• •Introduction
• 🔴Can't Learn
• 🔴Context Rot
• 🟢Context Management
• 🟢Knowledge Document
• 🟢Ground Rules
• 🟢Extract Knowledge
• 🔴Limited Context Window
• 🟡Distracted Agent
• 🔴Limited Focus
• 🟢Focused Agent
• •References
• 🟢Knowledge Composition
• 🔴Excess Verbosity
• 🟢Semantic Zoom
• 🟢Noise Cancellation
• 🟢External Context
• 🔴Non-Determinism
• 🟢Knowledge Checkpoint
• 🟢Parallel Implementations
• 🟢Offload Deterministic
• 🟡Unvalidated Leaps
• 🔴Degrades Under Complexity
• 🟢Chain of Small Steps
• 🟡AI Slop
• 🟢Feedback Flip
• 🟢Refinement Loop
• 🔴Selective Hearing
• 🟢Hooks
• 🟢Reminders
• 🔴Non-Determinism in Practice
• 🔴Black Box AI
• 🔴Compliance Bias
• 🟡Silent Misalignment
• 🟢Active Partner
• 🟢Check Alignment
• 🟢Context Markers
• 🟡Answer Injection
• 🟢Cast Wide
• 🟢Reverse Direction
• 🟢Text Native
• •Closing Summary & Resources
• •AI Configuration Reference

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