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The Universal Truth","titles":["Feynman-Style Course: Core Concepts in Plain Language"]},"332":{"title":"Module 4: Multi-Agent Orchestration","titles":[]},"333":{"title":"Lesson 4.1: Why One Agent Is Not Enough","titles":["Module 4: Multi-Agent Orchestration"]},"334":{"title":"The Stacking Insight","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.1: Why One Agent Is Not Enough"]},"335":{"title":"Lesson 4.2: Orchestration Patterns","titles":["Module 4: Multi-Agent Orchestration"]},"336":{"title":"Pattern 1: Dispatcher (Hub-and-Spoke)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2: Orchestration Patterns"]},"337":{"title":"Pattern 2: Pipeline (Sequential)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2: Orchestration Patterns"]},"338":{"title":"Pattern 3: Peer-to-Peer (Flat)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2: Orchestration Patterns"]},"339":{"title":"Lesson 4.2b: P-Threads — Parallel Agent Execution","titles":["Module 4: Multi-Agent Orchestration"]},"340":{"title":"Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"341":{"title":"When to Use P-Threads","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"342":{"title":"Implementation with mprocs","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"343":{"title":"Implementation with agent-mux","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"344":{"title":"Key Design Rules","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"345":{"title":"Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)","titles":["Module 4: Multi-Agent Orchestration"]},"346":{"title":"Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"347":{"title":"When to Use F-Threads","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"348":{"title":"Your UI Agents System as F-Thread Example","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"349":{"title":"Judge Criteria Template","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"350":{"title":"Lesson 4.3: Depth-2 Delegation","titles":["Module 4: Multi-Agent Orchestration"]},"351":{"title":"The Rule","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.3: Depth-2 Delegation"]},"352":{"title":"Lesson 4.4: Agent Experts That Remember","titles":["Module 4: Multi-Agent Orchestration"]},"353":{"title":"Mental Models","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"354":{"title":"Self-Improve Commands","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"355":{"title":"Compounding Knowledge","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"356":{"title":"Lesson 4.5: Domain Locking","titles":["Module 4: Multi-Agent Orchestration"]},"357":{"title":"Lesson 4.6: TillDone Task Discipline","titles":["Module 4: Multi-Agent Orchestration"]},"358":{"title":"The Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.6: TillDone Task Discipline"]},"359":{"title":"Why It Matters","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.6: TillDone Task Discipline"]},"360":{"title":"Lesson 4.7: Agent Chains","titles":["Module 4: Multi-Agent Orchestration"]},"361":{"title":"YAML-Defined Pipelines","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.7: Agent Chains"]},"362":{"title":"Variables","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.7: Agent Chains"]},"363":{"title":"Lesson 4.8: Pi-to-Pi Communication","titles":["Module 4: Multi-Agent Orchestration"]},"364":{"title":"The Shift: Hierarchy → Flat","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"365":{"title":"Reference Implementation: MCP Agent Mail (Jeff Emanuel, 1,955★)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"366":{"title":"Four Tools","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"367":{"title":"Safety","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"368":{"title":"Lesson 4.9: Conversation Awareness","titles":["Module 4: Multi-Agent Orchestration"]},"369":{"title":"Lesson 4.9b: Service Connectors","titles":["Module 4: Multi-Agent Orchestration"]},"370":{"title":"The Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"371":{"title":"Design Rules","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"372":{"title":"Reference Implementation","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"373":{"title":"Integration with Agent Teams","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"374":{"title":"Lesson 4.10: The CEO Board System","titles":["Module 4: Multi-Agent Orchestration"]},"375":{"title":"Flow","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.10: The CEO Board System"]},"376":{"title":"Lesson 4.11: UI Agents System","titles":["Module 4: Multi-Agent Orchestration"]},"377":{"title":"Lab 4.12: Build an Agent Chain","titles":["Module 4: Multi-Agent Orchestration"]},"378":{"title":"Lab 4.13: Deploy a Multi-Team System","titles":["Module 4: Multi-Agent Orchestration"]},"379":{"title":"Module 3: Safety & Security","titles":[]},"380":{"title":"Lesson 3.1: Why Bash Is the Single Point of Failure","titles":["Module 3: Safety & Security"]},"381":{"title":"Beyond Bash: Prompt Injection (L0)","titles":["Module 3: Safety & Security","Lesson 3.1: Why Bash Is the Single Point of Failure"]},"382":{"title":"Why Bash Is the Single Point of Failure","titles":["Module 3: Safety & Security","Lesson 3.1: Why Bash Is the Single Point of Failure"]},"383":{"title":"External vs Internal Threat Model","titles":["Module 3: Safety & Security","Lesson 3.1: Why Bash Is the Single Point of Failure"]},"384":{"title":"Lesson 3.2: The 5-Level Security Ladder","titles":["Module 3: Safety & Security"]},"385":{"title":"Key Insight","titles":["Module 3: Safety & Security","Lesson 3.2: The 5-Level Security Ladder"]},"386":{"title":"Lesson 3.3: The L3 Marque Break","titles":["Module 3: Safety & Security"]},"387":{"title":"Lesson 3.4: Damage Control — Three Access Levels","titles":["Module 3: Safety & Security"]},"388":{"title":"Zero Access (can't read or write)","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"389":{"title":"Read-Only (can read, can't modify)","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"390":{"title":"No-Delete (can modify, can't delete)","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"391":{"title":"Implementation Pattern","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"392":{"title":"Lesson 3.5: Hook Architecture — 13 Lifecycle Events","titles":["Module 3: Safety & Security"]},"393":{"title":"Session Lifecycle","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"394":{"title":"Main Loop","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"395":{"title":"Subagent Lifecycle","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"396":{"title":"Maintenance","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"397":{"title":"Flow Control","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"398":{"title":"Lesson 3.6: The Verifier Pattern","titles":["Module 3: Safety & Security"]},"399":{"title":"Architecture","titles":["Module 3: Safety & Security","Lesson 3.6: The Verifier Pattern"]},"400":{"title":"Key Properties","titles":["Module 3: Safety & Security","Lesson 3.6: The Verifier Pattern"]},"401":{"title":"The Confidence Ladder","titles":["Module 3: Safety & Security","Lesson 3.6: The Verifier Pattern"]},"402":{"title":"Lesson 3.7: Defense-in-Depth Stacking","titles":["Module 3: Safety & Security"]},"403":{"title":"Lab 3.8: Implement L4 Whitelist Hook","titles":["Module 3: Safety & Security"]},"404":{"title":"Lab 3.9: Build a Verifier Agent","titles":["Module 3: Safety & Security"]},"405":{"title":"Module 5: Production Patterns","titles":[]},"406":{"title":"Lesson 5.1: What Production Means for Agents","titles":["Module 5: Production Patterns"]},"407":{"title":"Production Readiness Checklist","titles":["Module 5: Production Patterns","Lesson 5.1: What Production Means for Agents"]},"408":{"title":"Lesson 5.2: CI/CD for Agents","titles":["Module 5: Production Patterns"]},"409":{"title":"Golden Dataset","titles":["Module 5: Production Patterns","Lesson 5.2: CI/CD for Agents"]},"410":{"title":"Pipeline","titles":["Module 5: Production Patterns","Lesson 5.2: CI/CD for Agents"]},"411":{"title":"Lesson 5.2b: Case Study — The 5-Tool Production Stack","titles":["Module 5: Production Patterns"]},"412":{"title":"The Stack","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"413":{"title":"Tool Roles and Selection Logic","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"414":{"title":"How They Work Together (Real Session Flow)","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"415":{"title":"Key Production Patterns","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"416":{"title":"Lesson 5.2c: The Agent Manager Role","titles":["Module 5: Production Patterns"]},"417":{"title":"Responsibilities","titles":["Module 5: Production Patterns","Lesson 5.2c: The Agent Manager Role"]},"418":{"title":"90-Day