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Access Levels"]},"337":{"title":"Read-Only (can read, can't modify)","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"338":{"title":"No-Delete (can modify, can't delete)","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"339":{"title":"Implementation Pattern","titles":["Module 3: Safety & Security","Lesson 3.4: Damage Control — Three Access Levels"]},"340":{"title":"Lesson 3.5: Hook Architecture — 13 Lifecycle Events","titles":["Module 3: Safety & Security"]},"341":{"title":"Session Lifecycle","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"342":{"title":"Main Loop","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"343":{"title":"Subagent Lifecycle","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"344":{"title":"Maintenance","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"345":{"title":"Flow Control","titles":["Module 3: Safety & Security","Lesson 3.5: Hook Architecture — 13 Lifecycle Events"]},"346":{"title":"Lesson 3.6: The Verifier Pattern","titles":["Module 3: Safety & Security"]},"347":{"title":"Architecture","titles":["Module 3: Safety & Security","Lesson 3.6: The Verifier Pattern"]},"348":{"title":"Key Properties","titles":["Module 3: Safety & Security","Lesson 3.6: The Verifier Pattern"]},"349":{"title":"The Confidence Ladder","titles":["Module 3: Safety & Security","Lesson 3.6: The Verifier Pattern"]},"350":{"title":"Lesson 3.7: Defense-in-Depth Stacking","titles":["Module 3: Safety & Security"]},"351":{"title":"Lab 3.8: Implement L4 Whitelist Hook","titles":["Module 3: Safety & Security"]},"352":{"title":"Lab 3.9: Build a Verifier Agent","titles":["Module 3: Safety & Security"]},"353":{"title":"Module 4: Multi-Agent Orchestration","titles":[]},"354":{"title":"Lesson 4.1: Why One Agent Is Not Enough","titles":["Module 4: Multi-Agent Orchestration"]},"355":{"title":"The Stacking Insight","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.1: Why One Agent Is Not Enough"]},"356":{"title":"Lesson 4.2: Orchestration Patterns","titles":["Module 4: Multi-Agent Orchestration"]},"357":{"title":"Pattern 1: Dispatcher (Hub-and-Spoke)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2: Orchestration Patterns"]},"358":{"title":"Pattern 2: Pipeline (Sequential)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2: Orchestration Patterns"]},"359":{"title":"Pattern 3: Peer-to-Peer (Flat)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2: Orchestration Patterns"]},"360":{"title":"Lesson 4.2b: P-Threads — Parallel Agent Execution","titles":["Module 4: Multi-Agent Orchestration"]},"361":{"title":"Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"362":{"title":"When to Use P-Threads","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"363":{"title":"Implementation with mprocs","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"364":{"title":"Implementation with agent-mux","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"365":{"title":"Key Design Rules","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2b: P-Threads — Parallel Agent Execution"]},"366":{"title":"Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)","titles":["Module 4: Multi-Agent Orchestration"]},"367":{"title":"Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"368":{"title":"When to Use F-Threads","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"369":{"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)"]},"370":{"title":"Judge Criteria Template","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"371":{"title":"Lesson 4.3: Depth-2 Delegation","titles":["Module 4: Multi-Agent Orchestration"]},"372":{"title":"The Rule","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.3: Depth-2 Delegation"]},"373":{"title":"Lesson 4.4: Agent Experts That Remember","titles":["Module 4: Multi-Agent Orchestration"]},"374":{"title":"Mental Models","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"375":{"title":"Self-Improve Commands","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"376":{"title":"Compounding Knowledge","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"377":{"title":"Lesson 4.5: Domain Locking","titles":["Module 4: Multi-Agent Orchestration"]},"378":{"title":"Lesson 4.6: TillDone Task Discipline","titles":["Module 4: Multi-Agent Orchestration"]},"379":{"title":"The Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.6: TillDone Task Discipline"]},"380":{"title":"Why It Matters","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.6: TillDone Task Discipline"]},"381":{"title":"Lesson 4.7: Agent Chains","titles":["Module 4: Multi-Agent Orchestration"]},"382":{"title":"YAML-Defined Pipelines","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.7: Agent Chains"]},"383":{"title":"Variables","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.7: Agent Chains"]},"384":{"title":"Lesson 4.8: Pi-to-Pi Communication","titles":["Module 4: Multi-Agent Orchestration"]},"385":{"title":"The Shift: Hierarchy → Flat","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"386":{"title":"Reference Implementation: MCP Agent Mail (Jeff Emanuel, 1,955★)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"387":{"title":"Four Tools","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"388":{"title":"Safety","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"389":{"title":"Lesson 4.9: Conversation Awareness","titles":["Module 4: Multi-Agent Orchestration"]},"390":{"title":"Lesson 4.9b: Service Connectors","titles":["Module 4: Multi-Agent Orchestration"]},"391":{"title":"The Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"392":{"title":"Design Rules","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"393":{"title":"Reference Implementation","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"394":{"title":"Integration with Agent Teams","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service Connectors"]},"395":{"title":"Lesson 4.10: The CEO Board System","titles":["Module 4: Multi-Agent Orchestration"]},"396":{"title":"Flow","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.10: The CEO Board System"]},"397":{"title":"Lesson 4.11: UI Agents System","titles":["Module 4: Multi-Agent Orchestration"]},"398":{"title":"Lab 4.12: Build an Agent Chain","titles":["Module 4: Multi-Agent Orchestration"]},"399":{"title":"Lab 4.13: Deploy a Multi-Team System","titles":["Module 4: Multi-Agent Orchestration"]},"400":{"title":"Module 6: Economics & Evaluation","titles":[]},"401":{"title":"Lesson 6.0: The Compute Advantage Equation","titles":["Module 6: Economics & Evaluation"]},"402":{"title":"The Equation","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"403":{"title":"What It Tells You","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"404":{"title":"Real-World Application (Your Stack)","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"405":{"title":"How to Optimize","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"406":{"title":"Lesson 6.1: LLM Pricing Landscape 2026","titles":["Module 6: Economics & Evaluation"]},"407":{"title":"Per-Million-Token Pricing","titles":["Module 6: Economics & Evaluation","Lesson 6.1: LLM Pricing Landscape 2026"]},"408":{"title":"Price Range: 100x Difference","titles":["Module 6: Economics & Evaluation","Lesson 6.1: LLM Pricing Landscape 2026"]},"409":{"title":"Lesson 6.2: Cascade Routing","titles":["Module 6: Economics & Evaluation"]},"410":{"title":"The Pattern","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"411":{"title":"Savings Profile","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"412":{"title":"Implementation","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"413":{"title":"Lesson 6.3: Cost Per Session Math","titles":["Module 6: Economics & Evaluation"]},"414":{"title":"Where Costs Come From","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"415":{"title":"The Multipliers","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"416":{"title":"The 3x Rule","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"417":{"title":"Quick Estimation","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"418":{"title":"Lesson 6.4: Agent Evaluation Metrics","titles":["Module 6: Economics & Evaluation"]},"419":{"title":"The Key Metrics","titles":["Module 6: Economics & Evaluation","Lesson 6.4: Agent Evaluation Metrics"]},"420":{"title":"pass@k Explained","titles":["Module 6: Economics & Evaluation","Lesson 6.4: Agent Evaluation Metrics"]},"421":{"title":"Lesson 6.5: Automated Evaluation","titles":["Module 6: Economics & Evaluation"]},"422":{"title":"Golden Dataset Approach","titles":["Module 6: Economics & Evaluation","Lesson 6.5: Automated Evaluation"]},"423":{"title":"VCR-Style Recording","titles":["Module 6: Economics & Evaluation","Lesson 6.5: Automated Evaluation"]},"424":{"title":"Lesson 6.6: A/B Testing Agents","titles":["Module 6: Economics & Evaluation"]},"425":{"title":"Canary Deployment","titles":["Module 6: Economics & Evaluation","Lesson 6.6: A/B Testing Agents"]},"426":{"title":"What to A/B Test","titles":["Module 6: Economics & Evaluation","Lesson 6.6: A/B Testing Agents"]},"427":{"title":"Lesson 6.7: Human Evaluation","titles":["Module 6: Economics & Evaluation"]},"428":{"title":"What Automated Evals Miss","titles":["Module 6: Economics & Evaluation","Lesson 6.7: Human Evaluation"]},"429":{"title":"Spot-Check Sampling","titles":["Module 6: Economics & Evaluation","Lesson 6.7: Human Evaluation"]},"430":{"title":"Lab 6.8: Build an Eval Harness","titles":["Module 6: Economics & Evaluation"]},"431":{"title":"Lab 6.9: Cost Optimization","titles":["Module 6: Economics & Evaluation"]},"432":{"title":"Module 5: Production Patterns","titles":[]},"433":{"title":"Lesson 5.1: What Production Means for Agents","titles":["Module 5: Production Patterns"]},"434":{"title":"Production Readiness Checklist","titles":["Module 5: Production Patterns","Lesson 5.1: What Production Means for Agents"]},"435":{"title":"Lesson 5.2: CI/CD for Agents","titles":["Module 5: Production Patterns"]},"436":{"title":"Golden Dataset","titles":["Module 5: Production Patterns","Lesson 5.2: CI/CD for Agents"]},"437":{"title":"Pipeline","titles":["Module 5: Production Patterns","Lesson 5.2: CI/CD for Agents"]},"438":{"title":"Lesson 5.2b: Case Study — The 5-Tool Production Stack","titles":["Module 5: Production Patterns"]},"439":{"title":"The Stack","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"440":{"title":"Tool Roles and Selection Logic","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"441":{"title":"How They Work Together (Real Session Flow)","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"442":{"title":"Key Production Patterns","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"443":{"title":"Lesson 5.2c: The Agent Manager Role","titles":["Module 5: Production Patterns"]},"444":{"title":"Responsibilities","titles":["Module 5: Production Patterns","Lesson 5.2c: The Agent Manager Role"]},"445":{"title":"90-Day Setup Playbook","titles":["Module 5: Production Patterns","Lesson 5.2c: The Agent Manager Role"]},"446":{"title":"Lesson 5.3: Shadow Deployments","titles":["Module 5: Production Patterns"]},"447":{"title":"How It Works","titles":["Module 5: Production Patterns","Lesson 5.3: Shadow Deployments"]},"448":{"title":"When to Shadow Deploy","titles":["Module 5: Production Patterns","Lesson 5.3: Shadow Deployments"]},"449":{"title":"Lesson 5.4: Rollback Strategies","titles":["Module 5: Production Patterns"]},"450":{"title":"What Rollback Means for Agents","titles":["Module 5: Production Patterns","Lesson 5.4: Rollback Strategies"]},"451":{"title":"Implementation","titles":["Module 5: Production Patterns","Lesson 5.4: Rollback Strategies"]},"452":{"title":"Lesson 5.5: Observability & Monitoring","titles":["Module 5: Production Patterns"]},"453":{"title":"What to Trace (Every Single Turn)","titles":["Module 5: Production Patterns","Lesson 5.5: Observability & Monitoring"]},"454":{"title":"Decision Tracing","titles":["Module 5: Production Patterns","Lesson 5.5: Observability & Monitoring"]},"455":{"title":"Key Metrics","titles":["Module 5: Production Patterns","Lesson 5.5: Observability & Monitoring"]},"456":{"title":"Lesson 5.6: Alerting