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Access Levels"]},"336":{"title":"Read-Only (can read, can't modify)","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"337":{"title":"No-Delete (can modify, can't delete)","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"338":{"title":"Implementation Pattern","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"339":{"title":"Lesson 3.5: Hook Architecture — 13 Lifecycle Events","titles":["Module 3: Safety & Security"]},"340":{"title":"Session Lifecycle","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"341":{"title":"Main Loop","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"342":{"title":"Subagent Lifecycle","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"343":{"title":"Maintenance","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"344":{"title":"Flow Control","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"345":{"title":"Lesson 3.6: The Verifier Pattern","titles":["Module 3: Safety & Security"]},"346":{"title":"Architecture","titles":["Module 3: Safety & Security","Lesson 3.6: The Verifier Pattern"]},"347":{"title":"Key Properties","titles":["Module 3: Safety & Security","Lesson 3.6: The Verifier Pattern"]},"348":{"title":"The Confidence Ladder","titles":["Module 3: Safety & Security","Lesson 3.6: The Verifier Pattern"]},"349":{"title":"Lesson 3.7: Defense-in-Depth Stacking","titles":["Module 3: Safety & Security"]},"350":{"title":"Lab 3.8: Implement L4 Whitelist Hook","titles":["Module 3: Safety & Security"]},"351":{"title":"Lab 3.9: Build a Verifier Agent","titles":["Module 3: Safety & Security"]},"352":{"title":"Module 4: Multi-Agent Orchestration","titles":[]},"353":{"title":"Lesson 4.1: Why One Agent Is Not Enough","titles":["Module 4: Multi-Agent Orchestration"]},"354":{"title":"The Stacking Insight","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.1: Why One Agent Is Not Enough"]},"355":{"title":"Lesson 4.2: Orchestration Patterns","titles":["Module 4: Multi-Agent Orchestration"]},"356":{"title":"Pattern 1: Dispatcher (Hub-and-Spoke)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2: Orchestration Patterns"]},"357":{"title":"Pattern 2: Pipeline (Sequential)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2: Orchestration Patterns"]},"358":{"title":"Pattern 3: Peer-to-Peer (Flat)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2: Orchestration Patterns"]},"359":{"title":"Lesson 4.2b: P-Threads — Parallel Agent Execution","titles":["Module 4: Multi-Agent Orchestration"]},"360":{"title":"Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"361":{"title":"When to Use P-Threads","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"362":{"title":"Implementation with mprocs","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"363":{"title":"Implementation with agent-mux","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"364":{"title":"Key Design Rules","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"365":{"title":"Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)","titles":["Module 4: Multi-Agent Orchestration"]},"366":{"title":"Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"367":{"title":"When to Use F-Threads","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"368":{"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)"]},"369":{"title":"Judge Criteria Template","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"370":{"title":"Lesson 4.3: Depth-2 Delegation","titles":["Module 4: Multi-Agent Orchestration"]},"371":{"title":"The Rule","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.3: Depth-2 Delegation"]},"372":{"title":"Lesson 4.4: Agent Experts That Remember","titles":["Module 4: Multi-Agent Orchestration"]},"373":{"title":"Mental Models","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"374":{"title":"Self-Improve Commands","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"375":{"title":"Compounding Knowledge","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"376":{"title":"Lesson 4.5: Domain Locking","titles":["Module 4: Multi-Agent Orchestration"]},"377":{"title":"Lesson 4.6: TillDone Task Discipline","titles":["Module 4: Multi-Agent Orchestration"]},"378":{"title":"The Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.6: TillDone Task Discipline"]},"379":{"title":"Why It Matters","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.6: TillDone Task Discipline"]},"380":{"title":"Lesson 4.7: Agent Chains","titles":["Module 4: Multi-Agent Orchestration"]},"381":{"title":"YAML-Defined Pipelines","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.7: Agent Chains"]},"382":{"title":"Variables","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.7: Agent Chains"]},"383":{"title":"Lesson 4.8: Pi-to-Pi Communication","titles":["Module 4: Multi-Agent Orchestration"]},"384":{"title":"The Shift: Hierarchy → Flat","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"385":{"title":"Reference Implementation: MCP Agent Mail (Jeff Emanuel, 1,955★)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"386":{"title":"Four Tools","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"387":{"title":"Safety","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"388":{"title":"Lesson 4.9: Conversation Awareness","titles":["Module 4: Multi-Agent Orchestration"]},"389":{"title":"Lesson 4.9b: Service Connectors","titles":["Module 4: Multi-Agent Orchestration"]},"390":{"title":"The Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"391":{"title":"Design Rules","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"392":{"title":"Reference Implementation","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"393":{"title":"Integration with Agent Teams","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"394":{"title":"Lesson 4.10: The CEO Board System","titles":["Module 4: Multi-Agent Orchestration"]},"395":{"title":"Flow","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.10: The CEO Board System"]},"396":{"title":"Lesson 4.11: UI Agents System","titles":["Module 4: Multi-Agent Orchestration"]},"397":{"title":"Lab 4.12: Build an Agent Chain","titles":["Module 4: Multi-Agent Orchestration"]},"398":{"title":"Lab 4.13: Deploy a Multi-Team System","titles":["Module 4: Multi-Agent Orchestration"]},"399":{"title":"Module 5: Production Patterns","titles":[]},"400":{"title":"Lesson 5.1: What Production Means for Agents","titles":["Module 5: Production Patterns"]},"401":{"title":"Production Readiness Checklist","titles":["Module 5: Production Patterns","Lesson 5.1: What Production Means for Agents"]},"402":{"title":"Lesson 5.2: CI/CD for Agents","titles":["Module 5: Production Patterns"]},"403":{"title":"Golden Dataset","titles":["Module 5: Production Patterns","Lesson 5.2: CI/CD for Agents"]},"404":{"title":"Pipeline","titles":["Module 5: Production Patterns","Lesson 5.2: CI/CD for Agents"]},"405":{"title":"Lesson 5.2b: Case Study — The 5-Tool Production Stack","titles":["Module 5: Production Patterns"]},"406":{"title":"The Stack","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"407":{"title":"Tool Roles and Selection Logic","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"408":{"title":"How They Work Together (Real Session Flow)","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"409":{"title":"Key Production Patterns","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"410":{"title":"Lesson 5.2c: The Agent Manager Role","titles":["Module 5: Production Patterns"]},"411":{"title":"Responsibilities","titles":["Module 5: Production Patterns","Lesson 5.2c: The Agent Manager Role"]},"412":{"title":"90-Day Setup Playbook","titles":["Module 5: Production Patterns","Lesson 5.2c: The Agent Manager Role"]},"413":{"title":"Lesson 5.3: Shadow Deployments","titles":["Module 5: Production Patterns"]},"414":{"title":"How It Works","titles":["Module 5: Production Patterns","Lesson 5.3: Shadow Deployments"]},"415":{"title":"When to Shadow Deploy","titles":["Module 5: Production Patterns","Lesson 5.3: Shadow Deployments"]},"416":{"title":"Lesson 5.4: Rollback Strategies","titles":["Module 5: Production Patterns"]},"417":{"title":"What Rollback Means for Agents","titles":["Module 5: Production Patterns","Lesson 5.4: Rollback Strategies"]},"418":{"title":"Implementation","titles":["Module 5: Production Patterns","Lesson 5.4: Rollback Strategies"]},"419":{"title":"Lesson 5.5: Observability & Monitoring","titles":["Module 5: Production Patterns"]},"420":{"title":"What to Trace (Every Single Turn)","titles":["Module 5: Production 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Search"]},"429":{"title":"Why This Matters for Production","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"430":{"title":"Integration with Our Stack","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"431":{"title":"Lesson 5.7: Deployment Modes","titles":["Module 5: Production Patterns"]},"432":{"title":"Reachability","titles":["Module 5: Production Patterns","Lesson 5.7: Deployment Modes"]},"433":{"title":"Lesson 5.8: Cost Control","titles":["Module 5: Production Patterns"]},"434":{"title":"Budget Architecture","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"435":{"title":"Budget Policies","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"436":{"title":"Warning vs Hard Stop","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"437":{"title":"Lab 5.9: Set Up Agent Observability","titles":["Module 5: Production Patterns"]},"438":{"title":"Lab 5.10: CI/CD Pipeline","titles":["Module 5: Production Patterns"]},"439":{"title":"Module 6: Economics & Evaluation","titles":[]},"440":{"title":"Lesson 6.0: The Compute Advantage Equation","titles":["Module 6: Economics & Evaluation"]},"441":{"title":"The Equation","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"442":{"title":"What It Tells You","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"443":{"title":"Real-World Application (Your