Daily Summaries

Ran five projects in parallel across the tianhe cluster and TzJsDesktop throughout the day: Error Recovery Benchmark completed full Pipeline 2 implementation (163 tests passing) and E4 architecture refactor; OpenPI evaluation achieved 20x performance improvement; gadget added natural language paper search via the ask command; TokenMonitor expanded from single-machine to SSH multi-device cost analysis platform (with comprehensive security hardening and multiple critical bug fixes); LifeCopilot completed codebase documentation and established integration direction with openclaw.

A full day of parallel work across two machines (tianhe and TzJsDesktop) on four projects: tianhe completed the Context Replay conceptual refactor and code fixes for error_recovery_benchmark, and resolved LIBERO/BOSS evaluation environment missing assets with zero-shot design analysis; TzJsDesktop completed the intelligent dual-track instrumentation architecture integration for the cchypothesis skill, plus four progressive bug fixes in the TokenMonitor app — Dashboard jitter, Rust compilation errors, broken frontend imports, and window anchor inversion.

Unified logging and result-saving logic across robot evaluation scripts, fully designed and implemented the cchypothesis hypothesis-driven debugging skill, and definitively fixed the TokenMonitor window bottom-edge jitter through 5 rounds of iteration.

Full-day parallel work across three machines — DCC HPC, Tianhe supercomputer, and TzJsDesktop: DCC completed MIHD-QueST cross-sample query protocol alignment and the 8-gene encoder benchmark framework; Tianhe completed Pi0.5 LoRA full-task rollout evaluation, BOSS environment migration, and systematic Error Recovery Benchmark refactoring; TzJsDesktop performed multiple rounds of ccplan skill upgrades (Prompt Calibration, multi-intent decomposition, Feature Guard) and a major TokenMonitor feature iteration (float ball full lifecycle, Windows native UX, code refactoring, ccusage integration).

On the tianhe server, multiple users completed the full VLA/robotics research stack setup (Git migration, training scripts, data pipeline fixes, OpenPI evaluation client). On TzJsDesktop: modular refactor of research_scout.py, cross-platform adaptation of TokenMonitor with the first Windows .exe build, four-language expansion of the optimize skill, and fine-grained Claude Code toolchain configuration.

TzJsDesktop completed the gadget summarize module refactor (2930 lines → 8 modules + 72 tests), upgraded the summarize skill to a six-chapter academic paper format, and fully fixed the ccplan toolchain. Also initiated TokenMonitor’s architectural overhaul from macOS-only to cross-platform with a ccusage MCP backend, including Phase A/E implementation kickoff. tianhe created the BOSS benchmark repo CLAUDE.md and identified 5 bugs in the LiPM trainer, though a ~6-hour morning outage due to API connection failures disrupted progress.

Deployed 5 backlogged daily reports (resolved remote conflicts via force push). Refactored flat bugJournal into daily/weekly/monthly three-level subdirectories, updated 6 Python script paths, rebuilt deployment. Cleaned git repository: removed 1839+44 mistakenly tracked files via git rm –cached, changed .gitignore to wildcard verify-public*/, added Git Tracking Rules to CLAUDE.md. Implemented sync.py bootstrap subcommand via cchelper requirements analysis (–remote parameter solves the bootstrapping problem). Batch-generated W05-W08 historical weekly report JSON. Multiple CLAUDE.md updates (sync.py commands, site_staging.py documentation, SITE_OUTPUTS_DIR path constant, build/ artifact description).

tianhe cluster completed three core bug fixes for the Error Recovery Benchmark (gripper polarity reversal, wrong_object filtering logic, drop_with_interaction injection strategy), growing training scenes from 1209 to 1627 (+35%), with deep root-cause analysis of three_piece_assembly phase detection regression and physical constraint attribution for 48 ungenerable cases; TzJsDesktop batch-archived W05–W12 historical weekly reports, fixed the gadget website deployment pipeline, and completed Hugo site navigation dropdown menu redesign and unified deploy staging architecture.

Completed full-stack repairs on error_recovery_benchmark in the tianhe HPC cluster — from parameter tuning to architectural trajectory segmentation refactoring (1,222 training scenes, threading subtypes increased from 3 to 25) — while fixing critical gadget infrastructure bugs on TzJsDesktop and upgrading the entire ECC toolchain to opus + max thinking.

Simultaneously advanced four workstreams across DCC and tianhe HPC clusters: fixed drop_in_transit false positives in the error recovery benchmark and generated 973 training scenes for 6 tasks in parallel with 32 workers (41 minutes); built a Pi0.5-base LoRA fine-tuning pipeline for a merged 6-task dataset (data conversion and norm stats complete, training interrupted by Slurm job expiry); fixed unfair comparison in STAIG hyperparameter sweep and established PCA+UNI/UNI2 baselines (ARI 0.47); and developed a scanpy analysis script for 10x Visium spatial transcriptomics.