
Software Development • 20 min
Python Type Hints: Make APIs Safer Without Losing Python's Flexibility
Adopt gradual typing in Python with precise public APIs, TypedDict, Protocol, generics, narrow Any boundaries, and practical type-checker rollout.
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12 articles

Software Development • 20 min
Adopt gradual typing in Python with precise public APIs, TypedDict, Protocol, generics, narrow Any boundaries, and practical type-checker rollout.

Software Development • 24 min
Migrate Python 3.10 services to a supported runtime with dependency audits, CI matrices, container rebuilds, canary rollout, observability, and rollback.

Engineering • 22 min
How to run FastAPI on Cloudflare Python Workers after GA, with ASGI setup, packages, databases, static assets, limits, testing, and migration guidance.

Engineering • 24 min
Python 3.15 ships Tachyon as profiling.sampling: attach by PID, flame graphs, GIL mode, near-zero overhead. Why this is the profiler you can point at production.

Engineering • 10 min
Learn to automate sales tasks with Python and CrewAI. Replace rigid Salesforce Flows with autonomous agents that handle complex reasoning and multi-step workflows efficiently.

Engineering • 10 min
Build voice-to-form automations for field technicians using Python and Salesforce. Learn hybrid architecture, STT setup, and secure API integration for hands-free data entry.

Salesforce • 10 min
Learn how to orchestrate multi-agent sales automation in Python. Bridge Salesforce Data Cloud with specialized agents for scalable, state-managed workflows.

Engineering • 10 min
Build low-latency local voice AI pipelines in Python. Replace cloud APIs with Ollama, Whisper, and Coqui TTS for privacy and speed.

Engineering • 7 min
Learn agentic workflows in Python. Master orchestration, state management, and verification loops to replace unreliable vibe coding with deterministic engineering.

Engineering • 12 min
Python 3.13 shipped with something people argued about for two decades: the ability to disable the GIL. Python 3.14 made it officially supported. But officially supported doesn't mean deploy it on Friday. And it definitely doesn't mean it's fast.

Rust • 26 min read
PyO3 v0.28 adds full support for free-threaded Python 3.14 and the GIL release API. This guide covers building, packaging, and shipping Python extensions in Rust with maturin — from first function to published PyPI wheel.
Hosting & DevOps • 18 min read
The 2025 guide to hosting Python apps and APIs—serverless, containers, edge, costs, and trade‑offs for Django/FastAPI/Flask.