OpenSpace

Use direct Python execution for reliable document creation including spreadsheets, PDFs, and structured reports

Use direct Python execution for reliable spreadsheet and document/PDF generation operations

Use direct Python execution for reliable spreadsheet and document/PDF generation operations

Execute Python scripts from files for reliable spreadsheet operations, avoiding heredoc issues with shell_agent

Execute Python scripts for spreadsheets with prerequisite data validation and source accessibility checks

Execute Python scripts for spreadsheet operations with mandatory source data validation and fallback protocols

Safely update Excel workbooks by first locating candidate files, verifying workbook structure before editing, and running post-write validation against required sheets, populated columns, and sample counts.

Edit Excel workbooks only after anchored preflight audit, then require deterministic Python/openpyxl post-write proof that every requested criterion is satisfied or explicitly reconciled before finalizing.

Create and modify Excel workbooks with mandatory deterministic Python verification of workbook structure, required sheets, populated columns, and sample counts before reporting completion.

Create structured medical SOAP notes with all four components in a single comprehensive file write

Create structured medical SOAP notes by writing comprehensive content to a file in one iteration

Execute complex Python code via run_shell heredoc when execute_code_sandbox fails

Use run_shell with embedded Python heredoc as reliable fallback when code execution tools fail

Systematic workflow for diagnosing and resolving unknown errors from run_shell commands

Generate documents via shell commands and locate nested outputs using find.

Delegate file generation to shell_agent when direct tools fail, with systematic file location and retrieval

Leverage shell_agent for autonomous file creation and modification with automatic tool selection and error recovery

Delegate complex tasks to shell_agent when direct tool execution fails, leveraging autonomous error recovery and library selection

Graceful degradation workflow for continuing tasks when web search tools fail, using internal knowledge with verification caveats

Heuristic for detecting search tool failures and pivoting to domain knowledge for document generation

Use shell tools safely in sandboxed environments by discovering files from real workspace roots instead of assumed user folders, then explicitly verifying output artifacts after generation.

Fallback to run_shell with embedded Python when execute_code_sandbox fails due to e2b unavailability

Fallback to run_shell with Python heredoc when execute_code_sandbox fails

Fallback workflow for executing Python code when execute_code_sandbox fails

Fallback pattern for executing Python code when sandbox execution fails by writing scripts to disk and running via shell