X-ray Research Pages · Project Index

Project directory

正在运行、需要持续 HTML summary 的项目

此页只解决导航与报告状态可见性：它不合并项目结果，也不将技术 QA 升级为 temperature、abundance、flux 或 physical-origin conclusion。

M31 周星系介质 · CGMsum ApJ 草稿

M31 CGM

M31 视线方向的 XMM-Newton 分析，作为当前 CGMsum 内部 ApJ 草稿交付。

边界 / 下一步: 链接的草稿是模型假设、视线归因与投稿就绪限制的权威来源。

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CGMsum ApJ 内部草稿
论文风格的双语 HTML 交付，含完整草稿、表格、图表与参考文献。
MW–M31 Profile Explorer
交互式可视化：银河系参考模型如何投影到 M31 视线并转换为图 3 表面亮度数据。

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变 W1 MOS 环带 · 技术 QA 与流水线审计

M31HotISM

纯变 W1 MOS 抽取溯源、ESAS 流水线审计、逐 OBSID 技术 QA 页面。

边界 / 下一步: 报告保持技术层面；天体物理天空本底处理与拟合范围是物理解释的前置条件。

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变 W1 MOS 视觉 QA（主）
已接受环带的响应式技术 QA，以及未来径向计划的本地数据覆盖边界。
0402560101 原生椭圆 RA/Dec QA
OBSID 0402560101 的直接 FK5 原生椭圆 RA/Dec QA；视觉批准待定。
0402560101 探测器裁剪响应 QA（已撤回）
已撤回：E021 探测器裁剪响应几何页面；保留作溯源。
ESAS 流水线审计与教学
作为规范的 XMM/ESAS 谱抽取教学材料，逐步 ESAS 抽取审计。

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M104 R0–15 · 区域谱与几何审计

M104 温度剖面

M104 XMM 区域抽取、扇区几何、多径向计划（R0–15、R4–7、PN0 Fe-L 风、温度剖面反馈）的视觉 QA。

边界 / 下一步: 请遵循链接的 M104 报告获取合格区域状态与当前生产抽取门槛。

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R4–7 抽取与视觉 QA（主）
中文视觉 QA 报告与当前八扇区抽取计划/状态页面。
R0–15 EPIC 相机对比
R0–15 径向计划下的跨相机 EPIC 对比。
PN0 Fe-L 风轴审计
PN0 Fe-L 风轴审计；中英双语交付。
温度剖面反馈证据
M104 温度剖面反馈证据审计。

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Idea 进化流水线 · 自动提案起草

XMM Proposal Agent

从文献调研到预注册观测设计的自主多角色流水线（R0–R6），用于生成、评估、迭代 XMM-Newton 提案构想。

边界 / 下一步: 仪表盘仅显示规范台账状态；不改变评分、生命周期或架构就绪度。提案文本与科学门槛以仓库为准。

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Idea-flow 仪表盘
交互式 idea 进化追踪：周期进度、逐 idea 路径时间线、红队攻击、架构状态。
XMM Proposal Agent 项目概览
项目概览：以档案证据、对抗评审、可追溯可行性和 TAC 式判断推动 proposal idea 持续演化。
I002 当前最佳 Idea · NGC 253 双侧超风
Elo 排名最高的 proposal idea：NGC 253 SE halo 偏置指向观测，以压力比检验星系风对称性；包含可证伪主张、门控状态与主要风险。
XMM Proposal Agent 组会报告
Reveal.js 组会幻灯片：介绍证据驱动的 proposal idea 演化架构、独立 red-team、生命周期门控与双执行 lane。
XMM Proposal Agent 并行传送带
调度架构、批次时序、实测利用率与并行轴重新设计的静态技术报告。

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XMM-Newton emldetect · 统计建模论文版本

DET_ML 不确定度

DET_ML 不确定度论文的 v30.3、v30.4、v30.5 修订版的论文风格双语 HTML 交付，配配套 What's New 说明。

边界 / 下一步: 每个版本页面是其自身文本、表格、图表与参考文献的权威。Portal 仅路由到版本集；不跨版本综合科学结论。

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DET_ML 不确定度 — 论文版本（v30.3 / v30.4 / v30.5）
中英双语并排 v30.3 / v30.4 / v30.5 正文，加逐版本 What's New 说明。

