Architectures of Error: A Philosophical Inquiry into AI and Human Code Generation

arXiv:2505.19353 · cs.AI, cs.CL, cs.CY, cs.SE · Submitted 2025-05-25 · Read on arXiv

cs.AI, cs.CL, cs.CY, cs.SE

Submitted: 2025-05-25

Updated: 2025-05-25

Comments: preprint

Journal ref: Philosophy & Technology, 2026

DOI: 10.1007/s13347-026-01056-x

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Verification — 18× in this paper · explained in 2 episodes
• Failure Modes — 15× in this paper · explained in 3 episodes
• Abstraction — 14× in this paper · explained in 1 episode
• Calibration — 12× in this paper · explained in 7 episodes
• Levels of Abstraction — 9× in this paper
• Robustness — 9× in this paper · explained in 5 episodes
• Core — 8× in this paper · explained in 2 episodes
• Adaptation — 7× in this paper · explained in 1 episode
• Adaptability — 6× in this paper · explained in 1 episode
• Consistency — 6× in this paper · explained in 3 episodes
• Generalization — 6× in this paper · explained in 13 episodes
• Generative AI — 6× in this paper · explained in 2 episodes
• Generative Model — 6× in this paper · explained in 2 episodes
• Accountability — 4× in this paper · explained in 2 episodes
• Generative Models — 4× in this paper · explained in 2 episodes
• Hallucination — 4× in this paper · explained in 4 episodes
• Cooperation — 3× in this paper · explained in 2 episodes
• Introspection — 3× in this paper · explained in 2 episodes
• Trace — 3× in this paper · explained in 2 episodes
• Actor — 2× in this paper · explained in 3 episodes
• Causal Reasoning — 2× in this paper · explained in 2 episodes
• Causal Understanding — 2× in this paper · explained in 2 episodes
• Explainability — 2× in this paper · explained in 3 episodes
• External Validation — 2× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Adaptive Mechanism — 1× in this paper · explained in 1 episode
• Adaptive Strategy — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Explainable AI (XAI) — 1× in this paper · explained in 7 episodes
• Hybrid System — 1× in this paper · explained in 2 episodes
• Local Optimization — 1× in this paper · explained in 2 episodes
• Modularity — 1× in this paper · explained in 9 episodes
• Prompt Engineering — 1× in this paper · explained in 4 episodes
• Semantic Understanding — 1× in this paper · explained in 2 episodes
• State Management — 1× in this paper · explained in 3 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Transformer Architecture — 1× in this paper · explained in 2 episodes

Sources

• A Taxonomy of Inefficiencies in LLM-Generated Python Code
• Efficient Solutions For An Intriguing Failure of LLMs: Long Context Window Does Not Mean LLMs Can Analyze Long Sequences Flawlessly
• Bias Testing and Mitigation in LLM-based Code Generation
• Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications
• A Self-Improving Coding Agent

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
• VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection