INSIGHTS
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Articles on AI, software development, and digital transformation from Iterate Systems.
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AI7 min read9 August 2026 • Joe Harry
LangGraph vs. CrewAI for Multi-Agent Swarms: Architecture, State Control & Benchmarks
A deep technical comparison between LangGraph cyclic state graphs and CrewAI role-playing agent squads for autonomous enterprise operations.
DevOps6 min read2 August 2026 • Joe Harry
OpenAI API vs. Air-Gapped Llama 3 on On-Prem GPUs: Real Cost & Latency Analysis
Comparing token pricing, inference latency, and data privacy when running open-weight models on local NVIDIA hardware versus cloud LLM APIs.
Resources5 min read25 July 2026 • Joe Harry
Why 80% of AI Prototypes Fail in Production (And How to Harden Jupyter Notebooks)
A step-by-step guide to upgrading fragile Python scripts into resilient, type-safe Next.js web software with background task queues and monitoring.
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