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LLMOps

8 stories

Stories

  • Jev vs. LLM-as-a-Judge for AI Evals

    A model that answers yes/no questions instead of writing text came out 3.5× cheaper and 3.8× faster than our gpt-4o-mini judge on 1,000 real production turns, and agreed with it on 897 of them.

    Opik Blog1 min read
  • Capturing a 400-Turn Claude Code Session in a Single Image

    We ran a small model over thousands of Claude Code session and discovered how people really use coding agents. Comet Cost Intelligence is a tool for optimizing engineering token spend on Claude Code and Codex.

    Opik Blog1 min read
  • Prompt Management for AI Agents: The Best Tools Compared (2026)

    Despite how often prompts change once an agent is live, most teams don’t have a real prompt management process. Somewhere on a shared drive is prompt_final_v2.txt, and somewhere else is a version someone pasted into a Slack DM that is two edits newer.

    Opik Blog1 min read
  • UX Without a UI: Notes from Researching Terminal UX for Opik MCP

    The way developers interact with products is changing, and opening your app’s dashboard is no longer the obvious entry point. They want to use their apps inside the terminal. Why? Because they’re already there. We’re seeing more users instrumenting MCP and it makes sense.

    Opik Blog1 min read
  • LLM Model Selection: How to Pick the Right Model for Every Agentic Task

    Someone on your team defaulted to the latest and greatest model available, which is also the most expensive model. Maybe it was an agent calling the flagship model for every tool call or a coding agent set to its most capable model out of the box. It worked, so nobody revisited it.

    Opik Blog8 min read
  • Stop Paying for the Same LLM Call Twice | Semantic Caching with BetterDB

    BetterDB: https://betterdb.com/b/F4KZe LLM API calls are expensive. Semantic caching is how you stop paying for the same response twice. In this video, I'll show you how to implement semantic caching using BetterDB — step by step, with a live demo — so your AI app serves cached responses for…

    Applied with AI

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