https://tzj2006.github.io/bugjournal/daily/ Recent content in Daily Summaries on TzJ's Net Hugo en-us Sun, 29 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-29/ Sun, 29 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-29/ 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. https://tzj2006.github.io/bugjournal/daily/2026-03-28/ Sat, 28 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-28/ 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. https://tzj2006.github.io/bugjournal/daily/2026-03-27/ Fri, 27 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-27/ 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. https://tzj2006.github.io/bugjournal/daily/2026-03-26/ Thu, 26 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-26/ 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). https://tzj2006.github.io/bugjournal/daily/2026-03-25/ Wed, 25 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-25/ 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. https://tzj2006.github.io/bugjournal/daily/2026-03-24/ Tue, 24 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-24/ 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. https://tzj2006.github.io/bugjournal/daily/2026-03-23/ Mon, 23 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-23/ 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). https://tzj2006.github.io/bugjournal/daily/2026-03-22/ Sun, 22 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-22/ 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. https://tzj2006.github.io/bugjournal/daily/2026-03-21/ Sat, 21 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-21/ 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. https://tzj2006.github.io/bugjournal/daily/2026-03-20/ Fri, 20 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-20/ 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. https://tzj2006.github.io/bugjournal/daily/2026-03-19/ Thu, 19 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-19/ Today’s AI conversation summary https://tzj2006.github.io/bugjournal/daily/2026-03-18/ Wed, 18 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-18/ Advanced four parallel research tracks across DCC, tianhe, and local machines: on DCC, completed end-to-end delivery of MIHD cross-slice embedding alignment and batch effect evaluation; on tianhe, launched π₀.₅ task completion detection head training, fixed missing manip_progress recording in the VLA evaluation pipeline, completed LIBERO environment fixes, and designed Exp5-9 configurations; on local, implemented batch task status update intent for CalendarPro, resolving a core defect in high-frequency daily interactions. https://tzj2006.github.io/bugjournal/daily/2026-03-17/ Tue, 17 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-17/ DCC: comprehensive code refactoring of the MIHD multimodal spatial transcriptomics project (/simplify fixed 9 issues) with documentation updates. tianhe: multiple researchers in parallel completed robobrain_pi task state machine bug fixes and training loss split monitoring, LIBERO test suite integration confirmation, error recovery benchmark 2920-scene data quality verification, CALVIN format conversion script fix, GPU monitor deduplication and keyboard navigation addition, and RoboCasa MimicGen pretrained data download upstream root cause confirmation. https://tzj2006.github.io/bugjournal/daily/2026-03-16/ Mon, 16 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-16/ Parallel progress across three machines — DCC, tianhe, and TzJsDesktop: DCC completed cross-section Foundation Model validation for spatial transcriptomics (scGPT 100% hit rate) and bilingual documentation; tianhe finished the 329-demo VLA error recovery collection plan, full pipeline implementation, fixed the CompositeBodyObject transform bug, and launched batch error scene generation; TzJsDesktop processed 20+ researcher academic profiles in bulk and ran two rounds of Research Profiler refactoring, ultimately fixing systematic S2 disambiguation failures and achieving correct h-index recognition for prominent professors. https://tzj2006.github.io/bugjournal/daily/2026-03-15/ Sun, 15 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-15/ Six parallel workstreams across three devices all day: DCC diagnosed the root cause of cross-sample embedding dual non-comparability in MIHD; tianhe completed ErrorRecoveryBenchmark v5 fixes for five failing skills, E2 semantic split (13 skills/29 subtypes), v4 archival, D0 scene generation, and v5.1 planning, while also fixing the full VLA progress prediction training pipeline and debugging UniVLA container compatibility; TzJsDesktop completed CalendarPro’s seven-phase comprehensive optimization (230 tests passing), gadget common/ package and outputs/ unification refactor, research profiler homepage-based student discovery with Hugo deployment, and research toolchain CLI consolidation (citation graph + three-backend LLM support). https://tzj2006.github.io/bugjournal/daily/2026-03-14/ Sat, 14 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-14/ Improved GPU monitoring tool UX, completed four-camera visualization for 50 robot demonstration episodes, and designed and implemented a four-group manipulation progress prediction auxiliary task experiment framework in the pi05 VLA model https://tzj2006.github.io/bugjournal/daily/2026-03-13/ Fri, 13 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-13/ Added five new per-frame data variables to the RoboTwin Place Dual Shoes robot task and fixed two data collection quality bugs