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背景与动机
用户视角的问题
#90 / #92 已为课时结算与学习中枢智能推荐含本课词汇的真实新闻;阅读器内通过 lessonWords query 高亮命中词并展示顶部条「📰 本文包含你刚学的 {n} 个词」。#101 跟读听完全文后也会提示「本次接触了 {n}
个课时词」。走查这条课时 → 真实语境动线,发现仍有一条明显的记忆验证断层——产品帮用户「找到了词」,却从未在语境中验证用户「是否还记得」: ...
enhancement
Graduated from #78 (A7 + A8). The user-facing surface of panelcast select.
CLI + effort tiers
- panelcast select --dataset descriptor.yaml command.
- Effort tiers live in the same YAML as the grid ...
documentation
enhancement
experimental
modeling
reproducibility
statistics
Part of M1 (#649). Roadmap epic #659.
Scope
Add meta.data annotated data-mode tool variants for the analytics panels not yet covered by R12 (anomaly_timeline,
lead_lag, narrative_thread, semantic drift, ...
Graduated from #78 (A4). Pre-registered decision rules + confirmation orchestration.
- Thresholds committed in YAML config, not chosen post hoc: promote-candidate requires paired-ELPD z ≥ Z (default ...
enhancement
experimental
reproducibility
statistics
⚠️ CAIRE Incident Report
| Field | Value |
| --- | --- |
| Pod | caire-rca-engine-5cc954f898-gfrtk |
| Namespace | caire |
| Deployment | caire-rca-engine |
| Crash Type | LivenessProbeFailed |
| Detection ...
caire
needs-human
⚠️ CAIRE Incident Report
| Field | Value |
| --- | --- |
| Pod | prometheus-kube-prometheus-operator-7c5bf8f95f-v58dh |
| Namespace | monitoring |
| Deployment | prometheus-kube-prometheus-operator | ...
caire
needs-human
⚠️ CAIRE Incident Report
| Field | Value |
| --- | --- |
| Pod | prometheus-prometheus-kube-prometheus-prometheus-0 |
| Namespace | monitoring |
| Deployment | unknown-deployment |
| Crash Type | LivenessProbeFailed ...
caire
needs-human
⚠️ CAIRE Incident Report
| Field | Value |
| --- | --- |
| Pod | prometheus-prometheus-node-exporter-2lkgr |
| Namespace | monitoring |
| Deployment | unknown-deployment |
| Crash Type | LivenessProbeFailed ...
caire
needs-human
Graduated from #78 (A3 + A6). One report per sweep, aggregating what today lives in four artifact types.
A3 — scoring ledger (src/panelcast/select/scoring.py)
Promote the per-point pairing core out of ...
enhancement
experimental
modeling
reproducibility
statistics
Part of M1 (#649). Roadmap epic #659.
Scope
Add meta.data annotated data-mode tool variants for the research panels (citation_graph, venues, literature_claims).
Done when
Each research panel type has ...

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