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Gap
The Python SDK shipped the external-API remote-play path in chipzen-bot 0.3.0 (#55): run_external_bot(),
connect_to_chipzen(), chipzen.toml config, RetryPolicy, safe_mode, and the chipzen run-external ...
enhancement
external-api
P1 - High
size-L
问题描述
VMD-LSTM-CatBoost(模型三)和 VMD-LSTM(模型四)中的 LSTM 网络在训练集上 loss 极低(~1e-4 量级),但在测试集上 MSE 高达数百甚至上千,呈现典型的严重过拟合。
日志证据
多个日志文件显示:
- 训练样本数(train_samples)=18, 序列长度(seq_len)=6
- LSTM 训练集 best_loss: 0.000093, ...
bug
问题描述
VMD-SVR(模型五)在三种物资上的预测值大部分为负数,而物资需求量不可能为负(实际范围:10KV电缆10-30、变压器5-15、避雷器55-105)。
指标证据(来自 metrics_summary.json)
| 物资 | MSE | RMSE | MAE | R² |
| --- | --- | --- | --- | --- |
| 10KV电缆 | 401.89 | 20.05 ...
bug
Summary
phase-section-analyst と environment-section-analyst をバンドル受領の薄いナレーション層に。両者とも必要データは既存 prefetch に揃っている(phase_structure /
weather / terrain)。model は sonnet 維持。
Parent
Part of #234: Epic 3層アーキテクチャ再編 ...
design-approved
sub-issue
Summary
efficiency-section-analyst をバンドル受領の薄いナレーション層に。fetch ツールを削除し、form_evaluation / hr_zones_detail / form_baseline_trend(S1
でバンドルに追加済み)を CONTEXT から使う。model は sonnet 維持。
Parent
Part of #234: Epic ...
design-approved
sub-issue
Summary
summary-section-analyst を「バンドル受領 → synthesis のみ」の薄いエージェントに改修。最大のコスト削減(~$3.0/活動)かつ第1弾。model は opus 維持(synthesis
品質を変えず、質リスクほぼゼロ)。
Parent
Part of #234: Epic 3層アーキテクチャ再編
Design
Files to Create/Modify ...
design-approved
sub-issue
For some reason the STMP isn t working for both production and local testing. Mostly when you create an account, you don
t get a welcome message.
Summary
prefetch_activity_context を拡張し、各 section agent が個別 fetch していたデータをサーバ側で1バンドルに集約する(L0 計算層)。新ツールは作らず既存の CONTEXT
注入導線を活用(後方互換、キー追加のみ)。
Parent
Part of #234: Epic 3層アーキテクチャ再編
Design
Files to Create/Modify ...
design-approved
sub-issue
What to build
Let the documents API be filtered by source, and surface a note s owning source on the wire — the data foundation the
MFS Finder view needs to list the notes of this vault.
End-to-end: ...
ready-for-agent
What happened
On feat/name-vs-authority-remediation-01KTYGTE (mission #132), two pinning tests in
tests/integration/test_p0_pinning_regressions.py fail at branch tip:
- test_1889_resolve_feature_dir_for_flattened_mission ...
bug
priority:P2
reliability
triage:needs-revision

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