lingxling

Expert in strict POSIX sh scripting for maximum portability across Unix-like systems. Specializes in shell scripts that run on any POSIX-compliant shell (dash, ash, sh, bash --posix).

Automate U301 tasks via Rube MCP (Composio). Always search tools first for current schemas.

Effective patterns for on-call shift transitions, ensuring continuity, context transfer, and reliable incident response across shifts.

Cirq is Google Quantum AI's open-source framework for designing, simulating, and running quantum circuits on quantum computers and simulators.

Extensive icon library and AI-driven icon generation skill for premium UI/UX design.

Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.

Expert at building Odoo XML views: Form, List, Kanban, Search, Calendar, and Graph. Generates correct XML for Odoo 14-17 with proper visibility syntax.

Use when starting a new implementation task and an issue must be created with strict acceptance criteria gating before execution.

Trains and fine-tunes vision models for object detection (D-FINE, RT-DETR v2, DETR, YOLOS), image classification (timm models — MobileNetV3, MobileViT, ResNet, ViT/DINOv3 — plus any Transformers classifier), and SAM/SAM2 segmentation using Hugging Face Transformers on Hugging Face Jobs cloud GPUs. Covers COCO-format dataset preparation, Albumentations augmentation, mAP/mAR evaluation, accuracy met

Use when working with comprehensive review full review

Advanced vulnerability analysis principles. OWASP 2025, Supply Chain Security, attack surface mapping, risk prioritization.

Comprehensive guide for refactoring imperative TypeScript code to fp-ts functional patterns