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Christian Nennemann d6beb9c0a0 v0.3.0: Gap-to-Draft pipeline, Living Standards Observatory, blog series

Gap-to-Draft Pipeline (ietf pipeline):
- Context builder assembles ideas, RFC foundations, similar drafts, ecosystem vision
- Generator produces outlines + sections using rich context with Claude
- Quality gates: novelty (embedding similarity), references, format, self-rating
- Family coordinator generates 5-draft ecosystem (AEM/ATD/HITL/AEPB/APAE)
- I-D formatter with proper headers, references, 72-char wrapping

Living Standards Observatory (ietf observatory):
- Source abstraction with IETF + W3C fetchers
- 7-step update pipeline: snapshot, fetch, analyze, embed, ideas, gaps, record
- Static GitHub Pages dashboard (explorer, gap tracker, timeline)
- Weekly CI/CD automation via GitHub Actions

Also includes:
- 361 drafts (expanded from 260 with 6 new keywords), 403 authors, 1,262 ideas, 12 gaps
- Blog series (8 posts planned), reports, arXiv paper figures
- Agent team infrastructure (CLAUDE.md, scripts, dev journal)
- 5 new DB tables, schema migration, ~15 new query methods

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

2026-03-04 00:48:57 +01:00

4.7 KiB

Raw Blame History

Author Network Centrality Report

Generated 2026-03-03 20:14 UTC — 491 authors, 1142 co-authorship edges

Network Overview

Authors (nodes): 491
Co-authorship edges: 1142
Intra-org edges: 388 (35.1%)
Cross-org edges: 718 (64.9%)
Cross Chinese-Western edges: 167
Clustering coefficient: 0.794
Connected components: 68, largest: 165

Top 30 Authors by Betweenness Centrality

Betweenness centrality measures how often an author lies on the shortest path between other authors — high BC = key connector in the network.

#	Author	Organization	BC Score	Degree	CN Neighbors	Western Neighbors
1	Luis M. Contreras	Telefonica	0.0351	14	11	3
2	Qin Wu	Huawei	0.0349	23	12	11
3	Aijun Wang	China Telecom	0.0323	17	17	0
4	Mengyao Han	China Unicom	0.0282	20	19	1
5	Xueting Li	China Telecom	0.0230	4	4	0
6	Muhammad Awais Jadoon	InterDigital	0.0229	13	9	4
7	Menghan Yu	China Telecom	0.0171	7	6	1
8	Chenguang Du	Zhongguancun Laboratory	0.0129	7	7	0
9	Diego Lopez	Telefonica	0.0127	15	6	9
10	Arashmid Akhavain	Huawei	0.0120	15	13	2
11	Chenchen Yang	Huawei	0.0107	14	12	2
12	Kehan Yao	China Mobile	0.0105	11	8	3
13	Bo Wu	Huawei	0.0104	9	6	3
14	Giuseppe Fioccola	Huawei	0.0092	10	2	8
15	Ran Pang	China Unicom	0.0083	16	16	0
16	Bing Liu	Huawei	0.0082	19	14	5
17	Yi Yue	China Unicom	0.0077	14	12	2
18	Zhenbin Li	Huawei	0.0076	18	16	2
19	Qiangzhou Gao	Huawei	0.0076	18	16	2
20	Quan Xiong	ZTE Corporation	0.0074	14	12	2
21	Zongpeng Du	China Mobile	0.0073	10	5	5
22	Sun Qiong	China Telecom	0.0071	10	5	5
23	Michael Richardson	Sandelman Software Works	0.0060	18	1	17
24	Xiaotong Shang	Huawei	0.0051	16	14	2
25	Chongfeng Xie	China Telecom	0.0050	9	7	2
26	Yong Cui	Tsinghua University	0.0040	8	8	0
27	Roland Schott	Deutsche Telekom	0.0040	7	2	5
28	XingZhao	CAICT	0.0040	8	7	1
29	Jun Liu	BUPT	0.0040	6	6	0
30	Lianhua Zhang	AsiaInfo	0.0040	6	6	0

Cross-Divide Bridge-Builders (115 authors)

Authors who co-author with people from both Chinese and Western organizations.

#	Author	Organization	BC Score	CN Neighbors	Western Neighbors
1	Luis M. Contreras	Telefonica	0.0351	11	3
2	Qin Wu	Huawei	0.0349	12	11
3	Mengyao Han	China Unicom	0.0282	19	1
4	Muhammad Awais Jadoon	InterDigital	0.0229	9	4
5	Menghan Yu	China Telecom	0.0171	6	1
6	Diego Lopez	Telefonica	0.0127	6	9
7	Arashmid Akhavain	Huawei	0.0120	13	2
8	Chenchen Yang	Huawei	0.0107	12	2
9	Kehan Yao	China Mobile	0.0105	8	3
10	Bo Wu	Huawei	0.0104	6	3
11	Giuseppe Fioccola	Huawei	0.0092	2	8
12	Bing Liu	Huawei	0.0082	14	5
13	Yi Yue	China Unicom	0.0077	12	2
14	Zhenbin Li	Huawei	0.0076	16	2
15	Qiangzhou Gao	Huawei	0.0076	16	2
16	Quan Xiong	ZTE Corporation	0.0074	12	2
17	Zongpeng Du	China Mobile	0.0073	5	5
18	Sun Qiong	China Telecom	0.0071	5	5
19	Michael Richardson	Sandelman Software Works	0.0060	1	17
20	Xiaotong Shang	Huawei	0.0051	14	2

Organization-Level Centrality (>= 3 authors)

#	Organization	Authors	Avg BC	Max BC
1	China Telecom	23	0.0037	0.0323
2	Zhongguancun Laboratory	4	0.0032	0.0129
3	China Unicom	22	0.0023	0.0282
4	Huawei	53	0.0022	0.0349
5	Siemens	5	0.0011	0.0032
6	AsiaInfo	4	0.0010	0.0040
7	China Mobile	24	0.0010	0.0105
8	Ericsson	3	0.0009	0.0018
9	ZTE Corporation	12	0.0009	0.0074
10	Tsinghua University	13	0.0006	0.0040
11	CAICT	8	0.0006	0.0040
12	BUPT	14	0.0003	0.0040
13	Amazon	5	0.0003	0.0013
14	Inria	6	0.0001	0.0004
15	Google	5	0.0000	0.0001
16	Department of Computer Science & Engineering	4	0.0000	0.0001
17	Cisco	23	0.0000	0.0001
18	Pengcheng Laboratory	8	0.0000	0.0001
19	IBM	6	0.0000	0.0000
20	Futurewei	3	0.0000	0.0000

4.7 KiB Raw Blame History