Coding with AI
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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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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Coding with AI
Talks
Socrates 2026 workshop
Patterns for Coding with AI (talk v3)
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