Week 13 weekly learning briefing — 2026-06-28

config/previously-recommended.md

@@ -66,24 +66,6 @@ https://www.youtube.com/watch?v=D4XTefP3Lsc
 https://www.deloitte.com/us/en/insights/topics/talent/human-capital-trends/2026/human-ai-interaction-design.html
 https://newsletter.uxdesign.cc/p/on-rational-thinking-taking-action
 
-<<<<<<< Updated upstream
-# Week 6 — 2026-04-20
-https://maggieappleton.com/zero-alignment/
-https://www.youtube.com/watch?v=QVJcdfkRpH8
-https://www.youtube.com/watch?v=yyuVR-ML9X8
-https://www.youtube.com/watch?v=GEJIDLeNYXE
-https://jakobnielsenphd.substack.com/p/ai-use
-https://arxiv.org/abs/2603.13417
-https://jack-clark.net/2026/04/13/import-ai-453-breaking-ai-agents-mirrorcode-and-ten-views-on-gradual-disempowerment/
-
-# Week 7 — 2026-05-03
-https://www.youtube.com/watch?v=wUWljYoQN8g
-https://smashingmagazine.com/2026/05/designing-stable-interfaces-streaming-content/
-https://www.microsoft.com/en-us/research/blog/red-teaming-a-network-of-agents-understanding-what-breaks-when-ai-agents-interact-at-scale/
-https://www.youtube.com/watch?v=mCO-D3pkviM
-https://simonwillison.net/2025/Jun/27/context-engineering/
-https://uxdesign.cc/the-web-trained-ai-to-deceive-now-designers-have-to-untrain-it-420f9d3fe78e
-=======
 # Week 6 — 2026-04-11 (Test run — retroactively logged)
 https://smashingmagazine.com/2026/04/identifying-necessary-transparency-moments-agentic-ai-part1/
 https://jakobnielsenphd.substack.com/p/workflow-redesign
@@ -102,6 +84,12 @@ https://www.youtube.com/watch?v=QVJcdfkRpH8
 https://anthropic.com/research/automated-alignment-researchers
 https://www.youtube.com/watch?v=eqPljh_9C9Y
 
+# Week 6 — 2026-04-20
+https://maggieappleton.com/zero-alignment/
+https://www.youtube.com/watch?v=yyuVR-ML9X8
+https://www.youtube.com/watch?v=GEJIDLeNYXE
+https://arxiv.org/abs/2603.13417
+
 # Week 7 — 2026-04-19 (first run with rebalanced scoring: Audience Lanes + diversity rule)
 https://www.youtube.com/watch?v=Raa3qjEBvKE
 https://www.smashingmagazine.com/2025/09/psychology-trust-ai-guide-measuring-designing-user-confidence/
@@ -110,4 +98,36 @@ https://engineering.salesforce.com/grounding-enterprise-ai-with-live-web-retriev
 https://www.smashingmagazine.com/2025/07/design-patterns-ai-interfaces/
 https://mbrenndoerfer.com/writing/rag-architecture-retriever-generator-design-patterns
 https://www.youtube.com/watch?v=5ABcYSWPVr8
->>>>>>> Stashed changes
+
+# Week 7 — 2026-05-03
+https://www.youtube.com/watch?v=wUWljYoQN8g
+https://smashingmagazine.com/2026/05/designing-stable-interfaces-streaming-content/
+https://www.microsoft.com/en-us/research/blog/red-teaming-a-network-of-agents-understanding-what-breaks-when-ai-agents-interact-at-scale/
+https://www.youtube.com/watch?v=mCO-D3pkviM
+https://simonwillison.net/2025/Jun/27/context-engineering/
+https://uxdesign.cc/the-web-trained-ai-to-deceive-now-designers-have-to-untrain-it-420f9d3fe78e
+
+# Week 13 — 2026-06-14 (retroactively logged — was missing from dedup)
+https://www.anthropic.com/engineering/built-multi-agent-research-system
+https://aakashgupta.medium.com/building-multi-agent-systems-will-be-a-must-have-pm-skill-in-2026-30e52fd732cb
+https://www.lennysnewsletter.com/p/we-replaced-our-sales-team-with-20-ai-agents
+https://www.latent.space/p/andon
+https://www.microsoft.com/en-us/research/blog/magenticlite-magenticbrain-fara1-5-an-agentic-experience-optimized-for-small-models/
+https://arxiv.org/abs/2510.24937
+https://arxiv.org/abs/2603.02050
+
+# Week 13 — 2026-06-21 (retroactively logged — was missing from dedup)
+https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents
+https://learn.microsoft.com/en-us/microsoft-copilot-studio/guidance/multi-agent-patterns
+https://arxiv.org/abs/2512.11979
+https://agentic-design.ai/patterns/ui-ux-patterns
+https://www.news.aakashg.com/p/practical-ai-agents-pms
+https://www.oneusefulthing.org/p/what-it-feels-like-to-work-with-mythos
+
+# Week 13 — 2026-06-28
+https://www.anthropic.com/engineering/harness-design-long-running-apps
+https://jakobnielsenphd.substack.com/p/no-more-ui
+https://www.lennysnewsletter.com/p/make-product-management-fun-again
+https://www.nngroup.com/articles/state-of-ux-2026/
+https://www.news.aakashg.com/p/ai-agents-pms
+https://www.oneusefulthing.org/p/co-existence-and-the-end-of-co-intelligence

