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architecture

4 posts tagged with "architecture"

Running Out of Context: Constraints Stay Hot and Workflows Load Cold

8 min read

What happens when your Claude Code setup consumes 50% of context before you write code. How separating constraints (stay hot) from procedures (load cold) made our workflow predictable.

claude codeai-assisted developmentarchitecture
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What Happens After send(): Patterns in Modern Event Collection Systems

35 min read

A comparative study of production event collectors (RudderStack, Snowplow, PostHog, Lytics) followed by building eventkit—a Python event processing library—to validate whether those patterns hold under real constraints. Explores validation, sequencing, buffering, and storage through the lens of anthropology and chemistry lab discipline.

architecturetechnical deep diveopen source
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Building SDK Kit: extracting patterns from production systems

15 min read

Over winter break, I spent two and a half weeks studying JSTag—Lytics' production data collection SDK—then extracted the infrastructure patterns that let it survive scale and third-party integrations. The thesis: production systems teach composition in a way textbooks can't. SDK Kit validates those patterns through Auth HI! and Experience SDK.

architecturetechnical deep diveopen source
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Respecting intermediates: from chemistry lab to spec-driven development

12 min read

Having spent many years in an organic chemistry lab taught me a workflow: research the literature, respect intermediates, verify before proceeding. When I applied that same pattern to building a Chrome extension, it felt natural — and worked surprisingly well with AI tools. Deciding first, then coding, kept the hard thinking cheap and made AI an accelerant instead of a source of thrashing.

buildingarchitectureopen source
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