This playlist is dedicated to the full course for the Claude Certified Architect, I have made it in a way such that once you go through the videos and concepts that I have explained here it should be enough to pass the exam, the playlist is still getting updated so stay tuned!
Curated by: Peace Of Code (23 videos)
Your AI system scored 97% accuracy. Leadership is thrilled. Stakeholders signed off. But somewhere in those 10,000 documents a day, a specific document type is failing at 60% error rate — and your aggregate score is hiding it completely. This is the 97% Trap. And in Episode 20, the series finale of the Claude Certified Architect Full Course, we dismantle it from the ground up. Timestamps: 0:00 Introduction — Series Finale & Bonus Announcement 1:50 The 97% Accuracy Trap 4:58 How Your Agent Hides the Problem 9:20 Stratified Sampling — Review Smarter, Not Everything 14:48 Field-Level Confidence Scores 20:36 When AI Should Hand Off to Humans 23:50 Two Anti-Patterns to Know for the Exam 25:52 When Your Agent Hallucinates a Fact 28:00 Claim-Source Mappings — Your Agent's Passport 34:44 Temporal Data — The Stale Data Problem 39:04 Exam Scenario 6 — Structured Data Extraction 41:42 Exam Scenario 3 — Multi-Agent Research System 42:24 The Synthesis Agent — Highest-Risk Boundary 45:42 Quick Exam Quiz 47:40 Key Exam Facts — Tasks 5.5 & 5.6 49:42 Course Complete — Bonus Exam Walkthrough Announced ✅ What you'll learn: - Why aggregate accuracy metrics are actively dangerous in production AI systems - Stratified sampling — how to measure error rates by category without reviewing everything - Field-level confidence scores — routing low-confidence extractions to human review automatically - Claim-source mappings and why synthesis agents are the highest-risk point for attribution loss - How to handle conflicting sources: annotate both, pick neither - Temporal data pitfalls — why a 2019 statistic is not a 2024 fact 📋 Exam coverage: Domain 5, Task Statements 5.5 & 5.6 🎯 Exam Scenarios: Scenario 3 (Multi-Agent Research), Scenario 6 (Structured Data Extraction) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🎓 CLAUDE CERTIFIED ARCHITECT — FULL COURSE SERIES This is Episode 20 — the final episode of the series. All 5 exam domains are now covered. 📚 Full Playlist: https://www.youtube.com/watch?v=rcpNFm_poQs&list=PLviC8AFqAj5A9MHkRIn2fU5Ac2lEdJxNf 🔗 GitHub Course Repo: https://github.com/aakash1999/claude-certified-architect ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 📌 EXAM QUICK REFERENCE Domain: 5 — Context Management & Reliability Task 5.5: Design human review workflows with stratified sampling and confidence-based routing Task 5.6: Preserve information provenance and claim-source mappings through multi-agent synthesis Passing score: 720/1000 (scaled) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ #ClaudeCertifiedArchitect #ClaudeAI #AIAgents #AIAccuracy #HumanInTheLoop #ClaudeCertifiedArchitect #AIAgents #AnthropicClaude #LLMArchitecture #AICertification