logs/run-2026-06-28.md

@@ -0,0 +1,37 @@
+# Run Log — 2026-06-28
+Week: 13 · Multi-agent orchestration (design lens)
+Topic: Multi-agent orchestration, sub-agents/orchestrator-worker, human oversight of agent fleets ("where does the user sit in the loop")
+Sources checked: ~13 YouTube channels (all 403), ~8 Tier-1 RSS feeds (all 403 except MS Research), 18 web searches, X skipped
+Items collected: ~22 candidates surfaced across fresh + evergreen + discovery scans
+Items after hard filters (dedup vs checklist + previously-recommended + 2 prior Week 13 briefings): ~11
+Items after topic gate: ~9
+Must Read: 2 (score range: 88–100)
+  - Anthropic — Harness design for long-running application development (100, Engineering)
+  - Jakob Nielsen — No More User Interface? (88, Design)
+Recommended: 3 (score range: 70–85)
+  - Tal Raviv (Lenny's) — Make product management fun again with AI agents (85, Product)
+  - NN/g — State of UX 2026: Design Deeper to Differentiate (72, Design)
+  - Aakash Gupta — AI Agents for PMs: The Ultimate Guide (70, Product)
+Wild Card: yes (trigger: contrarian — challenges the "coordinate many agents" premise)
+  - Ethan Mollick — Co-Existence and the End of Co-Intelligence (68, General)
+Discovered: 0 (all six picks are from the curated source list)
+Dropped: ~3 (low-trust SEO/listicle multi-agent "framework" roundups; already-picked OrchVis; off-topic MS Research science-lane posts)
+Total items: 6 (under hard cap of 7)
+Estimated total reading time: ~1 hr 32 min
+
+## Diversity rule (final 6)
+- Product Lane: 2 (Tal Raviv, Aakash) ✓
+- Design Lane: 2 (Jakob Nielsen, NN/g) ✓
+- Pure-engineer-audience: 1 (Anthropic harness) — within ≤2 cap ✓
+- Wild Card: Mollick (general)
+Rule satisfied.
+
+## Errors / Notes
+- THIRD consecutive Week 13 briefing. The current-week detector still lands on Week 13 (first week with zero [x] items); Katherine hasn't advanced the checklist. The 2026-06-14 and 2026-06-21 Week 13 pages already consumed the canonical multi-agent picks. All six picks this run are new and repeat nothing from either prior page. Flagged in-page (context note + Signals) that she is likely ready to advance to Week 14 (Agent-Computer Interface).
+- Idempotency guard (STEP 1d): two prior Week 13 pages exist but the most recent is 2026-06-21 (7 days ago, outside the 3-day window) — guard did NOT trigger, so this run proceeded.
+- Dedup gap fixed: the two prior Week 13 briefings' URLs were never written to previously-recommended.md. Retroactively logged them this run (Week 13 — 06-14 and 06-21 headers) so future runs don't re-recommend them.
+- Merge conflict resolved in config/previously-recommended.md (took union of both Week 6/7 sides — all entries are "previously recommended", so union is correct for dedup).
+- Product-lane note: the 2nd Product slot leaned on Aakash Gupta for a third straight week. No fresh, distinct, on-topic Product voice surfaced this run; included his "Ultimate Guide" (distinct URL/post from last week's "Practical AI Agents") to satisfy the 2-Product minimum, and flagged the repetition in-page. Not a true shortfall (2+2 met), but a signal the product source pool needs a fresh voice.
+- Source Health: YouTube fully Failed (RSS + rss2json proxy both 403 — datacenter-IP block, same as both prior runs); Blogs/RSS Degraded (direct + proxy 403 across Substack/Medium/Anthropic/NN/g; only MS Research direct fetch worked). Web search carried the run; all six picks corroborated via search. No video pick this week (fallback surfaced only low-trust listicle videos).
+
+Duration: ~1 run (single session, ~30 web/RSS tool calls)