Production-ready patterns for building LLM applications, inspired by [Dify](https://github.com/langgenius/dify) and industry best practices.
Use proactively whenever LLM API costs come up -- or should.
Review code for correct logging and error handling patterns.
Use when building ML/AI apps in Rust. Keywords: machine learning, ML, AI, tensor, model, inference, neural network, deep learning…
Hands-on playbook for macOS disk cleanup, dev-machine optimization, and proactive health alerting.
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache.
Automate Nasdaq tasks via Rube MCP (Composio).
Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner).
Guide to the math cognitive stack - what tools exist and when to use each
MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing.
Operate and maintain the local MCP server for this repository.
Launch or reopen the Memoir web UI for the current Codex project store.
Design service mesh observability — distributed tracing, service-level metrics, and dashboards.
Funding intelligence workflow using Messari x402.
Access Messari's full API via x402 pay-per-request — no API key needed.
Metabase API for business intelligence. Use when user mentions "Metabase",
Access NIH Metabolomics Workbench via REST API (4,200+ studies).
KPI and metrics dashboard workflow covering metric definition, data sourcing, visualization design, and anomaly detection.
Build a metrics framework for any product, team, or business.
Azure AI Content Safety SDK for Python. Use for detecting harmful content in text and images with multi-severity classification. Triggers…
Walk a user from "I want to train this model" to a running MindFormers pynative job on Ascend NPUs.