Tagged articles

process supervision

2 articles · Page 1 of 1

Aug 10, 2026 · Cloud Native

How S6 Overlay Enables Multi‑Process Management in PHP Containers

The article explains how S6 Overlay, a lightweight C‑based process supervisor designed for containers, coordinates PHP‑FPM and a reverse‑proxy (NGINX or Apache) within a single Docker image, detailing its health‑check behavior, custom initialization steps, and comparing its benefits and drawbacks against traditional Supervisor.

Container HealthDockerNginx

0 likes · 11 min read

How S6 Overlay Enables Multi‑Process Management in PHP Containers

AntData

Jul 31, 2026 · Artificial Intelligence

When Expert Experience Can Be Quantified: How Rubrics Become Data Assets for LLM Inference Training

The article analyzes how combining formal verification with expert‑derived Rubrics provides fine‑grained process supervision for large language models, presents the CRAFT data‑production pipeline, and shows experimental gains on math and medical benchmarks using Rubric‑driven RL, SFT, and alternating RL‑SFT training.

AI trainingLLMRubrics

0 likes · 23 min read

When Expert Experience Can Be Quantified: How Rubrics Become Data Assets for LLM Inference Training