Forge Insights
Blog
Perspectives on AI-driven software development, engineering strategies, and the future of building digital products.
AllAI AgentsAI ArchitectureAI ToolsAnthropicAutomationAutonomous DevBenchmarksBest PracticesCode EditorsCode QualityCopilotDevOpsDeveloper ExperienceDeveloper ToolsEngineeringFine-TuningGitHubIndustry AnalysisLLMsMachine LearningOpenAIProductionQuality AssuranceRAGReactSecurityTestingUI/UXVector DatabasesVercel
LLMsFine-TuningMachine LearningEngineering
Fine-Tuning LLMs for Your Codebase: A Practical Guide
Generic LLMs write generic code. Fine-tuning on your codebase produces an AI that understands your conventions, patterns, and architecture—here's how to do it cost-effectively.
OpenAILLMsBenchmarksBest Practices
GPT-4 Turbo for Coding: Benchmarks, Limitations, and Best Practices
OpenAI's GPT-4 Turbo brought a 128K context window and significantly faster inference to coding tasks. Here's how it performs across real engineering workloads and how to get the best results.