Learning Anchors v3 deployed to production across all 4 Alfred Brain topics
Source type:
obs· Harvested: 2026-05-04 · Original date: 2026-05-03T17:08:27.135Z Metadata:{"project":"lunhsiangyuan","type":"feature","obs_id":65191}
obs/65191 · feature · 2026-05-03T17:08:27.135Z
Learning Anchors v3 deployed to production across all 4 Alfred Brain topics
Full production rollout of learning anchor system completed across Alfred Brain wiki. After successful validation on grants-compliance prototype, system executed parallel pipeline: 3 synthesis prompts prepared simultaneously, 3 codex gpt-5.5 processes generated narratives in background (medical-oncology 38 AAI wiki sources + obs, software-devops 1 memory source + obs, strategy-analysis 6 obs sources), all citations verified against source_unit database with zero failures. Each topic now contains 3 story sections with 🎓 學習錨點 blocks providing term definitions (📖), cross-domain patterns (🔁), and framework references where applicable. Provenance database updated with 12 narrative chunks and 43 source citations enabling full backward traceability to original observations, memories, and AAI wiki content. Production deployment verified with curl checks confirming all 4 topics live at aai-internal-wiki.vercel.app with learning anchor emojis rendered. Git history documents cursor gpt-5.5 validation layer (8/10 baseline, zero hallucinations) and dual-engine review pattern (codex creates, cursor challenges). This establishes v3 format as new baseline for all future synthesis, transforming wiki from chronological event log to pedagogical knowledge repository with multi-dimensional learning scaffolds.
Concepts: [“what-changed”,“how-it-works”,“why-it-exists”,“pattern”]
Facts: [“Parallel codex gpt-5.5 synthesis generated 3 new narratives: medical-oncology (3097 bytes, 18 citations), software-devops (2914 bytes, 11 citations), strategy-analysis (2876 bytes, 5 citations)”,“All 4 topics validated with zero citation failures: grants-compliance (9 units), medical-oncology (18 units), software-devops (11 units), strategy-analysis (5 units) totaling 43 unique citations”,“Provenance database contains 12 chunks across 4 topics with bidirectional source_link relationships verified”,“Production deployment confirmed with all 4 URLs returning HTTP 200 and 3 learning anchor blocks (🎓) per topic visible”,“Both repositories committed: aai-internal-wiki (4 files, 106 insertions) and llm-wiki (17 files, 611 insertions) with cursor agent validation noted”]
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