on Agent-Specific Signals","titles":["Module 5: Production Patterns"]},"457":{"title":"What to Alert On","titles":["Module 5: Production Patterns","Lesson 5.6: Alerting on Agent-Specific Signals"]},"458":{"title":"Alert Routing","titles":["Module 5: Production Patterns","Lesson 5.6: Alerting on Agent-Specific Signals"]},"459":{"title":"Lesson 5.6b: Cross-Provider Session Search","titles":["Module 5: Production Patterns"]},"460":{"title":"The Problem","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"461":{"title":"The Solution","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"462":{"title":"Why This Matters for Production","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"463":{"title":"Integration with Our Stack","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"464":{"title":"Lesson 5.7: Deployment Modes","titles":["Module 5: Production Patterns"]},"465":{"title":"Reachability","titles":["Module 5: Production Patterns","Lesson 5.7: Deployment Modes"]},"466":{"title":"Lesson 5.8: Cost Control","titles":["Module 5: Production Patterns"]},"467":{"title":"Budget Architecture","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"468":{"title":"Budget Policies","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"469":{"title":"Warning vs Hard Stop","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"470":{"title":"Lab 5.9: Set Up Agent Observability","titles":["Module 5: Production Patterns"]},"471":{"title":"Lab 5.10: CI/CD Pipeline","titles":["Module 5: Production Patterns"]},"472":{"title":"Module 7: Advanced Topics","titles":[]},"473":{"title":"Lesson 7.1: Autoresearch","titles":["Module 7: Advanced Topics"]},"474":{"title":"The Core Loop","titles":["Module 7: Advanced Topics","Lesson 7.1: Autoresearch"]},"475":{"title":"Brand Monitor Example","titles":["Module 7: Advanced Topics","Lesson 7.1: Autoresearch"]},"476":{"title":"Lesson 7.2: The Experiment Loop — Integrity","titles":["Module 7: Advanced Topics"]},"477":{"title":"Three Threats to Integrity","titles":["Module 7: Advanced Topics","Lesson 7.2: The Experiment Loop — Integrity"]},"478":{"title":"Integrity Guards","titles":["Module 7: Advanced Topics","Lesson 7.2: The Experiment Loop — Integrity"]},"479":{"title":"Lesson 7.3: Meta-Agents — Agents That Build Agents","titles":["Module 7: Advanced Topics"]},"480":{"title":"The Pattern","titles":["Module 7: Advanced Topics","Lesson 7.3: Meta-Agents — Agents That Build Agents"]},"481":{"title":"Pi-Pi Meta-Agent","titles":["Module 7: Advanced Topics","Lesson 7.3: Meta-Agents — Agents That Build Agents"]},"482":{"title":"Lesson 7.4: Beyond MCP — The Context Cost Trade-off","titles":["Module 7: Advanced Topics"]},"483":{"title":"The Matrix","titles":["Module 7: Advanced Topics","Lesson 7.4: Beyond MCP — The Context Cost Trade-off"]},"484":{"title":"The Insight","titles":["Module 7: Advanced Topics","Lesson 7.4: Beyond MCP — The Context Cost Trade-off"]},"485":{"title":"Lesson 7.5: The Mac Mini Agent — Physical Sandbox","titles":["Module 7: Advanced Topics"]},"486":{"title":"Architecture","titles":["Module 7: Advanced Topics","Lesson 7.5: The Mac Mini Agent — Physical Sandbox"]},"487":{"title":"Sentinel Pattern","titles":["Module 7: Advanced Topics","Lesson 7.5: The Mac Mini Agent — Physical Sandbox"]},"488":{"title":"Lesson 7.6: Always-On Agents","titles":["Module 7: Advanced Topics"]},"489":{"title":"Voice-to-Command Bridge","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"490":{"title":"Job Server Pattern","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"491":{"title":"Heartbeat Execution (from Paperclip)","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"492":{"title":"Lab 7.7: Build an Autoresearch Loop","titles":["Module 7: Advanced Topics"]},"493":{"title":"Lab 7.8: Meta-Agent","titles":["Module 7: Advanced Topics"]},"494":{"title":"Module 8: Capstone — Production Multi-Agent System","titles":[]},"495":{"title":"Overview","titles":["Module 8: Capstone — Production Multi-Agent System"]},"496":{"title":"Project Options","titles":["Module 8: Capstone — Production Multi-Agent System"]},"497":{"title":"Option 1: Brand Monitor (Intermediate)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"498":{"title":"Option 2: Code Review Pipeline (Intermediate-Advanced)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"499":{"title":"Option 3: Strategic Decision Board (Advanced)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"500":{"title":"Capstone Phases","titles":["Module 8: Capstone — Production Multi-Agent System"]},"501":{"title":"Phase 1: System Design (60-90 min)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"502":{"title":"Phase 2: Agent Implementation (2-4 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"503":{"title":"Phase 3: Integration (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"504":{"title":"Phase 4: Security Hardening (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"505":{"title":"Phase 5: Testing & Evaluation (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"506":{"title":"Phase 6: Deployment (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"507":{"title":"Phase 7: Review & Iterate (1 hour)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"508":{"title":"Deliverables Checklist","titles":["Module 8: Capstone — Production Multi-Agent System"]},"509":{"title":"Pass Criteria","titles":["Module 8: Capstone — Production Multi-Agent System"]},"510":{"title":"Grading Rubric","titles":["Module 8: Capstone — Production Multi-Agent System"]},"511":{"title":"Non-Technical Track: Decision Frameworks for AI Agents","titles":[]},"512":{"title":"For Managers, PMs, and Decision-Makers","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"513":{"title":"Framework 1: "Should We Use an Agent for This?"","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"514":{"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?""]},"515":{"title":"Decision Matrix","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 1: "Should We Use an Agent for This?""]},"516":{"title":"Framework 2: The 4 Agent Design Patterns (Andrew Ng)","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"517":{"title":"1. 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Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"335":{"title":"When to Use F-Threads","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"336":{"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)"]},"337":{"title":"Judge Criteria Template","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.2c: F-Threads — Fusion (N Agents, One Winner)"]},"338":{"title":"Lesson 4.3: Depth-2 Delegation","titles":["Module 4: Multi-Agent Orchestration"]},"339":{"title":"The Rule","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.3: Depth-2 Delegation"]},"340":{"title":"Lesson 4.4: Agent Experts That Remember","titles":["Module 4: Multi-Agent Orchestration"]},"341":{"title":"Mental Models","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"342":{"title":"Self-Improve Commands","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"343":{"title":"Compounding Knowledge","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.4: Agent Experts That Remember"]},"344":{"title":"Lesson 4.5: Domain Locking","titles":["Module 4: Multi-Agent Orchestration"]},"345":{"title":"Lesson 4.6: TillDone Task Discipline","titles":["Module 4: Multi-Agent Orchestration"]},"346":{"title":"The Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.6: TillDone Task Discipline"]},"347":{"title":"Why It Matters","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.6: TillDone Task Discipline"]},"348":{"title":"Lesson 4.7: Agent Chains","titles":["Module 4: Multi-Agent Orchestration"]},"349":{"title":"YAML-Defined Pipelines","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.7: Agent Chains"]},"350":{"title":"Variables","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.7: Agent Chains"]},"351":{"title":"Lesson 4.8: Pi-to-Pi Communication","titles":["Module 4: Multi-Agent Orchestration"]},"352":{"title":"The Shift: Hierarchy → Flat","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"353":{"title":"Reference Implementation: MCP Agent Mail (Jeff Emanuel, 1,955★)","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"354":{"title":"Four Tools","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"355":{"title":"Safety","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.8: Pi-to-Pi Communication"]},"356":{"title":"Lesson 4.9: Conversation Awareness","titles":["Module 4: Multi-Agent Orchestration"]},"357":{"title":"Lesson 4.9b: Service Connectors","titles":["Module 4: Multi-Agent Orchestration"]},"358":{"title":"The Pattern","titles":["Module 4: Multi-Agent Orchestration","Lesson 4.9b: Service 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Pillars","titles":["Module 2: Agent Architecture"]},"369":{"title":"Lesson 2.2: Tool Design Patterns","titles":["Module 2: Agent Architecture"]},"370":{"title":"Tool Distribution Channels (from Beyond MCP research)","titles":["Module 2: Agent Architecture","Lesson 2.2: Tool Design Patterns"]},"371":{"title":"Tool Design Rules","titles":["Module 2: Agent Architecture","Lesson 2.2: Tool Design Patterns"]},"372":{"title":"Advanced: Resource Mirror Pattern","titles":["Module 2: Agent Architecture","Lesson 2.2: Tool Design Patterns"]},"373":{"title":"Lesson 2.3: Agent Loop Variants","titles":["Module 2: Agent Architecture"]},"374":{"title":"Level 1: Simple Prompt → Execute","titles":["Module 2: Agent Architecture","Lesson 2.3: Agent Loop Variants"]},"375":{"title":"Level 2: Tool-Use Agent Loop","titles":["Module 2: Agent Architecture","Lesson 2.3: Agent Loop Variants"]},"376":{"title":"Level 3: Task-Completion Loop","titles":["Module 2: Agent Architecture","Lesson 2.3: Agent Loop Variants"]},"377":{"title":"Level 4: Sub-Agent Orchestration","titles":["Module 2: Agent Architecture","Lesson 2.3: Agent Loop Variants"]},"378":{"title":"Level 5: Full Multi-Agent","titles":["Module 2: Agent Architecture","Lesson 2.3: Agent Loop Variants"]},"379":{"title":"Lesson 2.3b: Skills System Deep Dive","titles":["Module 2: Agent Architecture"]},"380":{"title":"Path-Scoped Skills","titles":["Module 2: Agent Architecture","Lesson 2.3b: Skills System Deep Dive"]},"381":{"title":"Subdirectory CLAUDE.md","titles":["Module 2: Agent Architecture","Lesson 2.3b: Skills System Deep Dive"]},"382":{"title":"Plugin Distribution Model","titles":["Module 2: Agent Architecture","Lesson 2.3b: Skills System Deep Dive"]},"383":{"title":"LSP MCP Server Pattern","titles":["Module 2: Agent Architecture","Lesson 2.3b: Skills System Deep Dive"]},"384":{"title":"Lesson 2.3c: Agent-Readable Workspace Design","titles":["Module 2: Agent Architecture"]},"385":{"title":"The Discovery Pattern","titles":["Module 2: Agent Architecture","Lesson 2.3c: Agent-Readable Workspace Design"]},"386":{"title":"Initialization as Its Own Phase","titles":["Module 2: Agent Architecture","Lesson 2.3c: Agent-Readable Workspace Design"]},"387":{"title":"Feature Lists as Harness Primitives","titles":["Module 2: Agent Architecture","Lesson 2.3c: Agent-Readable Workspace Design"]},"388":{"title":"Clean State Between Sessions","titles":["Module 2: Agent Architecture","Lesson 2.3c: Agent-Readable Workspace Design"]},"389":{"title":"Lesson 2.4: Context Window Management","titles":["Module 2: Agent Architecture"]},"390":{"title":"The Problem","titles":["Module 2: Agent Architecture","Lesson 2.4: Context Window Management"]},"391":{"title":"Solutions (from worst to best)","titles":["Module 2: Agent Architecture","Lesson 2.4: Context Window Management"]},"392":{"title":"Best Practice: Hybrid","titles":["Module 2: Agent Architecture","Lesson 2.4: Context Window Management"]},"393":{"title":"Lesson 2.5: Memory Patterns","titles":["Module 2: Agent Architecture"]},"394":{"title":"Mental Models (from multi-team system)","titles":["Module 2: Agent Architecture","Lesson 2.5: Memory Patterns"]},"395":{"title":"Scratch Pads","titles":["Module 2: Agent Architecture","Lesson 2.5: Memory Patterns"]},"396":{"title":"Lesson 2.6: The Reasoning Parameter","titles":["Module 2: Agent Architecture"]},"397":{"title":"Lesson 2.7: Codebase Architectures for