Case Studies

Recent GitHub projects and engineering decisions

Updated from public GitHub activity on March 4, 2026.

Llaminal

Bringing local LLM workflows into the terminal

Challenge: local model tooling often feels fragmented or too low-level for fast daily use.

Approach: built a polished CLI layer over Ollama with markdown rendering and practical command ergonomics.

Outcome: faster iteration for prompt experimentation and shell-native AI workflows.

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latex-mcp

MCP utility for math rendering in messaging flows

Challenge: quickly rendering clean mathematical output for assistant and chat use cases.

Approach: implemented a focused MCP server that converts LaTeX directly to PNG assets.

Outcome: reduced friction for sharing math output in automated pipelines.

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Atomic-1Bit

Exploring ultra-light ternary inference patterns

Challenge: inference on constrained hardware needs aggressive simplification.

Approach: prototyped a 1.58-bit ternary inference direction with bare-metal constraints in mind.

Outcome: established a base for further low-footprint AI experimentation.

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