OpenSpace

Systematic Python debugging workflow for spreadsheet tasks to isolate environment issues from script logic

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Handle tool failures when researching regulatory/government content by using fallback methods and domain knowledge

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Fallback workflow for regulatory research when web extraction tools fail on government PDFs

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Use run_shell with cd and heredoc syntax for complex Excel operations when read_file fails on XLSX or execute_code_sandbox fails on multi-step workbook creation

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Use shell commands or Python libraries to extract PDF text when read_file PDF handler fails

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Extract PDF text content using shell tools or Python libraries when read_file PDF handler fails

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Execute Python scripts reliably using file-first approach instead of heredoc

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Review auto-memory entries and propose promotions to OPENSPACE.md, OPENSPACE.local.md, or retained auto-memory topics; detect duplicates, stale facts, conflicts

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Use reportlab's pre-defined styles from getSampleStyleSheet() correctly

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Handle web research failures by pivoting to internal knowledge for content generation

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Handle web research failures with explicit error recognition and domain-specific fallback strategies

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Ensures agents extract data from context files with validation and fallback strategies before resorting to assumptions or external searches.

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Fallback pattern when primary tools fail - embed known data in scripts and persist to JSON for auditability

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Unified document generation with tool failure detection, domain knowledge fallback, progressive conversion, and Unicode safety

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Unified workflow that delegates failed web searches to shell_agent for resilient data gathering, then applies anchored spreadsheet proof gates for verified Exce

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Resilient multi-step workflow for spreadsheet processing when execute_code_sandbox fails, using shell_agent exploration, file-based scripts, and verification st

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Fallback to run_shell and write_file when execute_code_sandbox or shell_agent fail on filesystem operations

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Multi-method PDF extraction with sequential fallback and OCR for scanned documents

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Reliably extract text from PDFs using pdftotext when standard file reading fails.

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Delegate web search tasks to shell_agent when direct search_web tool fails, using its retry mechanism and multi-step capabilities for resilient data gathering

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Use run_shell with inline Python as a reliable fallback when execute_code_sandbox or read_file fail

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