Agents","titles":["Module 2: Agent Architecture"]},"398":{"title":"Lab 2.8: Multi-Tool Agent","titles":["Module 2: Agent Architecture"]},"399":{"title":"Lab 2.9: Context-Aware Agent","titles":["Module 2: Agent Architecture"]},"400":{"title":"Module 5: Production Patterns","titles":[]},"401":{"title":"Lesson 5.1: What Production Means for Agents","titles":["Module 5: Production Patterns"]},"402":{"title":"Production Readiness Checklist","titles":["Module 5: Production Patterns","Lesson 5.1: What Production Means for Agents"]},"403":{"title":"Lesson 5.2: CI/CD for Agents","titles":["Module 5: Production Patterns"]},"404":{"title":"Golden Dataset","titles":["Module 5: Production Patterns","Lesson 5.2: CI/CD for Agents"]},"405":{"title":"Pipeline","titles":["Module 5: Production Patterns","Lesson 5.2: CI/CD for Agents"]},"406":{"title":"Lesson 5.2b: Case Study — The 5-Tool Production Stack","titles":["Module 5: Production Patterns"]},"407":{"title":"The Stack","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"408":{"title":"Tool Roles and Selection Logic","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"409":{"title":"How They Work Together (Real Session Flow)","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"410":{"title":"Key Production Patterns","titles":["Module 5: Production Patterns","Lesson 5.2b: Case Study — The 5-Tool Production Stack"]},"411":{"title":"Lesson 5.2c: The Agent Manager Role","titles":["Module 5: Production Patterns"]},"412":{"title":"Responsibilities","titles":["Module 5: Production Patterns","Lesson 5.2c: The Agent Manager Role"]},"413":{"title":"90-Day Setup Playbook","titles":["Module 5: Production Patterns","Lesson 5.2c: The Agent Manager Role"]},"414":{"title":"Lesson 5.3: Shadow Deployments","titles":["Module 5: Production Patterns"]},"415":{"title":"How It Works","titles":["Module 5: Production Patterns","Lesson 5.3: Shadow Deployments"]},"416":{"title":"When to Shadow Deploy","titles":["Module 5: Production Patterns","Lesson 5.3: Shadow Deployments"]},"417":{"title":"Lesson 5.4: Rollback Strategies","titles":["Module 5: Production Patterns"]},"418":{"title":"What Rollback Means for Agents","titles":["Module 5: Production Patterns","Lesson 5.4: Rollback Strategies"]},"419":{"title":"Implementation","titles":["Module 5: Production Patterns","Lesson 5.4: Rollback Strategies"]},"420":{"title":"Lesson 5.5: Observability & Monitoring","titles":["Module 5: Production Patterns"]},"421":{"title":"What to Trace (Every Single Turn)","titles":["Module 5: Production Patterns","Lesson 5.5: Observability & Monitoring"]},"422":{"title":"Decision Tracing","titles":["Module 5: Production Patterns","Lesson 5.5: Observability & Monitoring"]},"423":{"title":"Key Metrics","titles":["Module 5: Production Patterns","Lesson 5.5: Observability & Monitoring"]},"424":{"title":"Lesson 5.6: Alerting on Agent-Specific Signals","titles":["Module 5: Production Patterns"]},"425":{"title":"What to Alert On","titles":["Module 5: Production Patterns","Lesson 5.6: Alerting on Agent-Specific Signals"]},"426":{"title":"Alert Routing","titles":["Module 5: Production Patterns","Lesson 5.6: Alerting on Agent-Specific Signals"]},"427":{"title":"Lesson 5.6b: Cross-Provider Session Search","titles":["Module 5: Production Patterns"]},"428":{"title":"The Problem","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"429":{"title":"The Solution","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"430":{"title":"Why This Matters for Production","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"431":{"title":"Integration with Our Stack","titles":["Module 5: Production Patterns","Lesson 5.6b: Cross-Provider Session Search"]},"432":{"title":"Lesson 5.7: Deployment Modes","titles":["Module 5: Production Patterns"]},"433":{"title":"Reachability","titles":["Module 5: Production Patterns","Lesson 5.7: Deployment Modes"]},"434":{"title":"Lesson 5.8: Cost Control","titles":["Module 5: Production Patterns"]},"435":{"title":"Budget Architecture","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"436":{"title":"Budget Policies","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"437":{"title":"Warning vs Hard Stop","titles":["Module 5: Production Patterns","Lesson 5.8: Cost Control"]},"438":{"title":"Lab 5.9: Set Up Agent Observability","titles":["Module 5: Production Patterns"]},"439":{"title":"Lab 5.10: CI/CD Pipeline","titles":["Module 5: Production Patterns"]},"440":{"title":"Module 7: Advanced Topics","titles":[]},"441":{"title":"Lesson 7.1: Autoresearch","titles":["Module 7: Advanced Topics"]},"442":{"title":"The Core Loop","titles":["Module 7: Advanced Topics","Lesson 7.1: Autoresearch"]},"443":{"title":"Brand Monitor Example","titles":["Module 7: Advanced Topics","Lesson 7.1: Autoresearch"]},"444":{"title":"Lesson 7.2: The Experiment Loop — Integrity","titles":["Module 7: Advanced Topics"]},"445":{"title":"Three Threats to Integrity","titles":["Module 7: Advanced Topics","Lesson 7.2: The Experiment Loop — Integrity"]},"446":{"title":"Integrity Guards","titles":["Module 7: Advanced Topics","Lesson 7.2: The Experiment Loop — Integrity"]},"447":{"title":"Lesson 7.3: Meta-Agents — Agents That Build Agents","titles":["Module 7: Advanced Topics"]},"448":{"title":"The Pattern","titles":["Module 7: Advanced Topics","Lesson 7.3: Meta-Agents — Agents That Build Agents"]},"449":{"title":"Pi-Pi Meta-Agent","titles":["Module 7: Advanced Topics","Lesson 7.3: Meta-Agents — Agents That Build Agents"]},"450":{"title":"Lesson 7.4: Beyond MCP — The Context Cost Trade-off","titles":["Module 7: Advanced Topics"]},"451":{"title":"The Matrix","titles":["Module 7: Advanced Topics","Lesson 7.4: Beyond MCP — The Context Cost Trade-off"]},"452":{"title":"The Insight","titles":["Module 7: Advanced Topics","Lesson 7.4: Beyond MCP — The Context Cost Trade-off"]},"453":{"title":"Lesson 7.5: The Mac Mini Agent — Physical Sandbox","titles":["Module 7: Advanced Topics"]},"454":{"title":"Architecture","titles":["Module 7: Advanced Topics","Lesson 7.5: The Mac Mini Agent — Physical Sandbox"]},"455":{"title":"Sentinel Pattern","titles":["Module 7: Advanced Topics","Lesson 7.5: The Mac Mini Agent — Physical Sandbox"]},"456":{"title":"Lesson 7.6: Always-On Agents","titles":["Module 7: Advanced Topics"]},"457":{"title":"Voice-to-Command Bridge","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"458":{"title":"Job Server Pattern","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"459":{"title":"Heartbeat Execution (from Paperclip)","titles":["Module 7: Advanced Topics","Lesson 7.6: Always-On Agents"]},"460":{"title":"Lab 7.7: Build an Autoresearch Loop","titles":["Module 7: Advanced Topics"]},"461":{"title":"Lab 7.8: Meta-Agent","titles":["Module 7: Advanced Topics"]},"462":{"title":"Module 6: Economics & Evaluation","titles":[]},"463":{"title":"Lesson 6.0: The Compute Advantage Equation","titles":["Module 6: Economics & Evaluation"]},"464":{"title":"The Equation","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"465":{"title":"What It Tells You","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"466":{"title":"Real-World Application (Your Stack)","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"467":{"title":"How to Optimize","titles":["Module 6: Economics & Evaluation","Lesson 6.0: The Compute Advantage Equation"]},"468":{"title":"Lesson 6.1: LLM Pricing Landscape 2026","titles":["Module 6: Economics & Evaluation"]},"469":{"title":"Per-Million-Token Pricing","titles":["Module 6: Economics & Evaluation","Lesson 6.1: LLM Pricing Landscape 2026"]},"470":{"title":"Price Range: 100x Difference","titles":["Module 6: Economics & Evaluation","Lesson 6.1: LLM Pricing Landscape 2026"]},"471":{"title":"Lesson 6.2: Cascade Routing","titles":["Module 6: Economics & Evaluation"]},"472":{"title":"The Pattern","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"473":{"title":"Savings Profile","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"474":{"title":"Implementation","titles":["Module 6: Economics & Evaluation","Lesson 6.2: Cascade Routing"]},"475":{"title":"Lesson 6.3: Cost Per Session Math","titles":["Module 6: Economics & Evaluation"]},"476":{"title":"Where Costs Come From","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"477":{"title":"The Multipliers","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"478":{"title":"The 3x Rule","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"479":{"title":"Quick Estimation","titles":["Module 6: Economics & Evaluation","Lesson 6.3: Cost Per Session Math"]},"480":{"title":"Lesson 6.4: Agent Evaluation Metrics","titles":["Module 6: Economics & Evaluation"]},"481":{"title":"The Key Metrics","titles":["Module 6: Economics & Evaluation","Lesson 6.4: Agent Evaluation Metrics"]},"482":{"title":"pass@k Explained","titles":["Module 6: Economics & Evaluation","Lesson 6.4: Agent Evaluation Metrics"]},"483":{"title":"Lesson 6.5: Automated Evaluation","titles":["Module 6: Economics & Evaluation"]},"484":{"title":"Golden Dataset Approach","titles":["Module 6: Economics & Evaluation","Lesson 6.5: Automated Evaluation"]},"485":{"title":"VCR-Style Recording","titles":["Module 6: Economics & Evaluation","Lesson 6.5: Automated Evaluation"]},"486":{"title":"Lesson 6.6: A/B Testing Agents","titles":["Module 6: Economics & Evaluation"]},"487":{"title":"Canary Deployment","titles":["Module 6: Economics & Evaluation","Lesson 6.6: A/B Testing Agents"]},"488":{"title":"What to A/B Test","titles":["Module 6: Economics & Evaluation","Lesson 6.6: A/B Testing Agents"]},"489":{"title":"Lesson 6.7: Human Evaluation","titles":["Module 6: Economics & Evaluation"]},"490":{"title":"What Automated Evals Miss","titles":["Module 6: Economics & Evaluation","Lesson 6.7: Human Evaluation"]},"491":{"title":"Spot-Check Sampling","titles":["Module 6: Economics & Evaluation","Lesson 6.7: Human Evaluation"]},"492":{"title":"Lab 6.8: Build an Eval Harness","titles":["Module 6: Economics & Evaluation"]},"493":{"title":"Lab 6.9: Cost Optimization","titles":["Module 6: Economics & Evaluation"]},"494":{"title":"Module 8: Capstone — Production Multi-Agent System","titles":[]},"495":{"title":"Overview","titles":["Module 8: Capstone — Production Multi-Agent System"]},"496":{"title":"Project Options","titles":["Module 8: Capstone — Production Multi-Agent System"]},"497":{"title":"Option 1: Brand Monitor (Intermediate)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"498":{"title":"Option 2: Code Review Pipeline (Intermediate-Advanced)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"499":{"title":"Option 3: Strategic Decision Board (Advanced)","titles":["Module 8: Capstone — Production Multi-Agent System","Project Options"]},"500":{"title":"Capstone Phases","titles":["Module 8: Capstone — Production Multi-Agent System"]},"501":{"title":"Phase 1: System Design (60-90 min)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"502":{"title":"Phase 2: Agent Implementation (2-4 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"503":{"title":"Phase 3: Integration (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"504":{"title":"Phase 4: Security Hardening (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"505":{"title":"Phase 5: Testing & Evaluation (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"506":{"title":"Phase 6: Deployment (1-2 hours)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone Phases"]},"507":{"title":"Phase 7: Review & Iterate (1 hour)","titles":["Module 8: Capstone — Production Multi-Agent System","Capstone 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This?""]},"516":{"title":"Framework 2: The 4 Agent Design Patterns (Andrew Ng)","titles":["Non-Technical Track: Decision Frameworks for AI Agents"]},"517":{"title":"1. Reflection","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"518":{"title":"2. Tool Use","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"519":{"title":"3. Planning","titles":["Non-Technical Track: Decision Frameworks for AI Agents","Framework 2: The 4 Agent Design Patterns (Andrew Ng)"]},"520":{"title":"4. 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terminalFDSA
CourseLabsBlogEnroll — $97
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NOW ENROLLING

