[2:docs]publication://systems-engineering

Technical Publications & Systems Research

8 Essays • Zero Database • Static Fast Delivery
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Everyone's racing to bolt AI agents onto products. But AI that recommends what to feature in a store is only as good as the numbers underneath it. Here is how we architected Snowflake and dbt so dashboards and AI agents consume the exact same verified numbers.

#data-engineering#snowflake#dbt#ai-agents#shopify
6 min readread →

I wanted to ask my agent: 'Based on my trail-camera photos, when should I go photograph deer tomorrow?' So I built an MCP server for SPYPOINT with 19 tools, 112 automated tests, and burst clustering algorithms.

#mcp#python#iot#wildlife-photography#ai
5 min readread →

Engineering a lightweight, edge-native Model Context Protocol framework for Cloudflare Workers with real-time SSE streaming, zero cold-starts, and strict type safety.

#ai#mcp#cloudflare#typescript
7 min readread →

How the Data & AI team at Reactiv leveraged Amazon Bedrock AgentCore and CopilotKit to build an autonomous Studio Agent that turns merchant goals into live, optimized mobile storefronts.

#aws#bedrock#agentcore#copilotkit#multi-agent
8 min readread →

Why manually converting models to GGUF format is error-prone, and how GGUF-n-Go automates tokenizer synchronization, safetensor shard consolidation, and multi-precision quant matrix exports.

#llm#gguf#quantization#huggingface#python
7 min readread →

Architecting iracing-data-sdk: building end-to-end type safety, automated rate-limiting, and chunked download managers for real-time motorsport telemetry.

#typescript#sdk#telemetry#performance#nodejs
7 min readread →

How I built @mikesven/gif-parser: a zero-dependency TypeScript library for byte-level parsing of GIF streams and extracting perceptual CIELAB color palettes.

#typescript#binary#graphics#color-science#npm
6 min readread →

How I architected photography.mikesvendsen.net: using SST Ion, Cloudflare Pages, and edge image optimization to showcase high-resolution fine-art photography with sub-second page loads.

#cloudflare#sst#nextjs#photography#web-perf
5 min readread →