Stack)","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"444":{"title":"How to Optimize","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"445":{"title":"Lesson 6.1: LLM Pricing Landscape 2026","titles":["Module 6: Economics & Evaluation"]},"446":{"title":"Per-Million-Token Pricing","titles":["Module 6: Economics & Evaluation","Lesson 6.1: LLM Pricing Landscape 2026"]},"447":{"title":"Price Range: 100x Difference","titles":["Module 6: Economics & Evaluation","Lesson 6.1: LLM Pricing Landscape 2026"]},"448":{"title":"Lesson 6.2: Cascade Routing","titles":["Module 6: Economics & Evaluation"]},"449":{"title":"The Pattern","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"450":{"title":"Savings Profile","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"451":{"title":"Implementation","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"452":{"title":"Lesson 6.3: Cost Per Session Math","titles":["Module 6: Economics & Evaluation"]},"453":{"title":"Where Costs Come From","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"454":{"title":"The Multipliers","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"455":{"title":"The 3x Rule","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"456":{"title":"Quick Estimation","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"457":{"title":"Lesson 6.4: Agent Evaluation Metrics","titles":["Module 6: Economics & Evaluation"]},"458":{"title":"The Key Metrics","titles":["Module 6: Economics & Evaluation","Lesson 6.4: Agent Evaluation Metrics"]},"459":{"title":"pass@k Explained","titles":["Module 6: Economics & Evaluation","Lesson 6.4: Agent Evaluation Metrics"]},"460":{"title":"Lesson 6.5: Automated Evaluation","titles":["Module 6: Economics & Evaluation"]},"461":{"title":"Golden Dataset Approach","titles":["Module 6: Economics & Evaluation","Lesson 6.5: Automated Evaluation"]},"462":{"title":"VCR-Style Recording","titles":["Module 6: Economics & Evaluation","Lesson 6.5: Automated Evaluation"]},"463":{"title":"Lesson 6.6: A/B Testing Agents","titles":["Module 6: Economics & Evaluation"]},"464":{"title":"Canary Deployment","titles":["Module 6: Economics & Evaluation","Lesson 6.6: A/B Testing Agents"]},"465":{"title":"What to A/B Test","titles":["Module 6: Economics & Evaluation","Lesson 6.6: A/B Testing Agents"]},"466":{"title":"Lesson 6.7: Human Evaluation","titles":["Module 6: Economics & Evaluation"]},"467":{"title":"What Automated Evals Miss","titles":["Module 6: Economics & Evaluation","Lesson 6.7: Human Evaluation"]},"468":{"title":"Spot-Check Sampling","titles":["Module 6: Economics & Evaluation","Lesson 6.7: Human Evaluation"]},"469":{"title":"Lab 6.8: Build an Eval Harness","titles":["Module 6: Economics & Evaluation"]},"470":{"title":"Lab 6.9: Cost Optimization","titles":["Module 6: Economics & Evaluation"]},"471":{"title":"Module 8: Capstone — Production Multi-Agent System","titles":[]},"472":{"title":"Overview","titles":["Module 8: Capstone — Production Multi-Agent System"]},"473":{"title":"Project Options","titles":["Module 8: Capstone — Production Multi-Agent System"]},"474":{"title":"Option 1: Brand Monitor (Intermediate)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"475":{"title":"Option 2: Code Review Pipeline (Intermediate-Advanced)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"476":{"title":"Option 3: Strategic Decision Board (Advanced)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"477":{"title":"Capstone Phases","titles":["Module 8: Capstone — Production Multi-Agent System"]},"478":{"title":"Phase 1: System Design (60-90 min)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"479":{"title":"Phase 2: Agent Implementation (2-4 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"480":{"title":"Phase 3: Integration (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"481":{"title":"Phase 4: Security Hardening (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"482":{"title":"Phase 5: Testing & Evaluation (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"483":{"title":"Phase 6: Deployment (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"484":{"title":"Phase 7: Review & Iterate (1 hour)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"485":{"title":"Deliverables Checklist","titles":["Module 8: Capstone — Production Multi-Agent System"]},"486":{"title":"Pass Criteria","titles":["Module 8: Capstone — Production Multi-Agent System"]},"487":{"title":"Grading Rubric","titles":["Module 8: Capstone — Production Multi-Agent System"]},"488":{"title":"Non-Technical Track: Decision Frameworks for AI Agents","titles":[]},"489":{"title":"For Managers, PMs, and Decision-Makers","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"490":{"title":"Framework 1: "Should We Use an Agent for This?"","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"491":{"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?""]},"492":{"title":"Decision Matrix","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 1: "Should We Use an Agent for This?""]