasets.
- Updated documentation to reflect new tools and usage instructions, ensuring clarity for users.
…ch process

- Improved the `extractInsightsFromSearchResults` function to support detailed source extraction, including individual source blocks, titles, summaries, and URLs.
- Introduced a new `CancelReason` type and related constants to track cancellation reasons during research operations.
- Updated the REPL context to handle cancellation with specific reasons, enhancing user feedback and logging.
- Enhanced the `WriteInsight` function to include additional metadata such as data points, analysis chain, and source links for better traceability.
- Implemented comprehensive tests to validate new functionalities and ensure reliability in insights extraction and cancellation handling.
- Added a new ContextHandler to manage the `/context` command, providing users with session context statistics and content.
- Implemented summary and verbose output modes for context display, enhancing user experience and information accessibility.
- Developed comprehensive tests for the ContextHandler to ensure reliability and correctness in context management.
- Updated REPL command registration to include the new context command, improving the command set available to users.
- Enhanced session management by integrating context snapshot functionality, allowing for better tracking of session details.
- Introduced new components for the Diffusion Deep Research pipeline, including DiffusionOverview, DraftDenoising, ParallelAgents, and RACEMetrics.
- Implemented the DiffusionLoopStep and TwoStageGap components to enhance the research process visualization.
- Created a comprehensive blog post detailing the Diffusion Deep Research methodology, its theoretical foundations, and practical applications.
- Updated the posts library to include the new blog entry, enhancing content accessibility and user engagement.
@emilwareus emilwareus closed this Dec 5, 2025
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