TURION.AI Blog
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LangSmith Evaluation Pipeline: Datasets, LLM-as-Judge, and Jev in Python
Build a production-grade evaluation pipeline in LangSmith using custom datasets, LLM-as-judge scoring, and the new Jev evaluator — $0.00035/call vs $28.17 for Claude.
The Great Agent Infrastructure Reckoning: What Actually Survived the Hype Cycle
2024 promised swarms of autonomous agents. 2026 delivered something narrower: simpler architectures, fewer agents, and infrastructure that makes the easy thing the right thing. Here's what the data says actually survived.
Enterprise AI Procurement Is Broken — and Vendor Lock-In Is the Elephant in the Boardroom
45% of enterprises say AI vendor lock-in has already blocked them from adopting better tools. 67% want multi-vendor optionality. Yet Salesforce Agentforce just hit $1.2B ARR. Here's why enterprise AI procurement strategy hasn't caught up to the speed of agent adoption — and how to fix it before your stack hardens around the wrong bet.
The Week Agents Became Infrastructure: GPT-6 Astra, Commerce Blueprints, and Multi-Model Orchestration
September 1–13, 2026: OpenAI shipped a model that can find zero-days, Anthropic gave retailers a commerce agent blueprint with 60% higher purchase completion, GitHub taught Copilot to route across models at runtime, and ChatGPT landed on Wall Street. The common thread: agents stopped being experiments and became operational infrastructure.