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ietf-draft-analyzer/data/reports/blog-series/data/05-ideas-data.md
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

5.2 KiB

Data Package: Post 5 — Where 230 Organizations Agree (And Where They Don't)

Reframed per Architect's direction: lead with cross-org convergence (628 ideas), not raw extraction count (1,780).

Lead Metric: Cross-Organization Convergence

  • 1,467 unique idea clusters (after fuzzy dedup from 1,780 raw extractions)
  • 628 ideas appear across 2+ organizations = genuine multi-org convergence
  • 628 / 1,467 = 43% of ideas have cross-org validation

Convergence Pyramid

Org Count Ideas What It Means
14 orgs 8 ideas Single mega-consortium (ML infra draft)
7+ orgs 14 ideas Strong multi-org convergence
4-6 orgs 179 ideas Solid cross-org agreement
2-3 orgs 427 ideas Early convergence signals
1 org only 839 ideas Unique to one organization

The Real Convergence: Ideas in 2+ Independent Drafts from 2+ Orgs

These are the strongest convergence signals — ideas that different teams proposed independently:

Idea Drafts Orgs Significance
AI Agent Communication Framework 2 7 Five9/Cisco AND Chinese telcos+ANP — cross-bloc convergence
Agent Gateway 3 6 China Telecom, Zhongguancun, AsiaInfo, Beijing U, Huawei, UnionPay
Distributed AI Inference Architecture 2 5 Cross-institution (Hong Kong, IRTF)
Network Digital Twin Support 2 5 Research + operator convergence
Multi-Agent Communication Protocol 8 7 AsiaInfo, BUPT, China Mobile, China Telecom, China Unicom, Huawei, Zhongguancun
AI Agent Communication Network (ACN) 5 7 ANP Community, China Mobile, China Telecom, China Unicom, Cisco, Five9, Huawei
Tool Enumeration/Invocation API 3 2 Rosenberg (Five9) — coherent toolkit across 3 drafts
CHEQ Protocol 2 3 Rosenberg — conversation verification

Key finding: "AI Agent Communication Framework" spans the Chinese-Western divide (Five9+Cisco on one side, 4 Chinese telcos+ANP on the other). This is the strongest cross-bloc convergence signal in the dataset.

The 14-Org Consortium (Context, Not Convergence)

8 ideas from one mega-draft (AI inference networking): Ultra-Low Latency Routing, Tensor Parallelization, FARE, Adaptive Load Balancing, etc. All 14 orgs (Hygon, Tencent, Baidu, Broadcom, Huawei, China Mobile + 8 more) are co-authors on a single draft. This is a consortium submission, not independent convergence. Still significant — it's the broadest cross-org collaboration in the dataset — but should not be presented as "14 organizations independently arrived at the same idea."

Ideas to Watch (Top-Scored Drafts)

  1. DAAP v2 (Distributed AI Accountability Protocol) — Composite 4.75. Addresses behavior verification gap.
  2. VOLT (Verifiable Operations Ledger and Trace) — Composite 4.75. Audit trail for agents.
  3. EDHOC Application Profiles — WG-adopted (lake), composite 4.75. Lightweight crypto.
  4. Agentic JWT (Secure Intent Protocol) — Composite 4.50. JWT-compatible agent identity.
  5. STAMP Protocol — Composite 4.50, overlap=1 (truly novel). Task-bound message proofs.
  6. Verifiable Agent Conversations — Composite 4.50. Cryptographic conversation records.
  7. Token-efficient Data Layer — Composite 4.50. Cost-conscious agent communication.

Idea Taxonomy (Background Context)

Type Count %
mechanism 663 37.2%
architecture 280 15.7%
pattern 251 14.1%
protocol 228 12.8%
requirement 171 9.6%
extension 168 9.4%
other 19 1.1%

Note: These are raw extraction counts (~4.9 per draft avg). Use as background taxonomy only — the convergence numbers are the lead metric.

Convergence-Gap Tension

The punchline for Post 5: teams agree on WHAT to build but disagree on HOW. The 628 cross-org ideas show broad agreement on the problem space (agent communication, identity, infrastructure). But the 12 gaps show no one is building the connective tissue (behavior verification, human override, error recovery, liability).

Convergence Area Cross-Org Ideas Corresponding Gap
Agent communication High (136 A2A drafts) Cross-Protocol Migration (MEDIUM)
Agent identity High (121 auth drafts) Cross-Domain Liability (CRITICAL)
ML infrastructure High (74 ML traffic) Energy Optimization (MEDIUM)
Autonomous netops High (98 drafts) Capability Degradation (HIGH)
Safety/oversight Low (45 drafts) Behavior Verification (CRITICAL), Human Override (CRITICAL)

Gap-to-Idea Mapping

Gap Ideas Addressing It Coverage Level
Behavior Verification DAAP, VOLT, Verifiable Conversations Partial (3 drafts)
Cross-Domain Liability DAAP accountability, STAMP proofs Minimal
Human Override Scattered across 30 drafts No unified approach
Resource Exhaustion ML traffic mgmt ideas Indirect only
Data Provenance VOLT, some data format ideas Partial
Capability Degradation None explicit Absent
Coordination Deadlocks None explicit Absent
Privacy Preservation Some policy/governance ideas Minimal