Setup Playbook","titles":["Module 5: Production Patterns","Lesson 5.2c: The Agent Manager Role"]},"419":{"title":"Lesson 5.3: Shadow Deployments","titles":["Module 5: Production Patterns"]},"420":{"title":"How It Works","titles":["Module 5: Production Patterns","Lesson 5.3: Shadow Deployments"]},"421":{"title":"When to Shadow Deploy","titles":["Module 5: Production Patterns","Lesson 5.3: Shadow Deployments"]},"422":{"title":"Lesson 5.4: Rollback Strategies","titles":["Module 5: Production Patterns"]},"423":{"title":"What Rollback Means for Agents","titles":["Module 5: Production Patterns","Lesson 5.4: Rollback Strategies"]},"424":{"title":"Implementation","titles":["Module 5: Production Patterns","Lesson 5.4: Rollback Strategies"]},"425":{"title":"Lesson 5.5: Observability & Monitoring","titles":["Module 5: Production Patterns"]},"426":{"title":"What to Trace (Every Single Turn)","titles":["Module 5: Production Patterns","Lesson 5.5: Observability & Monitoring"]},"427":{"title":"Decision Tracing","titles":["Module 5: Production Patterns","Lesson 5.5: Observability & Monitoring"]},"428":{"title":"Key Metrics","titles":["Module 5: Production Patterns","Lesson 5.5: Observability & Monitoring"]},"429":{"title":"Lesson 5.6: Alerting on Agent-Specific Signals","titles":["Module 5: Production Patterns"]},"430":{"title":"What to Alert On","titles":["Module 5: Production Patterns","Lesson 5.6: Alerting on Agent-Specific Signals"]},"431":{"title":"Alert Routing","titles":["Module 5: Production Patterns","Lesson 5.6: Alerting on Agent-Specific Signals"]},"432":{"title":"Lesson 5.6b: Cross-Provider Session Search","titles":["Module 5: Production Patterns"]},"433":{"title":"The Problem","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"434":{"title":"The Solution","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"435":{"title":"Why This Matters for Production","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"436":{"title":"Integration with Our Stack","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"437":{"title":"Lesson 5.7: Deployment Modes","titles":["Module 5: Production Patterns"]},"438":{"title":"Reachability","titles":["Module 5: Production Patterns","Lesson 5.7: Deployment Modes"]},"439":{"title":"Lesson 5.8: Cost Control","titles":["Module 5: Production Patterns"]},"440":{"title":"Budget Architecture","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"441":{"title":"Budget Policies","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"442":{"title":"Warning vs Hard Stop","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"443":{"title":"Lab 5.9: Set Up Agent Observability","titles":["Module 5: Production Patterns"]},"444":{"title":"Lab 5.10: CI/CD Pipeline","titles":["Module 5: Production Patterns"]},"445":{"title":"Module 8: Capstone — Production Multi-Agent System","titles":[]},"446":{"title":"Overview","titles":["Module 8: Capstone — Production Multi-Agent System"]},"447":{"title":"Project Options","titles":["Module 8: Capstone — Production Multi-Agent System"]},"448":{"title":"Option 1: Brand Monitor (Intermediate)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"449":{"title":"Option 2: Code Review Pipeline (Intermediate-Advanced)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"450":{"title":"Option 3: Strategic Decision Board (Advanced)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"451":{"title":"Capstone Phases","titles":["Module 8: Capstone — Production Multi-Agent System"]},"452":{"title":"Phase 1: System Design (60-90 min)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"453":{"title":"Phase 2: Agent Implementation (2-4 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"454":{"title":"Phase 3: Integration (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"455":{"title":"Phase 4: Security Hardening (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"456":{"title":"Phase 5: Testing & Evaluation (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"457":{"title":"Phase 6: Deployment (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"458":{"title":"Phase 7: Review & Iterate (1 hour)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"459":{"title":"Deliverables Checklist","titles":["Module 8: Capstone — Production Multi-Agent System"]},"460":{"title":"Pass Criteria","titles":["Module 8: Capstone — Production Multi-Agent System"]},"461":{"title":"Grading Rubric","titles":["Module 8: Capstone — Production Multi-Agent System"]},"462":{"title":"Module 7: Advanced Topics","titles":[]},"463":{"title":"Lesson 7.1: Autoresearch","titles":["Module 7: Advanced Topics"]},"464":{"title":"The Core Loop","titles":["Module 7: Advanced Topics","Lesson 7.1: Autoresearch"]},"465":{"title":"Brand Monitor Example","titles":["Module 7: Advanced Topics","Lesson 7.1: Autoresearch"]},"466":{"title":"Lesson 7.2: The Experiment Loop — Integrity","titles":["Module 7: Advanced Topics"]},"467":{"title":"Three Threats to Integrity","titles":["Module 7: Advanced Topics","Lesson 7.2: The Experiment Loop — Integrity"]},"468":{"title":"Integrity Guards","titles":["Module 7: Advanced Topics","Lesson 7.2: The Experiment Loop — Integrity"]},"469":{"title":"Lesson 7.3: Meta-Agents — Agents That Build Agents","titles":["Module 7: Advanced Topics"]},"470":{"title":"The Pattern","titles":["Module 7: Advanced Topics","Lesson 7.3: Meta-Agents — Agents That Build Agents"]},"471":{"title":"Pi-Pi Meta-Agent","titles":["Module 7: Advanced Topics","Lesson 7.3: Meta-Agents — Agents That Build Agents"]},"472":{"title":"Lesson 7.4: Beyond MCP — The Context Cost Trade-off","titles":["Module 7: Advanced Topics"]},"473":{"title":"The Matrix","titles":["Module 7: Advanced Topics","Lesson 7.4: Beyond MCP — The Context Cost Trade-off"]},"474":{"title":"The Insight","titles":["Module 7: Advanced Topics","Lesson 7.4: Beyond MCP — The Context Cost Trade-off"]},"475":{"title":"Lesson 7.5: The Mac Mini Agent — Physical Sandbox","titles":["Module 7: Advanced Topics"]},"476":{"title":"Architecture","titles":["Module 7: Advanced Topics","Lesson 7.5: The Mac Mini Agent — Physical Sandbox"]},"477":{"title":"Sentinel Pattern","titles":["Module 7: Advanced Topics","Lesson 7.5: The Mac Mini Agent — Physical Sandbox"]},"478":{"title":"Lesson 7.6: Always-On Agents","titles":["Module 7: Advanced Topics"]},"479":{"title":"Voice-to-Command Bridge","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"480":{"title":"Job Server Pattern","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"481":{"title":"Heartbeat Execution (from Paperclip)","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"482":{"title":"Scheduling Strategies","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"483":{"title":"OpenClaw: The Always-On Employee","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"484":{"title":"When NOT to Use Always-On","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"485":{"title":"Lab 7.7: Build an Autoresearch Loop","titles":["Module 7: Advanced Topics"]},"486":{"title":"Lab 7.8: Meta-Agent","titles":["Module 7: Advanced Topics"]},"487":{"title":"Non-Technical Track: Decision Frameworks for AI Agents","titles":[]},"488":{"title":"For Managers, PMs, and Decision-Makers","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"489":{"title":"Framework 1: "Should We Use an Agent for This?"","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"490":{"title":"The 4-Question Filter (for non-technical stakeholders)","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 1: "Should We Use an Agent for This?""]},"491":{"title":"Decision Matrix","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 1: "Should We Use an Agent for This?""]},"492":{"title":"Framework 2: The 4 Agent Design Patterns (Andrew Ng)","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"493":{"title":"1. Reflection","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"494":{"title":"2. Tool Use","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"495":{"title":"3. Planning","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"496":{"title":"4. Multi-Agent Collaboration","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"497":{"title":"Framework 3: Cost Estimation for Agent Projects","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"498":{"title":"The 3x Rule","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 3: Cost Estimation for Agent Projects"]},"499":{"title":"Quick Cost Calculator","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 3: Cost Estimation for Agent Projects"]},"500":{"title":"Cost by Autonomy Level","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 3: Cost Estimation for Agent Projects"]},"501":{"title":"Framework 4: Autonomy vs Risk Matrix","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"502":{"title":"Framework 5: The "Build vs