ichichuang
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- ▌ Spreadsheet Direct Verification · ichichuang bundleUse a deterministic Python/openpyxl inspection pass to verify workbook structure, counts, marked rows, and output-file existence when delegated spreadsheet summaries seem inconsistent.
- ▌ Web3 Fullstack Systematic Build · ichichuang bundleSystematic approach to building full-stack Web3 applications layer by layer
- ▌ Zero Iteration Failure Analysis · ichichuang bundleIdentify and handle agent failures with 0 iterations as pre-execution system issues
- ▌ Delegated File Edit Verification · ichichuang bundleVerify delegated file-edit results directly in the target workspace before accepting success, and rerun with absolute paths if the delegate's report conflicts with reality.
- ▌ DOCX Dual Parse · ichichuang bundleExtract text from DOCX files using shell or Python zipfile, with environment-aware fallback
- ▌ PDF Page Verification Correction · ichichuang bundleIterative workflow to verify PDF page counts and adjust layout parameters until requirements are met
- ▌ Resilient Context Extraction · ichichuang bundleEnsures agents extract data from context files with validation and fallback strategies before resorting to assumptions or external searches.
- ▌ Python Execution Fallback 9d4989 · ichichuang bundleFallback method for executing Python when execute_code_sandbox fails with unknown errors
- ▌ Reliable Excel Workbook Creation · ichichuang bundleUse 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
- ▌ Document Direct Python · ichichuang bundleUse direct Python execution for reliable document creation including spreadsheets, PDFs, and structured reports
- ▌ Multi Deliverable Tracking 1e842b · ichichuang bundleTrack completion status of all required deliverables and ensure ALL outputs are completed before stopping
- ▌ Multi Deliverable Tracking 2eb609 · ichichuang bundleSystematic tracking and completion of all required deliverables before task termination
- ▌ Prioritize Reference Files 6e4111 · ichichuang bundleAlways read and use provided reference files for data before attempting external searches or fabricating information
- ▌ Sandbox Execution Fallback 238489 · ichichuang bundleFallback pattern for when execute_code_sandbox fails - write script to file and execute directly with run_shell
- ▌ Sandbox Execution Fallback 717e65 · ichichuang bundleFallback from execute_code_sandbox to file-based run_shell execution when sandbox fails
- ▌ Sandbox Fallback Execution 048d5a · ichichuang bundleFallback method to execute Python code when execute_code_sandbox fails with e2b errors
- ▌ Sandbox Fallback Execution 5eda7b · ichichuang bundleFallback pattern for executing Python code when sandbox execution fails by writing scripts to disk and running via shell
- ▌ Spreadsheet Python File Exec · ichichuang bundleExecute Python scripts from files for reliable spreadsheet operations, avoiding heredoc issues with shell_agent
- ▌ Verify Success After Unknown Error · ichichuang bundleVerify task completion by checking filesystem state when execute_code_sandbox or run_shell return misleading unknown errors
- ▌ PDF Text Extraction Fallback 85d5ca · ichichuang bundleFallback workflow for extracting text from PDFs when read_file returns binary data
- ▌ Fallback Doc With Delegation · ichichuang bundleGenerate professional documents after tool failures using shell_agent for complex formats or write_file for simple text/markdown
- ▌ Route Failed Searches To Shell Agent · ichichuang bundleDelegate web search tasks to shell_agent when direct search_web tool fails, using its retry mechanism and multi-step capabilities for resilient data gathering
- ▌ Spreadsheet Create Verify Gate · ichichuang bundleCreate or edit Excel workbooks with openpyxl-specific pitfall handling, anchored preflight audit, and deterministic post-write proof that every criterion is satisfied
- ▌ Resilient Document Pipeline · ichichuang bundleUnified document generation with tool failure detection, domain knowledge fallback, progressive conversion, and Unicode safety
- ▌ Ppt Reliable Creation · ichichuang bundleRobust PowerPoint generation with shell_agent primary and python-pptx fallback, including directory verification and error debugging
- ▌ Sandbox File Discovery And Validation · ichichuang bundleUse 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.
- ▌ Verify Directory Structure Parallel Audit · ichichuang bundleDiagnose and resolve file access issues by verifying directory structure, then reading multiple files in parallel batches for efficient auditing, with built-in guidance for validating TypeScript import patterns.
