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Pydantic v3's Rust-backed core gives you automatic validation and OpenAPI 3.1 docs. Covers project structure, validation patterns, and deployment.

Build real-time data pipelines with Redis Streams. Master consumer groups, acknowledgments, and low-latency event-driven architectures using Python.

Fine-tune Whisper for domain-specific speech recognition to cut errors by 30-60% using just 1-3 hours of labeled audio and a single consumer GPU.

Create Home Assistant integrations by wrapping device APIs in Python and shipping via HACS. Covers config flows, entity platforms, coordinators.

Harden a Linux server in 30 minutes: SSH Ed25519 keys, nftables firewall, security updates, auditd logging, faillock. Jump Lynis scores from 55 to 84.

Cursor wins for agentic coding with RAG codebase indexing and auto test-fix loops. Copilot Edits works well in VS Code. The 2026 comparison.