AI Development

Legacy systems eat 70-80% of IT budgets, per McKinsey. Here are the 10 warning signs, real costs, and what to look for in a modernization partner.

Python, LangChain, MCP, vector databases: the real 2026 tech stack behind production AI agents, backed by LangChain's and Datadog's own data.

From ticket triage to fraud detection: 15 real business processes AI agents automate today, with actual costs and timelines, not just hype.

68% of companies face an AI talent shortage. Here's exactly which agentic AI roles to hire, upskill, or outsource, and what they actually cost.

Why agentic AI pilots stall before production, and the specific techniques, speculative decoding, edge computing, adaptive reasoning, that fix it.