- ▌ Unified Deliverable Workflow · ichichuang bundleGenerate spreadsheets, diagrams, and PDF reports with iteration budgeting and error recovery
- ▌ Integrated Report Bundle · ichichuang bundleGenerate spreadsheet, diagram, and PDF report as a cohesive deliverable set with iteration budgeting per component
- ▌ Spreadsheet Proof Gate · ichichuang bundleEdit 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.
- ▌ Document Gen Resilient Workflow · ichichuang bundleRobust document generation with engine fallback chain, error diagnostics, and Python alternatives
- ▌ Document Python Direct Exec · ichichuang bundleUse direct Python execution for reliable spreadsheet and document/PDF generation operations
- ▌ Document Python Direct · ichichuang bundleUse direct Python execution for reliable spreadsheet and document/PDF generation operations
- ▌ Typescript Compile Check Resilient Fallback · ichichuang bundleA resilient workflow for running TypeScript compile checks (tsc --noEmit) that falls back gracefully when npx or direct binary invocations fail, and distinguishes pre-existing errors from newly introduced ones.
- ▌ Aligned Stem Workflow · ichichuang bundleIncremental audio production with duration alignment handling, per-stem verification, and adaptive extension strategies
- ▌ Spreadsheet Struct Verified · ichichuang bundleCreate and modify Excel workbooks with mandatory deterministic Python verification of workbook structure, required sheets, populated columns, and sample counts before reporting completion.
- ▌ Web3 Fullstack Packaged Build · ichichuang bundleSystematic full-stack Web3 build with mandatory packaging and delivery phase
- ▌ Context Anchored Fallback Report · ichichuang bundleGenerate documents with write_file when retrieval tools fail, with explicit guardrails against task context drift
- ▌ PDF Extract Progressive Tools · ichichuang bundleProgressive tool-chain PDF extraction with explicit read_file, run_shell, and execute_code_sandbox sequencing
- ▌ PDF Extract Shell First · ichichuang bundlePDF text extraction with tool cascade prioritizing shell pdftotext before Python fallback
- ▌ Doc Gen Unicode Diagnostic · ichichuang bundleSystematic document generation with unicode sanitization, engine fallback chain, and explicit error diagnosis
- ▌ Document Gen Resilient Multiformat · ichichuang bundleResilient multi-format document generation with environment checks, auto-sanitization, and fallback engines
- ▌ Document Gen Resilient · ichichuang bundleMulti-path document generation with tool checks, Unicode handling, and Python fallbacks
- ▌ Document Gen Dual Backend · ichichuang bundleDocument generation with direct pandoc/ReportLab execution (lightweight default) and optional shell_agent fallback for complex scenarios
- ▌ Create Full Stack Panel Feature With Server Wiring · ichichuang bundleMulti-layer workflow for creating complete panel features by analyzing existing patterns and generating coordinated server routes, services, UI components, registration, styling files, AND explicitly wiring new handlers into the server's dispatch table (supports both Express middleware and manual http.createServer switch/case patterns).
- ▌ Adaptive Stem Alignment · ichichuang bundleIncremental audio production with duration mismatch handling, adaptive stem extension, and pre-mix alignment verification
- ▌ Diagnostic Stem Delivery · ichichuang bundleAudio production with diagnostic analysis, timecode parsing from documents, and verified export workflow
- ▌ Spreadsheet Source Validated · ichichuang bundleExecute Python scripts for spreadsheet operations with mandatory source data validation and fallback protocols
- ▌ Spreadsheet Validated Exec · ichichuang bundleExecute Python scripts for spreadsheets with prerequisite data validation and source accessibility checks
- ▌ Vue Component Refactoring · ichichuangRefactor giant Vue single-file components (>500 lines) into maintainable structure using composables and sub-components. Covers blueprint-first analysis, extraction patterns, and verification steps for Vue 3 / Uni-app projects.
- ▌ Subagent Driven Development · ichichuang bundleUse when executing implementation plans with independent tasks. Dispatches fresh delegate_task per task with two-stage review (spec compliance then code quality).
- ▌ Feature Implementation Audit · ichichuang bundleVerify whether a claimed feature actually exists in a codebase by separating naming, component capabilities, integration, and runtime proof.
- ▌ Debugging Hermes Tui Commands · ichichuangDebug Hermes TUI slash commands: Python, gateway, Ink UI.
- ▌ Data Service · ichichuang bundleCreate data fetching services with circuit breaker pattern for API resilience. Services handle fetch, cache, retry, and expose typed data to panel components.
- ▌ Virtual List · ichichuang bundleImplement efficient virtual scrolling for rendering large lists with DOM recycling, chunk-based rendering, and performance optimizations
- ▌ Panel Component · ichichuang bundleCreate a dashboard panel component using vanilla TypeScript DOM API, following the worldmonitor Panel architecture. Panels have a header with title/count, scrollable content area, loading/error states, and resize handles.
- ▌ Safe CSS Append · ichichuang bundleSafely append CSS styles from one file to another by identifying missing rules, adapting CSS variables, and verifying changes
- ▌ Smart Poll Loop · ichichuang bundleAdaptive polling pattern with exponential backoff on failure, automatic recovery on success, and visibility-aware scheduling
- ▌ Project Scaffold · ichichuang bundleScaffold a Vite + TypeScript personal dashboard project with the correct directory structure, dependencies, and configuration files.
- ▌ Data Driven Panel · ichichuang bundleCreate dashboard panel components with integrated resilient data services, combining UI construction and data fetching into a unified pattern.
- ▌ Finnhub Stock API · ichichuang bundleIntegrate with Finnhub Stock API for real-time and historical stock market data. Covers quote fetching, company profiles, and WebSocket streaming.
- ▌ Panel Event Forms · ichichuang bundleCreate dashboard panel components with advanced event handling and form validation using vanilla TypeScript DOM API, following the worldmonitor Panel architecture.
- ▌ Panel Grid Layout · ichichuang bundleCSS grid layout system for a responsive panel dashboard with dark theme. Uses CSS custom properties, auto-fill grid, and monospace font aesthetic inspired by worldmonitor.
- ▌ Refresh Scheduler · ichichuang bundleManage timed data refresh intervals for all dashboard panels. Handles pause-when-hidden, stale-data flush on visibility restore, and staggered refresh to avoid API bursts.
- ▌ API Proxy Endpoint · ichichuang bundleCreate serverless API proxy endpoints that hide API keys and provide a unified backend for the dashboard frontend. Designed for Vercel deployment.
- ▌ Robust PDF Read · ichichuang bundleReliably extract text from PDFs using pdftotext when standard file reading fails.
- ▌ Delegate Task · ichichuangDelegate tasks to OpenSpace — a full-stack autonomous worker for coding, DevOps, web research, and desktop automation, backed by an extensive MCP tool and skill library. Skills auto-improve through use, reducing token consumption over time. A cloud community lets agents share and collectively evolve reusable skills.
- ▌ Panel Base Advanced · ichichuang bundleUnified guide for authoring dashboard panel components in vanilla TypeScript — covers the authoritative Panel base class (grid-span persistence, dual resize handles, radar loading animation, exponential-backoff error countdown, data/new badge helpers, full destroy() cleanup), localStorage state via loadMap/saveMap, exponential-backoff retry, and CircuitBreaker integration. Shows how to wrap any existing fetchX() service call with CircuitBreaker.execute() as a one-liner and clarifies when each resilience layer is appropriate.
- ▌ Panel Visual Badges · ichichuang bundleCreate visually rich, robust TypeScript UI components with panel architecture, combining enhanced features like retry logic, state persistence, and dynamic styling with a systematic workflow for visual enhancements.
- ▌ Create Soap Note · ichichuang bundleGenerate structured medical SOAP notes with all required sections in a single comprehensive file write.
- ▌ DOCX Shell Parse · ichichuang bundleExtract text from DOCX files using shell commands when python-docx is unavailable
- ▌ PDF Gen Fallback · ichichuang bundleReliable PDF generation using shell-based Python execution when sandbox fails
- ▌ PDF Verification · ichichuang bundleVerify PDF page counts and file integrity programmatically using PyPDF2 after generation
- ▌ Reportlab Styles · ichichuang bundleUse reportlab's pre-defined styles from getSampleStyleSheet() correctly
- ▌ News API Integration · ichichuang bundleIntegrate with news APIs (GNews, NewsAPI, etc.) for aggregated news feeds. Covers headline fetching, search, and category filtering.