},"493":{"title":"Framework 2: The 4 Agent Design Patterns (Andrew Ng)","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"494":{"title":"1. Reflection","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"495":{"title":"2. Tool Use","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"496":{"title":"3. Planning","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"497":{"title":"4. Multi-Agent Collaboration","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"498":{"title":"Framework 3: Cost Estimation for Agent Projects","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"499":{"title":"The 3x Rule","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 3: Cost Estimation for Agent Projects"]},"500":{"title":"Quick Cost Calculator","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 3: Cost Estimation for Agent Projects"]},"501":{"title":"Cost by Autonomy Level","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 3: Cost Estimation for Agent Projects"]},"502":{"title":"Framework 4: Autonomy vs Risk Matrix","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"503":{"title":"Framework 5: The "Build vs Buy" Decision","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"504":{"title":"Build an Agent When:","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 5: The "Build vs Buy" Decision"]},"505":{"title":"Buy/Rent When:","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 5: The "Build vs Buy" Decision"]},"506":{"title":"Hybrid When:","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 5: The "Build vs Buy" Decision"]},"507":{"title":"Framework 6: Measuring Success","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"508":{"title":"Leading Indicators (week 1-4)","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 6: Measuring Success"]},"509":{"title":"Lagging Indicators (month 2-3+)","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 6: Measuring Success"]},"510":{"title":"Red Flags","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 6: Measuring Success"]},"511":{"title":"Framework 7: Governance & Compliance Quick Reference","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"512":{"title":"Regulatory Requirements by Region","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 7: Governance & Compliance Quick Reference"]},"513":{"title":"Minimum Viable Governance","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 7: Governance & Compliance Quick Reference"]},"514":{"title":"Summary: Decision Flow","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"515":{"title":"Module 7: Advanced Topics","titles":[]},"516":{"title":"Lesson 7.1: Autoresearch","titles":["Module 7: Advanced Topics"]},"517":{"title":"The Core Loop","titles":["Module 7: Advanced Topics","Lesson 7.1: Autoresearch"]},"518":{"title":"Brand Monitor Example","titles":["Module 7: Advanced Topics","Lesson 7.1: Autoresearch"]},"519":{"title":"Lesson 7.2: The Experiment Loop — Integrity","titles":["Module 7: Advanced Topics"]},"520":{"title":"Three Threats to Integrity","titles":["Module 7: Advanced Topics","Lesson 7.2: The Experiment Loop — Integrity"]},"521":{"title":"Integrity Guards","titles":["Module 7: Advanced Topics","Lesson 7.2: The Experiment Loop — Integrity"]},"522":{"title":"Lesson 7.3: Meta-Agents — Agents That Build Agents","titles":["Module 7: Advanced Topics"]},"523":{"title":"The Pattern","titles":["Module 7: Advanced Topics","Lesson 7.3: Meta-Agents — Agents That Build Agents"]},"524":{"title":"Pi-Pi Meta-Agent","titles":["Module 7: Advanced Topics","Lesson 7.3: Meta-Agents — Agents That Build Agents"]},"525":{"title":"Lesson 7.4: Beyond MCP — The Context Cost Trade-off","titles":["Module 7: Advanced Topics"]},"526":{"title":"The Matrix","titles":["Module 7: Advanced Topics","Lesson 7.4: Beyond MCP — The Context Cost Trade-off"]},"527":{"title":"The Insight","titles":["Module 7: Advanced Topics","Lesson 7.4: Beyond MCP — The Context Cost Trade-off"]},"528":{"title":"Lesson 7.5: The Mac Mini Agent — Physical Sandbox","titles":["Module 7: Advanced Topics"]},"529":{"title":"Architecture","titles":["Module 7: Advanced Topics","Lesson 7.5: The Mac Mini Agent — Physical Sandbox"]},"530":{"title":"Sentinel Pattern","titles":["Module 7: Advanced Topics","Lesson 7.5: The Mac Mini Agent — Physical Sandbox"]},"531":{"title":"Lesson 7.6: Always-On Agents","titles":["Module 7: Advanced Topics"]},"532":{"title":"Voice-to-Command Bridge","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"533":{"title":"Job Server Pattern","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"534":{"title":"Heartbeat Execution (from Paperclip)","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"535":{"title":"Lab 7.7: Build an Autoresearch Loop","titles":["Module 7: Advanced Topics"]},"536":{"title":"Lab 7.8: Meta-Agent","titles":["Module 7: Advanced Topics"]},"537":{"title":"Reference 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