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M82 星暴风 · 模拟谱、多相、Chandra 叠加

SQUDE M82

M82 的 SQUDE 提案开发材料：Chandra 叠加模拟谱、三分区模拟谱、50 ks 模拟谱教程、多相风物理页面。

边界 / 下一步: 所有 M82 SQUDE 页面均为提案开发脚手架；尚未构成提案就绪的科学链条。谱输入、探测器假设、物理先验在各页面记录。

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多相风物理（主）需要密码
M82 多相星暴风物理页面；双语交付。
三分区模拟谱需要密码
三分区 M82 模拟谱与可执行教程。
Chandra 叠加需要密码
M82 三分区模拟谱的 Chandra 叠加；可执行教程。
50 ks 模拟谱教程需要密码
M82 星暴风 50 ks 模拟谱教程；双语交付。

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HEAGOF σ(ΔC) · 本科生级教程

HEAGOF 教程

面向物理大一本科生的教程，解释 HEAGOF 校正 Z 检验如何预测 σ(ΔC)；双语交付。

边界 / 下一步: 这是教学页面，非研究声明。HEAGOF 的正确性与适用性由上游 HEAGOF 参考与用户自身数据决定。

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HEAGOF 如何帮我们预测 σ(ΔC)
HEAGOF σ(ΔC) 预测的分步教程；双语交付。

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HEAGOF cstat · X 射线计数数据拟合优度

HEAGOF cstat 教程

双语教程：使用 HEAGOF 校正 Z 检验评估 X 射线天文学中泊松计数数据的 cstat 拟合优度。

边界 / 下一步: 这是教学页面，非研究声明。HEAGOF 的正确性与适用性由上游 HEAGOF 参考决定。

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如何正确判断 X 射线计数数据拟合优劣（HEAGOF cstat）
HEAGOF 校正 Z 检验用于 cstat 拟合优度评估的双语教程。

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NGC 3079 · P1 基准冻结报告

NGC 3079 P1 冻结

NGC 3079 P1 基准的公开冻结报告：P1 与 P2 严格 TDD 门槛，冻结于 2026-07-16T01:21:12Z。

边界 / 下一步: 冻结报告是冻结时间点 P1/P2 门槛状态的权威。后续变更须记录为新冻结或显式修正；原始冻结保留为前身。

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NGC 3079 P1 冻结报告（冻结于 2026-07-16T01:21:12Z）
NGC 3079 的冻结 P1/P2 严格 TDD 基准报告。

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XMM-Newton EPIC · 算法 Tournament 与生产 Pipeline

NGC 3079 热风分解进展

NGC 3079 大尺度热风的 XMM-Newton EPIC 光谱–形态成分分离算法 tournament 与生产 pipeline 进展报告。

边界 / 下一步: 八种 pilot 方法均已判定 INVALIDATED，P4 科学测量仍在进行；本页是进展报告，不是最终科学测量。

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NGC 3079 热风分解与生产 Pipeline 进展
算法 tournament、真实 EPIC 数据接入、响应折叠与 P4 科学测量状态的进展报告。

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基金回测自欺防治 · 量化研究方法论手册

基金量化校准

基于 Fund_strategy_X 与 Fund_strategy_Pareto 两个真实项目的数据，讲解基金量化研究中样本内/外偏差、多重检验、基准缺失与组合构建等方法论问题。

边界 / 下一步: 这是方法论教学页面，不是投资建议或策略推荐。所有数字来自历史回测，不代表未来表现。

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声称与实测 — 基金量化研究的自欺防治手册
11 节方法论课程，涵盖信息预算、过拟合识别、样本外检验、基准构建、指标设计、组合分散化、回测对账与 PBO/DSR，全部使用真实项目数据。

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个人主页 · 科研目录与远程入口

黄瑞个人主页

个人双语主页，汇集 X 射线天体物理科研 Pages 目录、XMM Proposal Agent Dashboard 与远程终端入口。

边界 / 下一步: 导航页包含尚待补充的 CV/学术简介和远程访问链接；各科研站点的内容与科学边界仍以其自身页面为准。

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黄瑞个人主页
中英双语个人入口，连接科研 Pages 总目录、XMM Proposal Agent Dashboard 与 Handmux 远程终端。
黄瑞个人主页（镜像）
huangrui.pages.dev 的字节级相同镜像，提供同一中英双语个人入口。

