AI & Agentic Edge Cases
LLMs, coding agents, and AI tooling gotchas
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Essential reads to understand the key concepts and patterns.
Claude Code vs Cursor vs GitHub Copilot
Different tools for different workflows — when each shines and when they frustrate.
Agent-First vs Copilot: When Async Beats Sync
Antigravity's autonomous agents excel at large refactors but break debugging flow. Cursor's inline copilot preserves immediacy but can't parallelize. The edge cases reveal when each architecture dominates.
Gemini 3 Pro: 1M Token Context Window Edge Cases
Context fragmentation, multimodal gotchas, and agentic patterns at extreme scale
More Articles
Context Window Management for Coding Agents
Coding agents live and die by context windows. Learn token limit management, context pruning strategies, and how to structure information for maximum utility.
Multi-File Refactoring with AI Agents
Large-scale refactoring with AI agents has hidden costs. Learn to manage context overflow, minimize verification tax, and maintain consistency.
Antigravity Artifacts: The End of Chat-Based Coding
Why linear chat history fails for engineering—and how structured Artifacts provide the missing state layer