- ▌ Panel Data Resilient · ichichuang bundleCreate resilient, data-driven dashboard panels with integrated API handling and UI components, combining circuit breaker patterns with vanilla TypeScript panel architecture.
- ▌ Fallback File Ops · ichichuang bundleUse run_shell as fallback when execute_code_sandbox or shell_agent fail on filesystem operations
- ▌ PPTX Shell Verify · ichichuang bundleVerify PowerPoint presentation contents using python-pptx via shell when standard file readers fail
- ▌ Research Fallback · ichichuang bundleHandle web research failures by pivoting to internal knowledge for content generation
- ▌ Search Fail Pivot · ichichuang bundleHeuristic for detecting search tool failures and pivoting to domain knowledge for document generation
- ▌ Web Tool Fallback · ichichuang bundleImplement fallback strategies when web-reading tools fail simultaneously
- ▌ Skill Discovery · ichichuangSearch for reusable skills across OpenSpace's local registry and cloud community. Reusing proven skills saves tokens, improves reliability, and extends your capabilities beyond built-in tools.
- ▌ Panel Breaker Backoff · ichichuang bundleUnified guide for authoring dashboard panel components in vanilla TypeScript — covers the Panel base class architecture, localStorage state persistence, exponential-backoff retry, and CircuitBreaker integration. Shows how to wrap any existing fetchX() service call with CircuitBreaker.execute() as a one-liner and clarifies when each resilience layer is appropriate.
- ▌ Code Exec Fallback · ichichuang bundleFallback pattern for executing Python code when execute_code_sandbox fails
- ▌ DOCX Read Fallback · ichichuang bundleUse run_shell with python-docx as reliable fallback when read_file fails on .docx files
- ▌ DOCX Shell Extract · ichichuang bundleExtract text from DOCX files using shell commands when python-docx is unavailable
- ▌ File Locate Verify · ichichuang bundleSystematic workflow to resolve FileNotFoundError by locating and verifying file paths
- ▌ Heredoc File Write · ichichuang bundleUse shell heredoc syntax as a workaround when write_file fails on complex TypeScript/JSX/code files with encoding or escaping issues
- ▌ Pdftotext Fallback · ichichuang bundleRecover PDF text extraction when read_file returns binary data by using pdftotext via shell
- ▌ Run Shell Fallback · ichichuang bundleUse run_shell with inline Python as a reliable fallback when execute_code_sandbox or read_file fail
- ▌ Soap Note Creation · ichichuang bundleCreate structured medical SOAP notes with all four components in a single comprehensive file write
- ▌ Large File Write Mkdir · ichichuang bundleReliable fallback technique for writing large file contents when write_file and shell_agent both fail with 'unknown error' due to payload size limits — uses run_shell with a Python heredoc to bypass tool constraints, with an explicit mkdir -p step to ensure the target directory exists before writing.
- ▌ Panel Breaker Stateful · ichichuang bundleUnified dashboard panel pattern combining circuit breaker resilience with enhanced UI features like retry logic, state persistence, and detailed error handling.
- ▌ Worldmonitor Reference · ichichuang bundleCurated architecture index of the WorldMonitor open-source dashboard. Reference for extracting patterns — vanilla TypeScript, Panel class hierarchy, service layer, CSS grid, API edge functions, refresh scheduler, and 60+ data source integrations.
- ▌ PDF Engine Fallback · ichichuang bundleRetry PDF generation with alternative engines when pandoc fails
- ▌ PDF Text Extraction · ichichuang bundleExtract text from PDFs using shell tools when read_file fails
- ▌ PPTX Debug Workflow · ichichuang bundleSystematic debugging workflow for python-pptx presentation generation
- ▌ Dynamic Panel Component · ichichuang bundleCreate a dashboard panel component with advanced dynamic content updates and robust error handling, including retry logic and state management, using vanilla TypeScript DOM API.
- ▌ Idempotent File Replace · ichichuang bundleRead-then-diff before writing a file to ensure the write is skipped when the content already matches, preventing unnecessary modifications and downstream side effects.
- ▌ Panel State Persistence · ichichuang bundleUnified dashboard panel component with robust error handling, retry logic, state persistence, and vanilla TypeScript implementation.