Master Agentic Engineering

65 lessons, 13 labs, 20 skill kits. Build production-grade multi-agent systems that are secure, cost-optimized, and always-on.

Enroll Now — $97Start Learning Free
AGENT_PLANNER v2.1
> LOADING HARNESS... DONE
> DEPLOYING 8-AGENT SYSTEM
> SECURITY: LEVEL 4 (WHITELIST)
> ALL SYSTEMS OPERATIONAL
65Lessons
13Hands-on Labs
8Modules
20Skill Kits
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terminalFDSA
CourseLabsBlogEnroll — $97
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NOW ENROLLING

Master Agentic Engineering

65 lessons, 13 labs, 20 skill kits. Build production-grade multi-agent systems that are secure, cost-optimized, and always-on.

Enroll Now — $97Start Learning Free
AGENT_PLANNER v2.1
> LOADING HARNESS... DONE
> DEPLOYING 8-AGENT SYSTEM
> SECURITY: LEVEL 4 (WHITELIST)
> ALL SYSTEMS OPERATIONAL
65Lessons
13Hands-on Labs
8Modules
20Skill Kits
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#c2c2c4;--vp-c-divider: #e2e2e3;--vp-c-gutter: #e2e2e3}.dark{--vp-c-border: #3c3f44;--vp-c-divider: #2e2e32;--vp-c-gutter: #000000}:root{--vp-c-text-1: #3c3c43;--vp-c-text-2: #67676c;--vp-c-text-3: #929295}.dark{--vp-c-text-1: #dfdfd6;--vp-c-text-2: #98989f;--vp-c-text-3: #6a6a71}:root{--vp-c-default-1: var(--vp-c-gray-1);--vp-c-default-2: var(--vp-c-gray-2);--vp-c-default-3: var(--vp-c-gray-3);--vp-c-default-soft: var(--vp-c-gray-soft);--vp-c-brand-1: var(--vp-c-indigo-1);--vp-c-brand-2: var(--vp-c-indigo-2);--vp-c-brand-3: var(--vp-c-indigo-3);--vp-c-brand-soft: var(--vp-c-indigo-soft);--vp-c-brand: var(--vp-c-brand-1);--vp-c-tip-1: var(--vp-c-brand-1);--vp-c-tip-2: var(--vp-c-brand-2);--vp-c-tip-3: var(--vp-c-brand-3);--vp-c-tip-soft: var(--vp-c-brand-soft);--vp-c-note-1: var(--vp-c-brand-1);--vp-c-note-2: var(--vp-c-brand-2);--vp-c-note-3: var(--vp-c-brand-3);--vp-c-note-soft: var(--vp-c-brand-soft);--vp-c-success-1: var(--vp-c-green-1);--vp-c-success-2: var(--vp-c-green-2);--vp-c-success-3: var(--vp-c-green-3);--vp-c-success-soft: var(--vp-c-green-soft);--vp-c-important-1: var(--vp-c-purple-1);--vp-c-important-2: var(--vp-c-purple-2);--vp-c-important-3: var(--vp-c-purple-3);--vp-c-important-soft: var(--vp-c-purple-soft);--vp-c-warning-1: var(--vp-c-yellow-1);--vp-c-warning-2: var(--vp-c-yellow-2);--vp-c-warning-3: var(--vp-c-yellow-3);--vp-c-warning-soft: var(--vp-c-yellow-soft);--vp-c-danger-1: var(--vp-c-red-1);--vp-c-danger-2: var(--vp-c-red-2);--vp-c-danger-3: var(--vp-c-red-3);--vp-c-danger-soft: var(--vp-c-red-soft);--vp-c-caution-1: var(--vp-c-red-1);--vp-c-caution-2: var(--vp-c-red-2);--vp-c-caution-3: var(--vp-c-red-3);--vp-c-caution-soft: var(--vp-c-red-soft)}:root{--vp-font-family-base: "Inter", ui-sans-serif, system-ui, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji";--vp-font-family-mono: ui-monospace, "Menlo", "Monaco", "Consolas", "Liberation Mono", "Courier New", monospace;font-optical-sizing:auto}:root:where(:lang(zh)){--vp-font-family-base: "Punctuation SC", "Inter", ui-sans-serif, system-ui, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji"}:root{--vp-shadow-1: 0 1px 2px rgba(0, 0, 0, .04), 0 1px 2px rgba(0, 0, 0, .06);--vp-shadow-2: 0 3px 12px rgba(0, 0, 0, .07), 0 1px 4px rgba(0, 0, 0, .07);--vp-shadow-3: 0 12px 32px rgba(0, 0, 0, .1), 0 2px 6px rgba(0, 0, 0, .08);--vp-shadow-4: 0 14px 44px rgba(0, 0, 0, .12), 0 3px 9px rgba(0, 0, 0, .12);--vp-shadow-5: 0 18px 56px rgba(0, 0, 0, .16), 0 4px 12px rgba(0, 0, 0, .16)}:root{--vp-z-index-footer: 10;--vp-z-index-local-nav: 20;--vp-z-index-nav: 30;--vp-z-index-layout-top: 40;--vp-z-index-backdrop: 50;--vp-z-index-sidebar: 60}@media (min-width: 960px){:root{--vp-z-index-sidebar: 25}}:root{--vp-layout-max-width: 1440px}:root{--vp-header-anchor-symbol: "#"}:root{--vp-code-line-height: 1.7;--vp-code-font-size: .875em;--vp-code-color: var(--vp-c-brand-1);--vp-code-link-color: var(--vp-c-brand-1);--vp-code-link-hover-color: var(--vp-c-brand-2);--vp-code-bg: var(--vp-c-default-soft);--vp-code-block-color: var(--vp-c-text-2);--vp-code-block-bg: var(--vp-c-bg-alt);--vp-code-block-divider-color: var(--vp-c-gutter);--vp-code-lang-color: var(--vp-c-text-3);--vp-code-line-highlight-color: var(--vp-c-default-soft);--vp-code-line-number-color: var(--vp-c-text-3);--vp-code-line-diff-add-color: var(--vp-c-success-soft);--vp-code-line-diff-add-symbol-color: var(--vp-c-success-1);--vp-code-line-diff-remove-color: var(--vp-c-danger-soft);--vp-code-line-diff-remove-symbol-color: var(--vp-c-danger-1);--vp-code-line-warning-color: var(--vp-c-warning-soft);--vp-code-line-error-color: var(--vp-c-danger-soft);--vp-code-copy-code-border-color: var(--vp-c-divider);--vp-code-copy-code-bg: var(--vp-c-bg-soft);--vp-code-copy-code-hover-border-color: var(--vp-c-divider);--vp-code-copy-code-hover-bg: var(--vp-c-bg);--vp-code-copy-code-active-text: var(--vp-c-text-2);--vp-code-copy-copied-text-content: "Copied";--vp-code-tab-divider: var(--vp-code-block-divider-color);--vp-code-tab-text-color: var(--vp-c-text-2);--vp-code-tab-bg: var(--vp-code-block-bg);--vp-code-tab-hover-text-color: var(--vp-c-text-1);--vp-code-tab-active-text-color: var(--vp-c-text-1);--vp-code-tab-active-bar-color: var(--vp-c-brand-1)}:lang(es),:lang(pt){--vp-code-copy-copied-text-content: "Copiado"}:lang(fa){--vp-code-copy-copied-text-content: "کپی شد"}:lang(ko){--vp-code-copy-copied-text-content: "복사됨"}:lang(ru){--vp-code-copy-copied-text-content: "Скопировано"}:lang(zh){--vp-code-copy-copied-text-content: "已复制"}:root{--vp-button-brand-border: transparent;--vp-button-brand-text: var(--vp-c-white);--vp-button-brand-bg: var(--vp-c-brand-3);--vp-button-brand-hover-border: transparent;--vp-button-brand-hover-text: var(--vp-c-white);--vp-button-brand-hover-bg: var(--vp-c-brand-2);--vp-button-brand-active-border: transparent;--vp-button-brand-active-text: var(--vp-c-white);--vp-button-brand-active-bg: var(--vp-c-brand-1);--vp-button-alt-border: transparent;--vp-button-alt-text: var(--vp-c-text-1);--vp-button-alt-bg: var(--vp-c-default-3);--vp-button-alt-hover-border: transparent;--vp-button-alt-hover-text: var(--vp-c-text-1);--vp-button-alt-hover-bg: var(--vp-c-default-2);--vp-button-alt-active-border: transparent;--vp-button-alt-active-text: var(--vp-c-text-1);--vp-button-alt-active-bg: var(--vp-c-default-1);--vp-button-sponsor-border: var(--vp-c-text-2);--vp-button-sponsor-text: var(--vp-c-text-2);--vp-button-sponsor-bg: transparent;--vp-button-sponsor-hover-border: var(--vp-c-sponsor);--vp-button-sponsor-hover-text: var(--vp-c-sponsor);--vp-button-sponsor-hover-bg: transparent;--vp-button-sponsor-active-border: var(--vp-c-sponsor);--vp-button-sponsor-active-text: var(--vp-c-sponsor);--vp-button-sponsor-active-bg: transparent}:root{--vp-custom-block-font-size: 14px;--vp-custom-block-code-font-size: 13px;--vp-custom-block-info-border: transparent;--vp-custom-block-info-text: var(--vp-c-text-1);--vp-custom-block-info-bg: var(--vp-c-default-soft);--vp-custom-block-info-code-bg: var(--vp-c-default-soft);--vp-custom-block-note-border: transparent;--vp-custom-block-note-text: var(--vp-c-text-1);--vp-custom-block-note-bg: var(--vp-c-default-soft);--vp-custom-block-note-code-bg: var(--vp-c-default-soft);--vp-custom-block-tip-border: transparent;--vp-custom-block-tip-text: var(--vp-c-text-1);--vp-custom-block-tip-bg: var(--vp-c-tip-soft);--vp-custom-block-tip-code-bg: var(--vp-c-tip-soft);--vp-custom-block-important-border: transparent;--vp-custom-block-important-text: var(--vp-c-text-1);--vp-custom-block-important-bg: var(--vp-c-important-soft);--vp-custom-block-important-code-bg: var(--vp-c-important-soft);--vp-custom-block-warning-border: transparent;--vp-custom-block-warning-text: var(--vp-c-text-1);--vp-custom-block-warning-bg: 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var(--vp-c-brand-1);--vp-code-link-color: var(--vp-c-brand-1);--vp-code-link-hover-color: var(--vp-c-brand-2);--vp-code-bg: var(--vp-c-default-soft);--vp-code-block-color: var(--vp-c-text-2);--vp-code-block-bg: var(--vp-c-bg-alt);--vp-code-block-divider-color: var(--vp-c-gutter);--vp-code-lang-color: var(--vp-c-text-3);--vp-code-line-highlight-color: var(--vp-c-default-soft);--vp-code-line-number-color: var(--vp-c-text-3);--vp-code-line-diff-add-color: var(--vp-c-success-soft);--vp-code-line-diff-add-symbol-color: var(--vp-c-success-1);--vp-code-line-diff-remove-color: var(--vp-c-danger-soft);--vp-code-line-diff-remove-symbol-color: var(--vp-c-danger-1);--vp-code-line-warning-color: var(--vp-c-warning-soft);--vp-code-line-error-color: var(--vp-c-danger-soft);--vp-code-copy-code-border-color: var(--vp-c-divider);--vp-code-copy-code-bg: var(--vp-c-bg-soft);--vp-code-copy-code-hover-border-color: var(--vp-c-divider);--vp-code-copy-code-hover-bg: var(--vp-c-bg);--vp-code-copy-code-active-text: var(--vp-c-text-2);--vp-code-copy-copied-text-content: "Copied";--vp-code-tab-divider: var(--vp-code-block-divider-color);--vp-code-tab-text-color: var(--vp-c-text-2);--vp-code-tab-bg: var(--vp-code-block-bg);--vp-code-tab-hover-text-color: var(--vp-c-text-1);--vp-code-tab-active-text-color: var(--vp-c-text-1);--vp-code-tab-active-bar-color: var(--vp-c-brand-1)}:lang(es),:lang(pt){--vp-code-copy-copied-text-content: "Copiado"}:lang(fa){--vp-code-copy-copied-text-content: "کپی شد"}:lang(ko){--vp-code-copy-copied-text-content: "복사됨"}:lang(ru){--vp-code-copy-copied-text-content: "Скопировано"}:lang(zh){--vp-code-copy-copied-text-content: "已复制"}:root{--vp-button-brand-border: transparent;--vp-button-brand-text: var(--vp-c-white);--vp-button-brand-bg: var(--vp-c-brand-3);--vp-button-brand-hover-border: transparent;--vp-button-brand-hover-text: var(--vp-c-white);--vp-button-brand-hover-bg: var(--vp-c-brand-2);--vp-button-brand-active-border: transparent;--vp-button-brand-active-text: var(--vp-c-white);--vp-button-brand-active-bg: var(--vp-c-brand-1);--vp-button-alt-border: transparent;--vp-button-alt-text: var(--vp-c-text-1);--vp-button-alt-bg: var(--vp-c-default-3);--vp-button-alt-hover-border: transparent;--vp-button-alt-hover-text: var(--vp-c-text-1);--vp-button-alt-hover-bg: var(--vp-c-default-2);--vp-button-alt-active-border: transparent;--vp-button-alt-active-text: var(--vp-c-text-1);--vp-button-alt-active-bg: var(--vp-c-default-1);--vp-button-sponsor-border: var(--vp-c-text-2);--vp-button-sponsor-text: var(--vp-c-text-2);--vp-button-sponsor-bg: transparent;--vp-button-sponsor-hover-border: var(--vp-c-sponsor);--vp-button-sponsor-hover-text: var(--vp-c-sponsor);--vp-button-sponsor-hover-bg: transparent;--vp-button-sponsor-active-border: var(--vp-c-sponsor);--vp-button-sponsor-active-text: var(--vp-c-sponsor);--vp-button-sponsor-active-bg: transparent}:root{--vp-custom-block-font-size: 14px;--vp-custom-block-code-font-size: 13px;--vp-custom-block-info-border: transparent;--vp-custom-block-info-text: var(--vp-c-text-1);--vp-custom-block-info-bg: var(--vp-c-default-soft);--vp-custom-block-info-code-bg: var(--vp-c-default-soft);--vp-custom-block-note-border: transparent;--vp-custom-block-note-text: var(--vp-c-text-1);--vp-custom-block-note-bg: var(--vp-c-default-soft);--vp-custom-block-note-code-bg: var(--vp-c-default-soft);--vp-custom-block-tip-border: transparent;--vp-custom-block-tip-text: var(--vp-c-text-1);--vp-custom-block-tip-bg: var(--vp-c-tip-soft);--vp-custom-block-tip-code-bg: var(--vp-c-tip-soft);--vp-custom-block-important-border: transparent;--vp-custom-block-important-text: var(--vp-c-text-1);--vp-custom-block-important-bg: var(--vp-c-important-soft);--vp-custom-block-important-code-bg: var(--vp-c-important-soft);--vp-custom-block-warning-border: transparent;--vp-custom-block-warning-text: var(--vp-c-text-1);--vp-custom-block-warning-bg: var(--vp-c-warning-soft);--vp-custom-block-warning-code-bg: var(--vp-c-warning-soft);--vp-custom-block-danger-border: transparent;--vp-custom-block-danger-text: var(--vp-c-text-1);--vp-custom-block-danger-bg: var(--vp-c-danger-soft);--vp-custom-block-danger-code-bg: var(--vp-c-danger-soft);--vp-custom-block-caution-border: transparent;--vp-custom-block-caution-text: var(--vp-c-text-1);--vp-custom-block-caution-bg: var(--vp-c-caution-soft);--vp-custom-block-caution-code-bg: var(--vp-c-caution-soft);--vp-custom-block-details-border: var(--vp-custom-block-info-border);--vp-custom-block-details-text: var(--vp-custom-block-info-text);--vp-custom-block-details-bg: var(--vp-custom-block-info-bg);--vp-custom-block-details-code-bg: var(--vp-custom-block-info-code-bg)}:root{--vp-input-border-color: var(--vp-c-border);--vp-input-bg-color: var(--vp-c-bg-alt);--vp-input-switch-bg-color: var(--vp-c-default-soft)}:root{--vp-nav-height: 64px;--vp-nav-bg-color: var(--vp-c-bg);--vp-nav-screen-bg-color: var(--vp-c-bg);--vp-nav-logo-height: 24px}.hide-nav{--vp-nav-height: 0px}.hide-nav .VPSidebar{--vp-nav-height: 22px}:root{--vp-local-nav-bg-color: var(--vp-c-bg)}:root{--vp-sidebar-width: 272px;--vp-sidebar-bg-color: var(--vp-c-bg-alt)}:root{--vp-backdrop-bg-color: rgba(0, 0, 0, .6)}:root{--vp-home-hero-name-color: var(--vp-c-brand-1);--vp-home-hero-name-background: transparent;--vp-home-hero-image-background-image: none;--vp-home-hero-image-filter: none}:root{--vp-badge-info-border: transparent;--vp-badge-info-text: var(--vp-c-text-2);--vp-badge-info-bg: var(--vp-c-default-soft);--vp-badge-tip-border: transparent;--vp-badge-tip-text: var(--vp-c-tip-1);--vp-badge-tip-bg: var(--vp-c-tip-soft);--vp-badge-warning-border: transparent;--vp-badge-warning-text: var(--vp-c-warning-1);--vp-badge-warning-bg: var(--vp-c-warning-soft);--vp-badge-danger-border: transparent;--vp-badge-danger-text: var(--vp-c-danger-1);--vp-badge-danger-bg: var(--vp-c-danger-soft)}:root{--vp-carbon-ads-text-color: 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100644 --- a/site/.vitepress/dist/blog/index.html +++ b/site/.vitepress/dist/blog/index.html @@ -6,12 +6,12 @@ Blog | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/cascade-routing.html b/site/.vitepress/dist/blog/posts/cascade-routing.html index 7283e24..6fdc256 100644 --- a/site/.vitepress/dist/blog/posts/cascade-routing.html +++ b/site/.vitepress/dist/blog/posts/cascade-routing.html @@ -6,12 +6,12 @@ Cascade Routing: Cut Your API Costs by 66% | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/choosing-security-level.html b/site/.vitepress/dist/blog/posts/choosing-security-level.html index a52862a..e17647a 100644 --- a/site/.vitepress/dist/blog/posts/choosing-security-level.html +++ b/site/.vitepress/dist/blog/posts/choosing-security-level.html @@ -6,12 +6,12 @@ Choosing Your Security Level | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/mental-models.html b/site/.vitepress/dist/blog/posts/mental-models.html index 4fa5a56..1a84a42 100644 --- a/site/.vitepress/dist/blog/posts/mental-models.html +++ b/site/.vitepress/dist/blog/posts/mental-models.html @@ -6,12 +6,12 @@ Agent Memory: Mental Models That Compound | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/repo-is-spec.html b/site/.vitepress/dist/blog/posts/repo-is-spec.html index 1a3823c..49aa20c 100644 --- a/site/.vitepress/dist/blog/posts/repo-is-spec.html +++ b/site/.vitepress/dist/blog/posts/repo-is-spec.html @@ -6,12 +6,12 @@ The Repo Is the Spec | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/security-ladder.html b/site/.vitepress/dist/blog/posts/security-ladder.html index 58cc1d2..0a70d8a 100644 --- a/site/.vitepress/dist/blog/posts/security-ladder.html +++ b/site/.vitepress/dist/blog/posts/security-ladder.html @@ -6,12 +6,12 @@ The 6-Level Security Ladder | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/three-x-rule.html b/site/.vitepress/dist/blog/posts/three-x-rule.html index 514924a..4db7efc 100644 --- a/site/.vitepress/dist/blog/posts/three-x-rule.html +++ b/site/.vitepress/dist/blog/posts/three-x-rule.html @@ -6,12 +6,12 @@ The 3x Rule of Agent Costs | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/verifier-pattern.html b/site/.vitepress/dist/blog/posts/verifier-pattern.html index ae9d8ea..dd7c979 100644 --- a/site/.vitepress/dist/blog/posts/verifier-pattern.html +++ b/site/.vitepress/dist/blog/posts/verifier-pattern.html @@ -6,12 +6,12 @@ The Verifier Pattern | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/vibe-vs-agentic.html b/site/.vitepress/dist/blog/posts/vibe-vs-agentic.html index b1f3415..40ec939 100644 --- a/site/.vitepress/dist/blog/posts/vibe-vs-agentic.html +++ b/site/.vitepress/dist/blog/posts/vibe-vs-agentic.html @@ -6,12 +6,12 @@ Vibe Coding vs Agentic Engineering | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/what-is-an-agent.html b/site/.vitepress/dist/blog/posts/what-is-an-agent.html index 730e2a0..2f55b69 100644 --- a/site/.vitepress/dist/blog/posts/what-is-an-agent.html +++ b/site/.vitepress/dist/blog/posts/what-is-an-agent.html @@ -6,12 +6,12 @@ What Is an AI Agent, Really? | FDSA - + - + - + diff --git a/site/.vitepress/dist/blog/posts/why-multi-agent.html b/site/.vitepress/dist/blog/posts/why-multi-agent.html index 268f601..4aec4d9 100644 --- a/site/.vitepress/dist/blog/posts/why-multi-agent.html +++ b/site/.vitepress/dist/blog/posts/why-multi-agent.html @@ -6,12 +6,12 @@ Why One Agent Is Not Enough | FDSA - + - + - + diff --git a/site/.vitepress/dist/buy.html b/site/.vitepress/dist/buy.html index f4a4a33..a9df823 100644 --- a/site/.vitepress/dist/buy.html +++ b/site/.vitepress/dist/buy.html @@ -6,12 +6,12 @@ Buy | FDSA - + - + - + diff --git a/site/.vitepress/dist/certificate.html b/site/.vitepress/dist/certificate.html index 37b1b4c..8b29654 100644 --- a/site/.vitepress/dist/certificate.html +++ b/site/.vitepress/dist/certificate.html @@ -6,12 +6,12 @@ Certificate of Completion | FDSA - + - + - + diff --git a/site/.vitepress/dist/getting-started.html b/site/.vitepress/dist/getting-started.html index ca0973f..273c22d 100644 --- a/site/.vitepress/dist/getting-started.html +++ b/site/.vitepress/dist/getting-started.html @@ -6,12 +6,12 @@ Student Orientation Guide | FDSA - + - + - + diff --git a/site/.vitepress/dist/index.html b/site/.vitepress/dist/index.html index 1633494..c96f9a5 100644 --- a/site/.vitepress/dist/index.html +++ b/site/.vitepress/dist/index.html @@ -6,12 +6,12 @@ FDSA - + - + - + @@ -26,7 +26,7 @@ -
FDSA