Buy" Decision","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"503":{"title":"Build an Agent When:","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 5: The "Build vs Buy" Decision"]},"504":{"title":"Buy/Rent When:","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 5: The "Build vs Buy" Decision"]},"505":{"title":"Hybrid When:","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 5: The "Build vs Buy" Decision"]},"506":{"title":"Framework 6: Measuring Success","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"507":{"title":"Leading Indicators (week 1-4)","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 6: Measuring Success"]},"508":{"title":"Lagging Indicators (month 2-3+)","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 6: Measuring Success"]},"509":{"title":"Red Flags","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 6: Measuring Success"]},"510":{"title":"Framework 7: Governance & Compliance Quick Reference","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"511":{"title":"Regulatory Requirements by Region","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 7: Governance & Compliance Quick Reference"]},"512":{"title":"Minimum Viable Governance","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 7: Governance & Compliance Quick Reference"]},"513":{"title":"Summary: Decision Flow","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"514":{"title":"Module 6: Economics & Evaluation","titles":[]},"515":{"title":"Lesson 6.0: The Compute Advantage Equation","titles":["Module 6: Economics & Evaluation"]},"516":{"title":"The Equation","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"517":{"title":"What It Tells You","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"518":{"title":"Real-World Application (Your Stack)","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"519":{"title":"How to Optimize","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"520":{"title":"Lesson 6.1: LLM Pricing Landscape 2026","titles":["Module 6: Economics & Evaluation"]},"521":{"title":"Per-Million-Token Pricing","titles":["Module 6: Economics & Evaluation","Lesson 6.1: LLM Pricing Landscape 2026"]},"522":{"title":"Price Range: 100x Difference","titles":["Module 6: Economics & Evaluation","Lesson 6.1: LLM Pricing Landscape 2026"]},"523":{"title":"Lesson 6.2: Cascade Routing","titles":["Module 6: Economics & Evaluation"]},"524":{"title":"The Pattern","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"525":{"title":"Savings Profile","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"526":{"title":"Implementation","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"527":{"title":"Lesson 6.3: Cost Per Session Math","titles":["Module 6: Economics & Evaluation"]},"528":{"title":"Where Costs Come From","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"529":{"title":"The Multipliers","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"530":{"title":"The 3x Rule","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"531":{"title":"Quick Estimation","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"532":{"title":"Lesson 6.4: Agent Evaluation Metrics","titles":["Module 6: Economics & Evaluation"]},"533":{"title":"The Key Metrics","titles":["Module 6: Economics & Evaluation","Lesson 6.4: Agent Evaluation Metrics"]},"534":{"title":"pass@k Explained","titles":["Module 6: Economics & Evaluation","Lesson 6.4: Agent Evaluation Metrics"]},"535":{"title":"Lesson 6.5: Automated Evaluation","titles":["Module 6: Economics & Evaluation"]},"536":{"title":"Golden Dataset Approach","titles":["Module 6: Economics & Evaluation","Lesson 6.5: Automated Evaluation"]},"537":{"title":"VCR-Style Recording","titles":["Module 6: Economics & Evaluation","Lesson 6.5: Automated Evaluation"]},"538":{"title":"Lesson 6.6: A/B Testing Agents","titles":["Module 6: Economics & Evaluation"]},"539":{"title":"Canary Deployment","titles":["Module 6: Economics & Evaluation","Lesson 6.6: A/B Testing Agents"]},"540":{"title":"What to A/B Test","titles":["Module 6: Economics & Evaluation","Lesson 6.6: A/B Testing Agents"]},"541":{"title":"Lesson 6.7: Human Evaluation","titles":["Module 6: Economics & Evaluation"]},"542":{"title":"What Automated Evals Miss","titles":["Module 6: Economics & Evaluation","Lesson 6.7: Human Evaluation"]},"543":{"title":"Spot-Check Sampling","titles":["Module 6: Economics & Evaluation","Lesson 6.7: 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