AI COMPANION / BUGJOURNAL
Restored and validated MIHD experimental results (QueST/HD) via STAIG equivalence checks, designed a portable ‘Vendor-Tier’ architecture for AI Companion to replace absolute paths, and executed a comprehensive codebase onboarding of the Gadget project, generating a risk-tiered refactoring plan and resolving architectural conflicts between legacy workflow tools and modern automation gates.
Consolidated critical infrastructure updates by cleaning the TokenMonitor git history, implementing a robust single-instance guard and aidev install CLI, while finalizing MIHD data recovery and scientific model equivalence verification.
Recovered the MIHD research project from catastrophic data loss, resolved critical bugs in STAIG fusion and CI pipelines across multiple projects, and finalized the auto-update infrastructure for the TokenMonitor fork.
Daily AI conversation summary
Successfully migrated Claude Code environment from AWS Bedrock to Claude Platform on AWS and updated the personal website resume with latest research.
Generated a professional resume DOCX file from provided screenshots, including handling API model availability checks.
Executed critical infrastructure fixes for LifeCopilot (CLI deadlock, session context, launcher consolidation) and TokenMonitor (disk cache stalency, cost display logic), while optimizing personal resume assets.
Engineered the ‘ccedit’ DAG execution engine and standardized AI Dev Companion installation across 9 repositories, while resolving critical Windows shell encoding issues in LifeCopilot and caching bugs in TokenMonitor.
Analyzed Claude Code billing configurations for AWS credits and deployed AI Dev Companion across the D:\Github repository, including security hardening and test suite restoration.
Resolved access and configuration issues in Claude Code, including cleaning up extensive plugin/MCP clutter and diagnosing a false-positive syntax error report from the built-in doctor tool.