Appearance

terminalFDSA
CourseLabsBlogEnroll — $97
NOW ENROLLING

Master Agentic Engineering

65 lessons, 13 labs, 20 skill kits. Build production-grade multi-agent systems that are secure, cost-optimized, and always-on.

Enroll Now — $97Start Learning Free
AGENT_PLANNER v2.1
> LOADING HARNESS... DONE
> DEPLOYING 8-AGENT SYSTEM
> SECURITY: LEVEL 4 (WHITELIST)
> ALL SYSTEMS OPERATIONAL
65Lessons
13Hands-on Labs
8Modules
20Skill Kits
What You'll Build

Production-Ready Agent Systems

settings_suggest

Agent Harness

Own your harness. 6-level security ladder, verifier pattern, hooks architecture across 5 subsystems.

speed

Software Factory

Systems that build systems. Agent chains, teams, P2P communication, depth-2 delegation.

psychology

Extensible Software

Pluggable, composable, swappable. Beyond MCP, tool design patterns, CI/CD for agent configs.

all_inclusive

Always-On Agents

Run 24/7. Autoresearch loops, heartbeat execution, meta-agents that improve themselves.

terminal

Agentic Access

API-first design. Tool surface design, deployment modes, service connectors, MCP integration.

trending_up

Tokenomics

3 levels of token value. Cascade routing, pass@k evals, the 3x cost rule, production optimization.

Curriculum

8 Modules. From Zero to Production.

01
psychology

Foundations

What agents are, harness vs model, decision frameworks, agent loops.

LLM+Tools+LoopHarnessTrust
02
handyman

Architecture

Tools, context, memory, skills system, codebase patterns, workspace design.

4 PillarsMemorySkills
03
shield

Safety

6-level security ladder, hooks, verifier pattern, defense-in-depth, ACIP.

L0-L5VerifierHooks
04
hub

Orchestration

Multi-agent patterns, P-threads, F-threads, P2P, CEO Board, domain locking.

TeamsChainsP2P
05
rocket_launch

Production

CI/CD for agents, shadow deploys, observability, rollback, 5-tool stack.

DeployMonitorRollback
06
analytics

Economics

Model pricing, cascade routing, pass@k evals, cost optimization per session.

100x Range3x RuleEvals
07
architecture

Advanced

Autoresearch, meta-agents, beyond MCP, always-on employee patterns.

Self-ImprovingMeta
08
trophy

Capstone

Build production multi-agent system. Brand Monitor, CEO Board, or Code Review Pipeline.

ShipDeployRubric
Trusted By

What Engineers Are Saying

"The security ladder alone is worth the price. Finally understand how to safely deploy agents in production."
A
Alex K.
Senior ML Engineer
"Went from vibe-coding to actually engineering agents. The harness vs model distinction changed how I think."
J
Jordan T.
Full-Stack Developer
"Best practical course on multi-agent systems I've found. The CEO Board pattern is genius."
S
Sam R.
AI Startup Founder
Compared To

Why FDSA vs Other Courses

FDSA
  • check65 lessons + 13 labs
  • check20 skill kits included
  • check8 modules (foundations to capstone)
  • checkMock LLM for offline work
  • checkTool-agnostic (any CLI)
  • check30-day guarantee
  • closeNewer platform
  • closeNo video content yet
  • closeCommunity still growing
TAC
  • check14 focused lessons
  • check4 reference repos
  • checkActive YouTube channel
  • checkProven track record
  • close$97-147 for less content
  • closeNo skill kits
  • closeNo capstone project
  • closeClaude Code focused only
ClaudeFAST
  • check280 skill files
  • check16 agent definitions
  • check$89 entry price
  • checkActive community
  • close$299 for full access
  • closeNo structured modules
  • closeNo hands-on labs
  • closeClaude Code only
Learn Harness
  • checkFree (Anthropic)
  • check6 projects
  • check11 languages
  • checkOfficial Anthropic
  • closeNo advanced patterns
  • closeNo skill kits
  • closeNo capstone
  • closeNo security ladder
Investment

Choose Your Path

Self-Paced
$97
one-time payment
  • check_circle65 lessons across 8 modules
  • check_circle13 scaffolded labs with solutions
  • check_circle56 quiz questions
  • check_circle20 SKILL.md files (7 kits)
  • check_circleLifetime access + updates
  • check_circleMock LLM for offline labs
Enroll Now
Enterprise
$199
one-time payment
  • check_circleEverything in Self-Paced
  • check_circlePrivate Discord channel
  • check_circle2 custom skills for your stack
  • check_circle1-hour onboarding call
  • check_circlePriority updates for 1 year
  • check_circleEarly access to new kits
Buy Enterprise
Cohort
$247
next cohort TBD
  • check_circleEverything in Enterprise
  • check_circle6-week structured schedule
  • check_circleWeekly live office hours
  • check_circleCapstone peer review
  • check_circleCompletion certificate
  • check_circleAlumni network
Join Cohort
FAQ

Common Questions

Do I need API keys to run the labs? expand_more
What tools/CLIs does this course cover? expand_more
How does FDSA compare to TAC or ClaudeFAST? expand_more
How long does the course take? expand_more
What's the refund policy? expand_more
Can I buy individual skill kits? expand_more

FDSA Agency — Agentic Engineering Course. Part of the fdsa.ai orchestration platform.

