Hypothesis generates hundreds of random inputs to find bugs example-based tests miss, then shrinks to the smallest failing case. Works with pytest.
Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses
Interactive Go CLIs with Cobra command trees and Bubble Tea
Cobra and Bubble Tea combine argument parsing and rich terminal UIs into one Go binary that works as both a scriptable tool and a polished app.
Meilisearch + HTMX: sub-50ms search in 14 KB, no framework
Build real-time, typo-tolerant full-text search with Meilisearch and HTMX. Sub-50ms responses, under 15KB of JavaScript, no frontend framework.
Service worker caching: network-first, cache-first, SWR
Service workers cache assets on static sites for instant loads, offline access, and perfect Lighthouse PWA scores using proven caching strategies.
10 Claude Code plugins to 10x your AI development projects
Official Claude Code plugins like typescript-lsp and security-guidance, measured for context cost, plus the CLI tools that automate dev and deploys.
Alembic migrations: from dev to production rolling deploys
Alembic gives SQLAlchemy version-controlled schema migrations, tracking changes as Python scripts you can review, test, and apply anywhere.