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claude-replay · 交互式开发会话转录

AI 会话回放演示

使用 claude-replay 生成的交互式、自包含 AI 会话回放，涵盖 Claude Code 的 xsherpa 开发排错与 Hermes Agent 工作流演示。

边界 / 下一步: 这些页面是历史会话演示，不是实时 agent、规范工作流或可引用的科学结果；结论与操作必须回到各自项目的权威来源验证。

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Claude Code：xsherpa 开发会话
xsherpa 拟合排错与开发讨论的交互式回放，支持逐块播放、Thinking/Tools 筛选和文件导航。
Hermes Agent 会话回放
Hermes Agent 工作会话的交互式回放，展示用户消息、assistant 响应、tool calls 与文件引用。

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Agent tooling · statusline 与后台任务可靠性

Claude Code Cache TTL 与 Heartbeat

可由人或 agent 执行的双语配置指南：为 Claude Code statusline 添加 TTL heuristic，并用 session-scoped /loop 请求长任务监测。

边界 / 下一步: TTL 显示是 transcript-based 估算，不是 cache 实时真值；plan-specific 1-hour TTL 仍属 contested。/loop 50m 是请求值，会受 cron rounding、jitter 与 busy-turn 延迟影响，不能保证在假定 TTL 前刷新。安装器仅修改 statusLine，并提供备份与回滚。

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Claude Code Cache TTL 与约 50 分钟 Heartbeat 配置指南
包含中英双语网页、llms.txt、agent execution contract、可校验下载资产，以及保留原 statusline 的可回滚安装器。

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文献证据增量 · 科学问题路由

科学问题前沿

按当日新论文与历史回看分栏展示文献，并把自动匹配结果路由到 provisional scientific questions。

边界 / 下一步: 自动映射仅表示低风险的问题路由，不表示论文支持、挑战或解决某个问题。

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今天读什么，改变了哪个问题？
文献 evidence-delta ledger：严格区分当日新论文与历史回看，并显示 provisional question 路由。

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4XMM-DR14 · Catalog ΔC 经验桥接

4XMM ΔC 条件矩

在固定 camera、energy band、off-axis angle 与 background 后，比较 representative-CCF 三参数理论、catalog 经验桥接公式和 4XMM-DR14 实际条件统计。

边界 / 下一步: 结论仅适用于页面展示的 M1/M2、角度、background 与 30 ≤ CTS < 200 范围；catalog selection、PN、亮源及 Gaussian-tail 外推不在证据范围内。

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4XMM-DR14 Catalog ΔC 条件矩
对同一 full-sample display subset 的理论与 catalog 经验条件均值和 residual width 进行比较，并明确 selection 与覆盖边界。

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M31 circumgalactic medium · CGMsum ApJ draft

M31 CGM

XMM-Newton analysis of the M31 line of sight, delivered as the current CGMsum internal ApJ draft.

Boundary / next step: The linked draft is the authority for model assumptions, line-of-sight attribution, and submission-readiness limits.

Published Pages reports (2)

CGMsum ApJ internal draft
Manuscript-style bilingual HTML delivery with the complete draft, tables, figures, and references.
MW–M31 Profile Explorer
Interactive visualization of how the Milky Way reference model is projected onto the M31 line of sight and converted to Figure 3 surface-brightness data.

Open canonical project Pages report

variable-W1 MOS annuli · technical QA & pipeline audit

M31HotISM

Pure variable-W1 MOS extraction provenance, ESAS pipeline audit, and per-OBSID technical QA pages.

Boundary / next step: Reports remain technical; astrophysical sky-background treatment and fitting scope are required before physical interpretation.

Published Pages reports (4)

variable-W1 MOS visual QA (main)
Responsive technical QA for accepted annuli plus a local-data coverage boundary for the future radial program.
0402560101 native ellipse RA/Dec QA
Direct FK5 native-ellipse RA/Dec QA for OBSID 0402560101; visual approval pending.
0402560101 detector-clipped response QA (withdrawn)
Withdrawn: E021 detector-clipped response geometry page; retained for provenance.
ESAS pipeline audit & teaching
Step-by-step ESAS extraction audit used as the canonical XMM/ESAS spectrum extraction teaching material.

Open canonical project Pages report

M104 R0–15 · regional spectral and geometry audit

M104 Temperature Profile

M104 XMM regional extraction, sector geometry, and visual QA across multiple radial programs (R0–15, R4–7, PN0 Fe-L wind, temperature-profile feedback).