https://tzj2006.github.io/bugjournal/daily/2026-03-12/ Thu, 12 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-12/ Debugging multi-layered dependency issues in a VLA robot evaluation environment on the Tianhe server, while improving GPU monitor display logic https://tzj2006.github.io/bugjournal/daily/2026-03-11/ Wed, 11 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-11/ Completed a major MIHD output directory restructure and the 151673↔151508 cross-section RM-IDEAL benchmark on DCC; developed a K8s in-container GPU monitoring tool on tianhe, and systematically diagnosed and fixed the 33% performance bottleneck in pi05 VLA training vs. openpi (by aligning 6 key dependency versions including JAX) https://tzj2006.github.io/bugjournal/daily/2026-03-10/ Tue, 10 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-10/ Today’s AI conversation summary https://tzj2006.github.io/bugjournal/daily/2026-03-09/ Mon, 09 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-09/ Parallel progress across DCC, tianhe, and TzJsDesktop: MIHD cross-modal enhancement module implementation and RM-IDEAL cross-sample evaluation, robot error recovery benchmark quota-based data generation (exposing online architecture limitations and establishing the offline injection approach), VLA robot framework engineering (UniVLA/Pi0/RoboTwin data pipelines), and upgrading gadget tools into AI Agent-callable MCP services with CalendarPro integration. https://tzj2006.github.io/bugjournal/daily/2026-03-08/ Sun, 08 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-08/ Completed a large-scale error_recovery_benchmark refactor on the tianhe server (full cleanup of 65 symlinks + code path migration), developed multi-task error scenario MP4 visualization and a pre-error replay storage layer, advanced the VLA-RoboTwin critical region annotation system and Vulkan rendering fix, and locally added author search and several other features to gadget research_scout. https://tzj2006.github.io/bugjournal/daily/2026-03-07/ Sat, 07 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-07/ Completed the full lifecycle build of the gadget Research Scout paper management system in a single day with first validation producing 3 research directions; advanced CalendarPro intent classification system root cause analysis and cross-project architecture spec design (introducing OpenClaw context window management model); and batch-filled three days of backlogged daily reports. https://tzj2006.github.io/bugjournal/daily/2026-03-06/ Fri, 06 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-06/ Three devices progressing in parallel on the same day: DCC traced the normalization pipeline for ContraVAE and STHD spatial transcriptomics data; tianhe fixed three consecutive bugs in the RoboTwin evaluation pipeline (Vulkan rendering, frozen dataclass, duplicate path) and completed the Phoenix/FLARE training script suite covering all 9 tasks; TzJsDesktop wrote a 1674-line Chinese tutorial for CalendarPro and identified three root causes behind the Discord bot’s cross-message context loss. https://tzj2006.github.io/bugjournal/daily/2026-03-05/ Thu, 05 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-05/ Parallel progress across three machines (DCC/tianhe/TzJsDesktop) on four projects: DCC completed the MIHD multimodal spatial omics cross-sample benchmark and established a zero-shot narrative framework; tianhe deployed the zhaoganlong framework’s 9-task training pipeline, launched two training runs, fixed an Openpi-moe normalization issue, and advanced the Phoenix/FLARE codebase separation; TzJsDesktop upgraded CalendarPro into a personal AI chief-of-staff with autonomous perception and multi-agent orchestration capabilities (321 tests passing) https://tzj2006.github.io/bugjournal/daily/2026-03-04/ Wed, 04 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-04/ DCC conducted an in-depth analysis of the QueST spatial transcriptomics paper, focusing on its cross-sample query and evaluation methodology; tianhe completed multiple project documentation updates (error recovery benchmark panorama summary.md + zhaoganlong training guide), diagnosed the root cause of BC-RNN zero success rate, and planned the an49 full-task training infrastructure. https://tzj2006.github.io/bugjournal/daily/2026-03-03/ Tue, 03 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-03/ Completed cross-section RM-IDEAL benchmark implementation and methodology documentation on DCC; completed full evaluation of Pi0.5 LoRA (58.9% vs BC-RNN 0%) on the Tianhe supercomputing cluster, verified training weight sources (confirmed all use pi05_base), and resumed training for 9 tasks. https://tzj2006.github.io/bugjournal/daily/2026-03-02/ Mon, 02 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-02/ Completed the full scGPT+UNI2 fusion experiment suite and weekly report visualization on DCC, identified the key architectural fact that STAIG does not use the gene encoder; managed migration and restart of 9 Pi0.5 LoRA training jobs across two Tianhe nodes (an49/an53), fixed multiple critical issues in the eval pipeline (WebSocket timeout, JIT concurrency crash), conducted in-depth root cause analysis of the ~10% GPU utilization in VLA inference, and completed the design of a batched concurrent eval optimization plan. https://tzj2006.github.io/bugjournal/daily/2026-03-01/ Sun, 01 Mar 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-03-01/ Parallel progress across four projects on DCC and tianhe servers: DCC completed VisiumHD three-annotation visualization and STAIG fusion