Internal · Content Analytics · Weekly Report

Week of 2026-08-04–2026-08-10

Total reads (human + AI)
18,060
14,250 human · 3,810 AI agents
Deterministic
+12%
9,240
7,820 human·1,420 AI
Top topic this week
ISO 13485 Design Controls
Probabilistic
+28%
7,090
4,910 human·2,180 AI
Top topic this week
Four Layers of LLM Engineering
⚠ 1 cold topic
DevRel
-6%
1,730
1,520 human·210 AI
Top topic this week
Persona Profiles
⚠ 2 cold topics
Top reads this week
#
Topic
Reads
AI reads
Depth
Δ Week
01
ISO 13485:2016 Design & Development Controls
1,24834084%+18%
02
Four Layers of LLM Engineering
1,10289071%+34%
03
NIST AI RMF — GOVERN Function
89161268%+22%
04
FDA 21 CFR Part 820 QSR Checklist
84328079%+8%
05
Context Engineering Playbook
72044562%+41%
06
ISO 27001:2022 ISMS Framework
64019574%+4%
07
HIPAA Security Rule — Administrative Safeguards
58014281%-3%
08
Community Launch Playbook
4804258%+12%
Human vs AI breakdown
Human readers14,250
AI agent reads3,810
AI reads by section
Deterministic1,420
Probabilistic2,180
DevRel210
💬Reader Feedback & Helpfulness Quality Signals
Deterministic NUP
96% Helpful
24 ratings · 5 approved comments · 0 pending
Probabilistic NUP
91% Helpful
19 ratings · 7 approved comments · 1 pending
DevRel Strategy
88% Helpful
12 ratings · 3 approved comments · 0 pending
⚠Cold & due for attention — 3 topics
ONC USCDI v3 Patient Data Mapping
Deterministic · Last read 19d ago · Verified 2026-05-14
Schedule review →
DevRel Channel: Twitter/X Strategy
DevRel · Last read 11d ago · Verified 2026-04-02
Schedule review →
EU AI Act — Article 13 Transparency
Probabilistic · Last read 9d ago · Verified 2026-06-18
Schedule review →
Distributed to content leads each Monday 08:00 UTC · AI reads = /retrieve endpoint hits · Depth = median scroll-pct of reading sessions