Boundary / next step: Follow the linked M104 reports for qualified-region status and the current production-extraction gate.

Published Pages reports (4)

R4–7 extraction & visual QA (main)
Chinese visual QA report and the current eight-sector extraction-plan/status page.
R0–15 EPIC camera comparison
Cross-camera EPIC comparison across the R0–15 radial program.
PN0 Fe-L wind-axis audit
PN0 Fe-L wind-axis audit; Chinese/English bilingual delivery.
Temperature profile feedback evidence
M104 temperature-profile feedback evidence audit.

Open canonical project Pages report

Idea-evolution pipeline · autonomous proposal drafting

XMM Proposal Agent

Autonomous multi-role pipeline (R0–R6) for generating, evaluating, and iterating XMM-Newton proposal ideas from survey literature to pre-registered observational designs.

Boundary / next step: The dashboard displays the canonical ledger state only; it does not change scores, lifecycle, or architecture-readiness. Proposal text and science gates are authoritative in the repository.

Published Pages reports (5)

Idea-flow dashboard
Interactive idea-evolution trace: cycle progress, per-idea journey timeline, red-team shots, and architecture status.
XMM Proposal Agent Overview
Project overview of an evidence-driven, adversarially reviewed framework for continuously evolving proposal ideas with traceable feasibility and TAC-style judgment.
I002 Best Idea · NGC 253 Two-Sided Superwind
Top Elo-ranked proposal idea: NGC 253 SE halo offset pointing to test wind symmetry via pressure ratio; includes falsifiable claim, gate status, and key risks.
XMM Proposal Agent Slides
Reveal.js group-meeting deck on evidence-driven proposal-idea evolution, independent red-teaming, lifecycle gates, and dual execution lanes.
XMM Proposal Agent Parallel Conveyor
Static technical report on scheduler architecture, batch timing, measured utilization, and redesigning the axis of parallelism.

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XMM-Newton emldetect · statistical modelling manuscript versions

DET_ML Uncertainty

Manuscript-style bilingual HTML delivery of the DET_ML Uncertainty paper across its v30.3, v30.4, and v30.5 revisions, with paired What's New notes.

Boundary / next step: Each version page is the authority for its own text, tables, figures, and references. The portal only routes to the version set; it does not synthesize scientific conclusions across revisions.

Published Pages reports (1)

DET_ML Uncertainty — manuscript versions (v30.3 / v30.4 / v30.5)
Side-by-side v30.3 / v30.4 / v30.5 main text in Chinese and English, plus per-version What's New notes.

Open canonical project Pages report

M82 starburst wind · mock-spectrum, multiphase, and Chandra overlay

SQUDE M82

SQUDE proposal-development materials for M82: Chandra-overlay mock spectra, three-region simulated spectra, a 50 ks mock-spectrum tutorial, and a multiphase wind physics page.

Boundary / next step: All M82 SQUDE pages are proposal-development scaffolding; they do not yet constitute a proposal-ready science chain. Spectral inputs, detector assumptions, and physical priors are documented per page.

Published Pages reports (4)

Multiphase wind physics (main) Password required
Multiphase M82 starburst-wind physics page; bilingual delivery.
Three-region simulated spectrum Password required
Three-region simulated M82 spectrum with executable tutorial.
Chandra overlay Password required
M82 three-region simulated spectrum with Chandra overlay; executable tutorial.
50 ks mock-spectrum tutorial Password required
M82 starburst-wind 50 ks mock-spectrum tutorial; bilingual delivery.

Open canonical project Pages report

HEAGOF σ(ΔC) · undergraduate-level tutorial

HEAGOF Tutorial

Tutorial explaining how the HEAGOF corrected Z-test predicts σ(ΔC), aimed at first-year physics undergraduates; bilingual delivery.

Boundary / next step: This is a teaching page, not a research claim. HEAGOF's correctness and applicability are governed by the upstream HEAGOF reference and the user's own data.

Published Pages reports (1)

How HEAGOF helps us predict σ(ΔC)
Step-by-step tutorial on HEAGOF σ(ΔC) prediction; bilingual delivery.

Open canonical project Pages report

HEAGOF cstat · goodness-of-fit for X-ray count data

HEAGOF CStat Tutorial

Bilingual tutorial on using the HEAGOF corrected Z-test to evaluate cstat goodness-of-fit for Poisson count data in X-ray astronomy.