multimodal run (Silhouette 0.343), and executed a 6-phase large-scale cleanup refactor of the MIHD repo (deleted ~250K lines of code); tianhe completed Pi0.5 9-task base model evaluation (4.2% SR), diagnosed and fixed missing Coffee BC-RNN object observation key, developed the BC-RNN Stack_D0 error scenario generation pipeline (fixed 4-layer image bug, generated 11 scenarios), and successfully launched Pi0.5 LoRA 9-task parallel fine-tuning at 100% GPU utilization on 6×A800 after fixing 4 startup bugs. https://tzj2006.github.io/bugjournal/daily/2026-02-28/ Sat, 28 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-28/ Completed full-pipeline Visium HD extension for the MIHD project on DCC (8 files modified) and fixed a critical scGPT weight-loading bug (ARI +44.4%); on tianhe, built the BC-RNN Phoenix baseline training pipeline from scratch and successfully launched 9 tasks in parallel training, while also completing the first Pi0.5 Phoenix evaluation deployment (7/9 tasks done). https://tzj2006.github.io/bugjournal/daily/2026-02-27/ Fri, 27 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-27/ Completed storage analysis on the Tianhe HPC cluster, documented the Slurm GPU node request workflow, and confirmed M14 baseline evaluation results (Pi0/BC-RNN achieved near-zero success rates on error recovery scenarios) https://tzj2006.github.io/bugjournal/daily/2026-02-26/ Thu, 26 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-26/ Rewrote BC-RNN training configs to image mode on the HPC cluster and successfully launched 5-task parallel training. Extended the evaluation framework to support 5 MimicGen tasks, then identified and fixed the task distribution mismatch causing Pi0.5’s 0% success rate. https://tzj2006.github.io/bugjournal/daily/2026-02-23/ Mon, 23 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-23/ Systematically optimized MIHD spatial transcriptomics fusion training on the DCC node (3x CPU acceleration + architecture decoupling + full-slide benchmarking + Vision Refine ablation experiments). Concurrently on the Tianhe cluster, completed MimicGen data preparation, fixed M14 three-way evaluation environment fingerprint crashes, and resolved Pi0.5 full fine-tuning OOM issues. Successfully brought Pi0.5 LoRA training (Job 46553) to stable operation. https://tzj2006.github.io/bugjournal/daily/2026-02-22/ Sun, 22 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-22/ DCC completed MIHD project cleanup and Vision Refinement two-stage fusion implementation with batch experiments launched; tianhe advanced Error Recovery Benchmark Phase II (M14 evaluation pipeline validation, Pi0.5 OOM diagnosis) and completed the Phoenix pi0.5 reproduction full data pipeline (9 MimicGen task datasets ingested at 18.4GB, training config ready). https://tzj2006.github.io/bugjournal/daily/2026-02-20/ Fri, 20 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-20/ Ran targeted tests on STAIG fusion for the MIHD project, discovered a double-normalization bug in eval_scan_fusion.py, and introduced pipeline-level embedding caching into run_benchmark.py. https://tzj2006.github.io/bugjournal/daily/2026-02-19/ Thu, 19 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-19/ In the MIHD project, completed a systematic literature review of H&E Image-Only clustering methods (establishing ARI 0.11–0.16 baselines and five root causes for Foundation Model failure), built four core technical documents, and implemented and validated three self-supervised clustering enhancement approaches (STEGO/BYOL+GAT/SCAN). SCAN improved image-only ARI from 0.251 to 0.303 (+20.6%). https://tzj2006.github.io/bugjournal/daily/2026-02-14/ Sat, 14 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-14/ Implemented force injection enhancements for a robotic arm error-recovery benchmark, but 30N still produces no visible perturbation in video — root cause unresolved https://tzj2006.github.io/bugjournal/daily/2026-02-13/ Fri, 13 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-13/ Translated the MIHD project enhancement plan document to Chinese and wrote it to a new file https://tzj2006.github.io/bugjournal/daily/2026-02-12/ Thu, 12 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-12/ Implemented and debugged GLM billing support for ccusage on tianhe; organized the Chinese version of the MIHD enhancement plan on DCC https://tzj2006.github.io/bugjournal/daily/2026-02-10/ Tue, 10 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-10/ Progress across three projects: finalized contributor documentation for the robotics benchmark project, organized robobrain_pi history and prepared SAC reinforcement learning training, and kicked off documentation updates for the gadget research module https://tzj2006.github.io/bugjournal/daily/2026-02-07/ Sat, 07 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-07/ Today’s AI Conversation Summary https://tzj2006.github.io/bugjournal/daily/2026-02-06/ Fri, 06 Feb 2026 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2026-02-06/ Across DCC cluster and TzJsDesktop, systematically diagnosed and quantified the five root causes behind MIHD staig_fusion’s performance gap versus the original STAIG, while delivering the benchmark tool’s bar chart rendering fix, GitHub Pages automated publishing pipeline, and CLI interactive upload functionality. https://tzj2006.github.io/bugjournal/daily/2025-10-02/ Thu, 02 Oct 2025 00:00:00 -0500 https://tzj2006.github.io/bugjournal/daily/2025-10-02/ Opened relevant source files in the AutoSeg-SAM2 project; session did not meaningfully progress