Copyright 2026

+
FDSA

Appearance

terminalFDSA
CourseLabsBlogEnroll — $97
NOW ENROLLING

Master Agentic Engineering

65 lessons, 13 labs, 20 skill kits. Build production-grade multi-agent systems that are secure, cost-optimized, and always-on.

Enroll Now — $97Start Learning Free
AGENT_PLANNER v2.1
> LOADING HARNESS... DONE
> DEPLOYING 8-AGENT SYSTEM
> SECURITY: LEVEL 4 (WHITELIST)
> ALL SYSTEMS OPERATIONAL
65Lessons
13Hands-on Labs
8Modules
20Skill Kits
What You'll Build

Production-Ready Agent Systems

settings_suggest

Agent Harness

Own your harness. 6-level security ladder, verifier pattern, hooks architecture across 5 subsystems.

speed

Software Factory

Systems that build systems. Agent chains, teams, P2P communication, depth-2 delegation.

psychology

Extensible Software

Pluggable, composable, swappable. Beyond MCP, tool design patterns, CI/CD for agent configs.

all_inclusive

Always-On Agents

Run 24/7. Autoresearch loops, heartbeat execution, meta-agents that improve themselves.

terminal

Agentic Access

API-first design. Tool surface design, deployment modes, service connectors, MCP integration.

trending_up

Tokenomics

3 levels of token value. Cascade routing, pass@k evals, the 3x cost rule, production optimization.

Curriculum

8 Modules. From Zero to Production.

01
psychology

Foundations

What agents are, harness vs model, decision frameworks, agent loops.

LLM+Tools+LoopHarnessTrust
02
handyman

Architecture

Tools, context, memory, skills system, codebase patterns, workspace design.

4 PillarsMemorySkills
03
shield

Safety

6-level security ladder, hooks, verifier pattern, defense-in-depth, ACIP.

L0-L5VerifierHooks
04
hub

Orchestration

Multi-agent patterns, P-threads, F-threads, P2P, CEO Board, domain locking.

TeamsChainsP2P
05
rocket_launch

Production

CI/CD for agents, shadow deploys, observability, rollback, 5-tool stack.

DeployMonitorRollback
06
analytics

Economics

Model pricing, cascade routing, pass@k evals, cost optimization per session.

100x Range3x RuleEvals
07
architecture

Advanced

Autoresearch, meta-agents, beyond MCP, always-on employee patterns.

Self-ImprovingMeta
08
trophy

Capstone

Build production multi-agent system. Brand Monitor, CEO Board, or Code Review Pipeline.

ShipDeployRubric
Trusted By

What Engineers Are Saying

"The security ladder alone is worth the price. Finally understand how to safely deploy agents in production."
A
Alex K.
Senior ML Engineer
"Went from vibe-coding to actually engineering agents. The harness vs model distinction changed how I think."
J
Jordan T.
Full-Stack Developer
"Best practical course on multi-agent systems I've found. The CEO Board pattern is genius."
S
Sam R.
AI Startup Founder
Compared To

Why FDSA vs Other Courses

FDSA
  • check65 lessons + 13 labs
  • check20 skill kits included
  • check8 modules (foundations to capstone)
  • checkMock LLM for offline work
  • checkTool-agnostic (any CLI)
  • check30-day guarantee
  • closeNewer platform
  • closeNo video content yet
  • closeCommunity still growing
TAC
  • check14 focused lessons
  • check4 reference repos
  • checkActive YouTube channel
  • checkProven track record
  • close$97-147 for less content
  • closeNo skill kits
  • closeNo capstone project
  • closeClaude Code focused only
ClaudeFAST
  • check280 skill files
  • check16 agent definitions
  • check$89 entry price
  • checkActive community
  • close$299 for full access
  • closeNo structured modules
  • closeNo hands-on labs
  • closeClaude Code only
Learn Harness
  • checkFree (Anthropic)
  • check6 projects
  • check11 languages
  • checkOfficial Anthropic
  • closeNo advanced patterns
  • closeNo skill kits
  • closeNo capstone
  • closeNo security ladder
Investment

Choose Your Path

Self-Paced
$97
one-time payment
  • check_circle65 lessons across 8 modules
  • check_circle13 scaffolded labs with solutions
  • check_circle56 quiz questions
  • check_circle20 SKILL.md files (7 kits)
  • check_circleLifetime access + updates
  • check_circleMock LLM for offline labs
Enroll Now
Enterprise
$199
one-time payment
  • check_circleEverything in Self-Paced
  • check_circlePrivate Discord channel
  • check_circle2 custom skills for your stack
  • check_circle1-hour onboarding call
  • check_circlePriority updates for 1 year
  • check_circleEarly access to new kits
Buy Enterprise
Cohort
$247
next cohort TBD
  • check_circleEverything in Enterprise
  • check_circle6-week structured schedule
  • check_circleWeekly live office hours
  • check_circleCapstone peer review
  • check_circleCompletion certificate
  • check_circleAlumni network
Join Cohort
FAQ

Common Questions

Do I need API keys to run the labs? expand_more
What tools/CLIs does this course cover? expand_more
How does FDSA compare to TAC or ClaudeFAST? expand_more
How long does the course take? expand_more
What's the refund policy? expand_more
Can I buy individual skill kits? expand_more

FDSA Agency — Agentic Engineering Course. Part of the fdsa.ai orchestration platform.

