Testing & QA — Tech News

Agent cost optimization: same quality, lower price

Most teams pick their agent's model while prototyping. It works, it ships, and nobody touches it again. Meanwhile cheaper models come out every few…

ai agents llmops programming

Introduction & Industry Context For over a decade, continuous integration and continuous deployment (CI/CD) pipelines have operated under a bina…

cicd aiagents llmops typescript

Opik กับคำถามว่า agent ที่คุณรันอยู่ ทำอะไรผิดไปแล้วบ้าง โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ใ…

ai observability opensource llmops

You add memory to your agent with Mem0, ship it, and it works great in your dev environment where you're the only user. Then you go multi-tenant — r…

ai llmops memory python

Why the pipeline, not the model, is usually to blame If your LLM feature starts hallucinating or your inference bill doubles overnight, the model is…

llmops rag mlops retrieval

Every few weeks another framework ships a bigger context window and someone declares agent memory solved. It isn't. I've watched three separate prod…

llmops ai machinelearning programming

When I started building agent-exec-trace , I thought I knew where the difficulty would be. OSS agent-exec-trace is an observability layer for AI age…

ai opentelemetry llmops opensource

The stale eval fixture that passed a broken model A regression shipped green last month. The eval suite ran in CI, scored 0.94, the gate passed, we…

testing cicd python llmops

The bot is sitting in second place out of fourteen. Three points behind the leader. The thirteen humans in this league watch a lot more football tha…

ai agents llmops showdev