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Fast, exact inference for StartLux-Decision models on NVIDIA GPUs: the released GGUF files on int8 and 4-bit tensor cores, behind the /v1/systemone API, with up to 5.3× lower latency than vLLM in FP8 and bit-identical answers.

  • calibration
  • cuda
  • cuda-graphs
  • decision-making

基于 PatchCore 的工业异常检测项目,研究 layer2/layer3 分数融合、敏感性引导收缩与风险受控门控,并提供 Streamlit 工程化 Demo。

DecisionPivot: a diagnostic benchmark for decision models in LLM systems. Contrast pairs that differ in one decisive detail, generators with independent solvers, scorer and runners.

  • benchmark
  • calibration
  • decision-making
  • evaluation

ESP_LCD based MicroPython driver for ESP32-S3 Devices with ST7789 or compatible displays.

  • esp32s3
  • esp32s3-box
  • t-display-s3
  • t-dongle-s3

Non-destructive scanner for CVE-2026-109618 / CVE-2026-109619 (PHP core RCE). Subdomain recon via crt.sh + subfinder, robust banner grabbing, version-based detection.

  • crtsh
  • cve
  • cve-2026-109618
  • cve-2026-109619

Connect an M5Stack ATOM running MicroPython to the Google Cloud Platform (GCP) to collect air-quality variables obtained from reading sensors.