Boundary / next step: This is a teaching page, not a research claim. HEAGOF's correctness and applicability are governed by the upstream HEAGOF reference.

Published Pages reports (1)

How to correctly judge X-ray count-data fit quality (HEAGOF cstat)
Bilingual tutorial on HEAGOF corrected Z-test for cstat goodness-of-fit evaluation.

Open canonical project Pages report

NGC 3079 · P1 benchmark freeze report

NGC 3079 P1 Freeze

Public freeze report for the NGC 3079 P1 benchmark: P1 and P2 strict-TDD gates, frozen at 2026-07-16T01:21:12Z.

Boundary / next step: The freeze report is the authority for the P1/P2 gate state at the freeze timestamp. Any subsequent changes must be recorded as a new freeze or as an explicit amendment; the original freeze is preserved as a precursor.

Published Pages reports (1)

NGC 3079 P1 Freeze Report (frozen 2026-07-16T01:21:12Z)
Frozen P1/P2 strict-TDD benchmark report for NGC 3079.

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XMM-Newton EPIC · algorithm tournament and pipeline

NGC 3079 Wind Progress

Progress report on XMM-Newton EPIC spectral–morphological component-separation algorithms and the production pipeline for NGC 3079's large-scale hot wind.

Boundary / next step: All eight pilot methods are INVALIDATED and P4 science measurements remain in progress; this page is a progress report, not a final scientific measurement.

Published Pages reports (1)

NGC 3079 wind-decomposition pipeline progress
Progress report covering the algorithm tournament, real EPIC data ingestion, response folding, and P4 science-measurement status.

Open canonical project Pages report

Fund backtest self-deception prevention · quantitative research methodology

Fund Quant Calibration

Methodology handbook for fund quantitative research, using real data from the Fund_strategy_X and Fund_strategy_Pareto projects to cover in/out-of-sample bias, multiple testing, benchmark absence, and portfolio construction.

Boundary / next step: This is a methodology teaching page, not investment advice or strategy recommendation. All figures are from historical backtests and do not represent future performance.

Published Pages reports (1)

Claims vs. Reality — A Self-Deception Prevention Handbook for Fund Quant Research
11 methodology lessons covering information budget, overfitting detection, out-of-sample testing, benchmark construction, metric design, portfolio diversification, backtest reconciliation, and PBO/DSR, all using real project data.

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Personal hub · research directory and remote access

Huangrui Personal Hub

Bilingual personal hub linking the X-ray astrophysics Pages directory, the XMM Proposal Agent Dashboard, and a remote-terminal entry.

Boundary / next step: The hub includes a placeholder CV/academic bio and a remote-access link; each research site's own page remains authoritative for content and scientific boundaries.

Published Pages reports (2)

Huangrui Personal Hub
Bilingual personal entry linking the research Pages directory, the XMM Proposal Agent Dashboard, and the Handmux remote terminal.
Huangrui Personal Hub (mirror)
Byte-identical mirror of huangrui.pages.dev, providing the same bilingual personal entry.

Open canonical project Pages report

claude-replay · interactive development transcripts

AI Session Replay Demos

Interactive, self-contained AI session replays generated with claude-replay, covering a Claude Code xsherpa debugging session and a Hermes Agent workflow demo.

Boundary / next step: These pages are historical session demos, not live agents, canonical workflows, or citable scientific results; claims and actions must be verified against each project's authoritative sources.

Published Pages reports (2)

Claude Code: xsherpa development session
Interactive replay of an xsherpa fitting-debug and development discussion, with block playback, Thinking/Tools filters, and file navigation.
Hermes Agent session replay
Interactive replay of a Hermes Agent work session, showing user messages, assistant responses, tool calls, and file references.

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Agent tooling · statusline and background-task reliability

Claude Code Cache TTL and Heartbeat

An agent-executable bilingual setup guide that adds a TTL heuristic to the Claude Code statusline and requests long-task monitoring with a session-scoped /loop.

Boundary / next step: The TTL display is a transcript-based estimate, not live cache state, and the plan-specific one-hour TTL claim remains contested. /loop 50m is a requested cadence subject to cron rounding, jitter, and busy-turn delay; it cannot guarantee a refresh before an assumed TTL. The installer changes only statusLine and provides backup and rollback.

