shattered.io

Prompt Injection Test Lab: 12 Steps, 60 Min [2026]

Prompt injection test lab: build a 12-step Python harness that scores Claude, GPT, Gemini, Mistral and DeepSeek on 14 OWASP ...

"It's a specification change" was not an explanation, but a conclusion

The other day, I encountered a bit of trouble, or rather, a situation where verification for an automated process took longer ...
KDnuggets

Google Open-Sources Harness²: Self-Improving AI Agents Without Retraining

Google Research has open-sourced Harness² (Harness2), a framework that lets AI agents improve themselves without retraining ...
KDnuggets

Named Entity Recognition Using Scikit-LLM

Our NER pipeline, despite its simplicity in setup, did a pretty good job.

200 行 Python + Playwright，把 15 小时手动 QA 活干成 4 分钟

去年有个做 QA 的朋友跟我算过一笔账。 他们团队每周发 5 次版本，每次回归测试手动跑一遍要 3 小时。一周下来，15 个小时全耗在“打开测试环境、登录、钻三层菜单、填表单、点提交、等加载、查表格”这些动作上。更难受的是，人一重复就容易走神，漏测、误判时不时冒出来，版本上线反而被拖慢。 所有人都默认“这就是 QA 的工作”。他没忍。200 行 Python + Playwright，把 3 小时 ...
cloud

How to Use Python UDF Logging for Pipeline Observability

Ensure data pipeline reliability and troubleshoot issues fast by using standard Python logging directly in BigQuery UDFs for real-time observability.
InfoQ

Google Adopts Pyrefly for Faster, More Accurate Python Type Checking

Google has replaced its long-standing Python type checker, Pytype, with Pyrefly, an open-source tool originally developed by Meta. The decision was driven by Pyrefly's advantages, including faster and ...