Copyright 2026

diff --git a/site/.vitepress/dist/labs/index.html b/site/.vitepress/dist/labs/index.html index b2535df..0aa65bc 100644 --- a/site/.vitepress/dist/labs/index.html +++ b/site/.vitepress/dist/labs/index.html @@ -6,12 +6,12 @@ Labs Overview | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l1-first-agent.html b/site/.vitepress/dist/labs/l1-first-agent.html index 1c57d60..5bd11ea 100644 --- a/site/.vitepress/dist/labs/l1-first-agent.html +++ b/site/.vitepress/dist/labs/l1-first-agent.html @@ -6,12 +6,12 @@ L1: Your First Agent | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l2-context.html b/site/.vitepress/dist/labs/l2-context.html index 5a7c077..a9b28ce 100644 --- a/site/.vitepress/dist/labs/l2-context.html +++ b/site/.vitepress/dist/labs/l2-context.html @@ -6,12 +6,12 @@ L2b: Context-Aware Agent | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l2-multi-tool.html b/site/.vitepress/dist/labs/l2-multi-tool.html index d5cfbe9..7e8628b 100644 --- a/site/.vitepress/dist/labs/l2-multi-tool.html +++ b/site/.vitepress/dist/labs/l2-multi-tool.html @@ -6,12 +6,12 @@ L2a: Multi-Tool Agent | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l3-verifier.html b/site/.vitepress/dist/labs/l3-verifier.html index 53fe209..af8eba2 100644 --- a/site/.vitepress/dist/labs/l3-verifier.html +++ b/site/.vitepress/dist/labs/l3-verifier.html @@ -6,12 +6,12 @@ L3b: Verifier Agent | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l3-whitelist-hook.html b/site/.vitepress/dist/labs/l3-whitelist-hook.html index 36b510f..14f8f7b 100644 --- a/site/.vitepress/dist/labs/l3-whitelist-hook.html +++ b/site/.vitepress/dist/labs/l3-whitelist-hook.html @@ -6,12 +6,12 @@ L3a: L4 Whitelist Hook | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l4-agent-chain.html b/site/.vitepress/dist/labs/l4-agent-chain.html index 6741131..508aad0 100644 --- a/site/.vitepress/dist/labs/l4-agent-chain.html +++ b/site/.vitepress/dist/labs/l4-agent-chain.html @@ -6,12 +6,12 @@ L4a: Agent Chain | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l4-multi-team.html b/site/.vitepress/dist/labs/l4-multi-team.html index 7a162d5..485f2bd 100644 --- a/site/.vitepress/dist/labs/l4-multi-team.html +++ b/site/.vitepress/dist/labs/l4-multi-team.html @@ -6,12 +6,12 @@ L4b: Multi-Team Config | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l5-cicd.html b/site/.vitepress/dist/labs/l5-cicd.html index 911aa3f..0257523 100644 --- a/site/.vitepress/dist/labs/l5-cicd.html +++ b/site/.vitepress/dist/labs/l5-cicd.html @@ -6,12 +6,12 @@ L5b: CI/CD Pipeline | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l5-observability.html b/site/.vitepress/dist/labs/l5-observability.html index 538bc5b..5cdcfaf 100644 --- a/site/.vitepress/dist/labs/l5-observability.html +++ b/site/.vitepress/dist/labs/l5-observability.html @@ -6,12 +6,12 @@ L5a: Observability | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l6-cost-optimization.html b/site/.vitepress/dist/labs/l6-cost-optimization.html index ff5bff7..511348c 100644 --- a/site/.vitepress/dist/labs/l6-cost-optimization.html +++ b/site/.vitepress/dist/labs/l6-cost-optimization.html @@ -6,12 +6,12 @@ L6b: Cost Optimization | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l6-eval-harness.html b/site/.vitepress/dist/labs/l6-eval-harness.html index 9001f25..8f7b041 100644 --- a/site/.vitepress/dist/labs/l6-eval-harness.html +++ b/site/.vitepress/dist/labs/l6-eval-harness.html @@ -6,12 +6,12 @@ L6a: Eval Harness | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l7-autoresearch.html b/site/.vitepress/dist/labs/l7-autoresearch.html index d535d63..e201249 100644 --- a/site/.vitepress/dist/labs/l7-autoresearch.html +++ b/site/.vitepress/dist/labs/l7-autoresearch.html @@ -6,12 +6,12 @@ L7a: Autoresearch Loop | FDSA - + - + - + diff --git a/site/.vitepress/dist/labs/l7-meta-agent.html b/site/.vitepress/dist/labs/l7-meta-agent.html index adb52a6..537fafc 100644 --- a/site/.vitepress/dist/labs/l7-meta-agent.html +++ b/site/.vitepress/dist/labs/l7-meta-agent.html @@ -6,12 +6,12 @@ L7b: Meta-Agent | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/competitive-analysis.html b/site/.vitepress/dist/modules/competitive-analysis.html index 2bb2269..8c01e0b 100644 --- a/site/.vitepress/dist/modules/competitive-analysis.html +++ b/site/.vitepress/dist/modules/competitive-analysis.html @@ -6,12 +6,12 @@ Competitive Analysis: Agentic Engineering Course Landscape | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/curriculum.html b/site/.vitepress/dist/modules/curriculum.html index 791fd72..a6838d8 100644 --- a/site/.vitepress/dist/modules/curriculum.html +++ b/site/.vitepress/dist/modules/curriculum.html @@ -6,12 +6,12 @@ Curriculum | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/debate.html b/site/.vitepress/dist/modules/debate.html index b7437bd..1476230 100644 --- a/site/.vitepress/dist/modules/debate.html +++ b/site/.vitepress/dist/modules/debate.html @@ -6,12 +6,12 @@ The Great Agent Debate | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/feynman.html b/site/.vitepress/dist/modules/feynman.html index b7e8983..4899d3d 100644 --- a/site/.vitepress/dist/modules/feynman.html +++ b/site/.vitepress/dist/modules/feynman.html @@ -6,12 +6,12 @@ Feynman-Style Course: Core Concepts in Plain Language | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/field-manual.html b/site/.vitepress/dist/modules/field-manual.html index 1984401..e76a63f 100644 --- a/site/.vitepress/dist/modules/field-manual.html +++ b/site/.vitepress/dist/modules/field-manual.html @@ -6,12 +6,12 @@ Agentic Engineering — Technical Field Manual | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/m1-foundations.html b/site/.vitepress/dist/modules/m1-foundations.html index 1644ced..40409a5 100644 --- a/site/.vitepress/dist/modules/m1-foundations.html +++ b/site/.vitepress/dist/modules/m1-foundations.html @@ -6,12 +6,12 @@ Module 1: Foundations | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/m2-architecture.html b/site/.vitepress/dist/modules/m2-architecture.html index d9ed58c..3e415e4 100644 --- a/site/.vitepress/dist/modules/m2-architecture.html +++ b/site/.vitepress/dist/modules/m2-architecture.html @@ -6,12 +6,12 @@ Module 2: Agent Architecture | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/m3-safety.html b/site/.vitepress/dist/modules/m3-safety.html index 057c60f..e166469 100644 --- a/site/.vitepress/dist/modules/m3-safety.html +++ b/site/.vitepress/dist/modules/m3-safety.html @@ -6,12 +6,12 @@ Module 3: Safety & Security | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/m4-orchestration.html b/site/.vitepress/dist/modules/m4-orchestration.html index 5999e00..05f4d09 100644 --- a/site/.vitepress/dist/modules/m4-orchestration.html +++ b/site/.vitepress/dist/modules/m4-orchestration.html @@ -6,12 +6,12 @@ Module 4: Multi-Agent Orchestration | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/m5-production.html b/site/.vitepress/dist/modules/m5-production.html index e4d681e..b06f496 100644 --- a/site/.vitepress/dist/modules/m5-production.html +++ b/site/.vitepress/dist/modules/m5-production.html @@ -6,12 +6,12 @@ Module 5: Production Patterns | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/m6-economics.html b/site/.vitepress/dist/modules/m6-economics.html index bc0278b..5381284 100644 --- a/site/.vitepress/dist/modules/m6-economics.html +++ b/site/.vitepress/dist/modules/m6-economics.html @@ -6,12 +6,12 @@ Module 6: Economics & Evaluation | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/m7-advanced.html b/site/.vitepress/dist/modules/m7-advanced.html index 8fdb907..5f5c373 100644 --- a/site/.vitepress/dist/modules/m7-advanced.html +++ b/site/.vitepress/dist/modules/m7-advanced.html @@ -6,12 +6,12 @@ Module 7: Advanced Topics | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/m8-capstone.html b/site/.vitepress/dist/modules/m8-capstone.html index 3e39230..f2a2b3e 100644 --- a/site/.vitepress/dist/modules/m8-capstone.html +++ b/site/.vitepress/dist/modules/m8-capstone.html @@ -6,12 +6,12 @@ Module 8: Capstone — Production Multi-Agent System | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/non-technical.html b/site/.vitepress/dist/modules/non-technical.html index 4c14533..349603e 100644 --- a/site/.vitepress/dist/modules/non-technical.html +++ b/site/.vitepress/dist/modules/non-technical.html @@ -6,12 +6,12 @@ Non-Technical Track: Decision Frameworks for AI Agents | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/reference-stack.html b/site/.vitepress/dist/modules/reference-stack.html index a294333..3f3b049 100644 --- a/site/.vitepress/dist/modules/reference-stack.html +++ b/site/.vitepress/dist/modules/reference-stack.html @@ -6,12 +6,12 @@ Reference Architecture: Production Multi-Agent Stack | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/software-factory.html b/site/.vitepress/dist/modules/software-factory.html index f4f8ab1..c34211d 100644 --- a/site/.vitepress/dist/modules/software-factory.html +++ b/site/.vitepress/dist/modules/software-factory.html @@ -6,12 +6,12 @@ Software Factory: Paperclip Integration | FDSA - + - + - + diff --git a/site/.vitepress/dist/modules/tool-reference.html b/site/.vitepress/dist/modules/tool-reference.html index 0bce8f3..a66d8a3 100644 --- a/site/.vitepress/dist/modules/tool-reference.html +++ b/site/.vitepress/dist/modules/tool-reference.html @@ -6,12 +6,12 @@ Agent CLI Reference: 5-Tool Comparison | FDSA - + - + - + diff --git a/site/.vitepress/dist/public/certificate/template.html b/site/.vitepress/dist/public/certificate/template.html index 61f2705..071f128 100644 --- a/site/.vitepress/dist/public/certificate/template.html +++ b/site/.vitepress/dist/public/certificate/template.html @@ -6,12 +6,12 @@ Certificate of Completion | FDSA - + - + - + diff --git a/site/.vitepress/dist/resources.html b/site/.vitepress/dist/resources.html index 385c81c..e4c16f0 100644 --- a/site/.vitepress/dist/resources.html +++ b/site/.vitepress/dist/resources.html @@ -6,12 +6,12 @@ Resources | FDSA - + - + - + diff --git a/site/.vitepress/dist/skills.html b/site/.vitepress/dist/skills.html index 96b0faa..2f7c11e 100644 --- a/site/.vitepress/dist/skills.html +++ b/site/.vitepress/dist/skills.html @@ -6,12 +6,12 @@ Skill Kits | FDSA - + - + - + diff --git a/site/.vitepress/dist/troubleshooting.html b/site/.vitepress/dist/troubleshooting.html index 67ef30b..233ad59 100644 --- a/site/.vitepress/dist/troubleshooting.html +++ b/site/.vitepress/dist/troubleshooting.html @@ -6,12 +6,12 @@ Troubleshooting & FAQ | FDSA - + - + - + diff --git a/site/.vitepress/dist/verify.html b/site/.vitepress/dist/verify.html index b72db44..6cef204 100644 --- a/site/.vitepress/dist/verify.html +++ b/site/.vitepress/dist/verify.html @@ -6,12 +6,12 @@ Verify Certificate | FDSA - + - + - + diff --git a/site/.vitepress/theme/LandingLayout.vue b/site/.vitepress/theme/LandingLayout.vue index 564cc3f..52a5689 100644 --- a/site/.vitepress/theme/LandingLayout.vue +++ b/site/.vitepress/theme/LandingLayout.vue @@ -276,7 +276,7 @@ onMounted(() => { } /* Nav */ -.nav{position:fixed;top:0;left:0;right:0;z-index:50;background:rgba(0,0,0,0.85);backdrop-filter:blur(16px);border-bottom:1px solid var(--vp-c-divider)} +.nav{position:fixed;top:0;left:0;right:0;z-index:50;background:color-mix(in srgb, var(--vp-c-bg) 85%, transparent);backdrop-filter:blur(16px);border-bottom:1px solid var(--vp-c-divider)} .nav-inner{max-width:1280px;margin:0 auto;display:flex;align-items:center;justify-content:space-between;height:64px;padding:0 24px} .logo-wrap{display:flex;align-items:center;gap:8px} .logo-text{font-weight:800;font-size:20px;letter-spacing:-0.5px;color:var(--vp-c-text-1)} @@ -419,7 +419,7 @@ onMounted(() => { .ft-c{text-align:center;font-size:12px;color:var(--vp-c-text-3);padding-top:24px;border-top:1px solid var(--vp-c-divider)} /* Bottom nav */ -.bn{display:none;position:fixed;bottom:0;left:0;right:0;z-index:50;background:rgba(0,0,0,0.92);backdrop-filter:blur(16px);border-top:1px solid var(--vp-c-divider);height:64px;padding:4px 16px 12px;justify-content:space-around;align-items:center} +.bn{display:none;position:fixed;bottom:0;left:0;right:0;z-index:50;background:color-mix(in srgb, var(--vp-c-bg) 92%, transparent);backdrop-filter:blur(16px);border-top:1px solid var(--vp-c-divider);height:64px;padding:4px 16px 12px;justify-content:space-around;align-items:center} .bn-i{display:flex;flex-direction:column;align-items:center;gap:2px;text-decoration:none;color:var(--vp-c-text-3);font-size:10px;font-weight:600;transition:color .2s} .bn-i.active{color:var(--vp-c-brand-1)}.bn-i:hover{color:var(--vp-c-text-2)} .bn-i .material-symbols-outlined{font-size:22px} diff --git a/site/.vitepress/theme/Layout.vue b/site/.vitepress/theme/Layout.vue index b973094..87ff781 100644 --- a/site/.vitepress/theme/Layout.vue +++ b/site/.vitepress/theme/Layout.vue @@ -48,7 +48,7 @@ const { Layout } = DefaultTheme /* Nav: match landing page */ .VPNav { - background: rgba(0,0,0,0.85) !important; + background: color-mix(in srgb, var(--vp-c-bg) 85%, transparent) !important; backdrop-filter: blur(16px) !important; border-bottom: 1px solid var(--vp-c-border) !important; }