Published Pages reports (1)

Claude Code Cache TTL and Approximate 50-Minute Heartbeat Guide
Bilingual pages, llms.txt, an agent execution contract, verifiable download assets, and a reversible installer that preserves the existing statusline.

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Literature evidence delta · question routing

Science Question Frontier

Literature ledger separating daily new papers from historical review and routing automated matches to provisional scientific questions.

Boundary / next step: Automated mappings are low-risk question routing only; they do not mean a paper supports, challenges, or resolves a question.

Published Pages reports (1)

What Should We Read Today, and Which Question Changed?
Evidence-delta ledger separating daily new papers from historical review and showing provisional-question routing.

Open canonical project Pages report

4XMM-DR14 · catalog ΔC empirical bridge

4XMM ΔC Moments

Comparison of representative-CCF three-parameter theory, a catalog empirical bridge, and observed 4XMM-DR14 conditional statistics at fixed camera, energy band, off-axis angle, and background.

Boundary / next step: Claims are limited to the displayed M1/M2, angle, background, and 30 ≤ CTS < 200 ranges; catalog selection, PN, bright sources, and Gaussian-tail extrapolation remain outside the evidence boundary.

Published Pages reports (1)

4XMM-DR14 Catalog ΔC Moments
Comparison of theoretical and catalog-empirical conditional means and residual widths on the same full-sample display subset, with explicit selection and coverage limits.

Open canonical project Pages report

Publication outline

当前 HTML summary coverage (32 Pages reports across 16 projects)

Owned Cloudflare Pages reports linked by this directory
Project	Pages report	Canonical entry
M31 CGM	CGMsum ApJ 内部草稿	Pages ↗
M31 CGM	MW–M31 Profile Explorer	Pages ↗
M31HotISM	变 W1 MOS 视觉 QA（主）	Pages ↗
M31HotISM	0402560101 原生椭圆 RA/Dec QA	Pages ↗
M31HotISM	0402560101 探测器裁剪响应 QA（已撤回）	Pages ↗
M31HotISM	ESAS 流水线审计与教学	Pages ↗
M104 温度剖面	R4–7 抽取与视觉 QA（主）	Pages ↗
M104 温度剖面	R0–15 EPIC 相机对比	Pages ↗
M104 温度剖面	PN0 Fe-L 风轴审计	Pages ↗
M104 温度剖面	温度剖面反馈证据	Pages ↗
XMM Proposal Agent	Idea-flow 仪表盘	Pages ↗
XMM Proposal Agent	XMM Proposal Agent 项目概览	Pages ↗
XMM Proposal Agent	I002 当前最佳 Idea · NGC 253 双侧超风	Pages ↗
XMM Proposal Agent	XMM Proposal Agent 组会报告	Pages ↗
XMM Proposal Agent	XMM Proposal Agent 并行传送带	Pages ↗
DET_ML 不确定度	DET_ML 不确定度 — 论文版本（v30.3 / v30.4 / v30.5）	Pages ↗
SQUDE M82	多相风物理（主）	Pages ↗
SQUDE M82	三分区模拟谱	Pages ↗
SQUDE M82	Chandra 叠加	Pages ↗
SQUDE M82	50 ks 模拟谱教程	Pages ↗
HEAGOF 教程	HEAGOF 如何帮我们预测 σ(ΔC)	Pages ↗
HEAGOF cstat 教程	如何正确判断 X 射线计数数据拟合优劣（HEAGOF cstat）	Pages ↗
NGC 3079 P1 冻结	NGC 3079 P1 冻结报告（冻结于 2026-07-16T01:21:12Z）	Pages ↗
NGC 3079 热风分解进展	NGC 3079 热风分解与生产 Pipeline 进展	Pages ↗
基金量化校准	声称与实测 — 基金量化研究的自欺防治手册	Pages ↗
黄瑞个人主页	黄瑞个人主页	Pages ↗
黄瑞个人主页	黄瑞个人主页（镜像）	Pages ↗
AI 会话回放演示	Claude Code：xsherpa 开发会话	Pages ↗
AI 会话回放演示	Hermes Agent 会话回放	Pages ↗
Claude Code Cache TTL 与 Heartbeat	Claude Code Cache TTL 与约 50 分钟 Heartbeat 配置指南	Pages ↗
科学问题前沿	今天读什么，改变了哪个问题？	Pages ↗
4XMM ΔC 条件矩	4XMM-DR14 Catalog ΔC 条件矩	Pages ↗