2026-05-17 Research Project Roots Deep Review
Provenance
Origin: local read-only review requested by the user on 2026-05-17.
Roots inspected:
D:/Research/Agent-AI4EDA/analog-agentD:/Research/UncertaintyD:/Research/TRUCE-RecD:/Research/TGL-Rec
Commands used included:
git status --short --branch
git remote -v
git ls-files
rg --files
Get-ChildItem -Recurse -FileNo files in the four project repositories were modified.
Coverage Strategy
- EXTRACTED: All git-tracked paths were classified by category: source, config, test, doc, script, prompt, paper, artifact pointer, or other metadata.
- EXTRACTED: Large raw data, generated outputs, logs,
.tar.gz,.tgz, and model/checkpoint-like artifacts were inventoried by path pattern and size rather than copied or read line by line. - EXTRACTED: Public wiki pages record source paths, summaries, and safety boundaries only. They do not mirror raw data, logs, private
.envcontents, model weights, or evidence archive contents.
Git And Remote State
| Project | Branch/status | Remote |
|---|---|---|
| analog-agent | main...origin/main; clean | https://github.com/appleweiping/analog-agent.git |
| uncertainty | main...origin/main; untracked week8_official_external_qwen3base_multik_comparison.md | https://github.com/appleweiping/Pony-Rec.git |
| truce-rec | main...origin/main; untracked log/, log_tensorboard/ | https://github.com/appleweiping/TRUCE-Rec.git |
| tgl-rec | codex/phase9e-lora-rerank-eval...origin/codex/phase9e-lora-rerank-eval; clean | https://github.com/appleweiping/TGL-Rec.git |
File Inventory Summary
| Project | Tracked paths | rg --files | Text-like tracked | Main category distribution |
|---|---|---|---|---|
| analog-agent | 376 | 358 | 359 | source 184; test 82; script 58; config 33; doc 7; template 4; infra 4 |
| uncertainty | 1,062 | 1,063 | 585 | artifact-pointer 452; config 237; source 236; doc 64; test 27; paper 24; script 19 |
| truce-rec | 617 | 622 | 612 | source 151; config 143; test 120; doc 100; script 75; artifact-pointer 19; prompt 7 |
| tgl-rec | 588 | 575 | 586 | source 203; test 149; config 106; doc 60; script 58; prompt 6; artifact-pointer 4 |
Artifact Inventory Summary
| Project | Largest artifact patterns | Public wiki treatment |
|---|---|---|
| analog-agent | ignored archive/legacy/... and .artifacts/simulation/.../tran.json files around 0.2 MB each; no giant raw/model artifact visible in the scan | Record route, truth boundary, and artifact policy. Do not copy archive outputs, simulator logs, PDK/model-card contents, or private paper drafts. |
| uncertainty | Amazon raw JSONL/GZ files up to about 21.6 GB; processed MovieLens JSONL up to about 4.8 GB; official evidence tarballs up to about 397 MB | Record path patterns, sizes, and status only. Do not copy raw data or evidence archive contents. |
| truce-rec | Amazon Video Games raw JSONL about 2.6 GB; observation inputs and examples up to about 790 MB; Pony evidence tarballs up to about 379 MB; controlled-baseline score plans about 253-255 MB | Record manifest/evidence status only. Do not copy .env, logs, raw outputs, or evidence package contents. |
| tgl-rec | TGL-Rec-phase9e-lora-results.tgz about 2.8 GB; raw Video Games JSONL about 2.6 GB; predictions JSONL about 1.4-1.7 GB each | Record as generated/protocol artifacts. Do not copy full predictions, PDFs, archives, model artifacts, or private configs. |
Extracted Project Baselines
Analog Agent
- EXTRACTED: The safe default claim is a calibrated, surrogate-guided analog sizing loop under explicit SPICE truth boundaries.
- EXTRACTED: Canonical first-read docs are
README.md,docs/configured_truth_user_action_boundary.md,docs/repo-map.md,docs/related_work_map.md,docs/stop_conditions.md,configs/default.yaml,configs/benchmarks/multi_task_suite_v1.yaml,configs/simulator/ngspice.yaml, andscripts/run_system_closure_report.py. - EXTRACTED: The project must not claim signoff, full-PDK, layout, PEX, yield, or universal analog-design closure unless evidence is present and reproducible.
- EXTRACTED:
archive/is the durable ignored sink for paper drafts, benchmark exports, experiment results, reports, and historical outputs;.artifacts/is transient simulator/cache output.
Uncertainty / Pony-Rec
- EXTRACTED: Defended claim is task-grounded calibrated uncertainty improving controlled candidate ranking/reranking reliability under same-schema evaluation.
- EXTRACTED: Canonical first-read docs are
README.md,docs/milestones/README.md,docs/paper_claims_and_status.md,docs/top_conference_review_gate.md, anddocs/server_runbook.md. - EXTRACTED: Official baselines require pinned official or official-code-level implementations, Qwen3-8B declared adaptation, exact same-candidate score export, and importer gates.
TRUCE-Rec
- EXTRACTED: Strategic spine is generative recommendation observation → CURE/TRUCE framework → Qwen3-8B-LoRA Ours adapter and ablations → official baseline families → shared same-candidate evaluator → four-domain experiments.
- EXTRACTED: Current paper-facing external baseline route is Pony official evidence import, not legacy controlled-adapter reruns.
- EXTRACTED: Evidence labels distinguish smoke/mock, diagnostic, controlled adapter pilot, official native controlled, and paper result.
TGL-Rec
- EXTRACTED: Active direction is Phase 10: observation to original framework to full recommender system.
- EXTRACTED: Active framework is
src/llm4rec;src/tglrecis legacy/compatibility tooling unless explicitly targeted. - EXTRACTED: Active baseline plan reuses Pony official baselines, with
promaxpending andsetrecblocked/replaced in current TGL memory.
Collaboration Rule Interpretation
- INFERRED: Vipin wiki and project-local
AGENTS.mdfiles are compatible if treated as layers. - INFERRED: Vipin wiki owns durable routing and partner-language memory; target projects own local edit, claim, baseline, server, and evidence rules.
- INFERRED: Opus, Sonnet, DeepSeek/Whale, and Codex parallel selves can be used as read-only or bounded collaborators when the environment permits, but Codex remains responsible for integration, verification, commits, and pushes in Vipin wiki.
- INFERRED: Analog-agent’s multi-agent requirement is compatible with the workbench: use explorer/reviewer passes for complex analog tasks, but preserve SPICE/configured-truth gates and target-repo ownership.
Counterpoints and Gaps
- This source note is a public-safe metadata record, not a complete raw-file mirror.
- Some live artifacts, especially untracked summaries or fresh tarballs, may be newer than canonical docs. Future agents should resolve such drift inside the target repo before changing paper-facing status.
- The review did not run project tests or validate scientific metrics; it created a wiki workbench and routing memory.