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Side Projects & Builds

What I've Forged

Agents, retrieval systems, and the infrastructure that holds them together. Some shipped to production, some still on the workbench.

Tech:

Agentic Systems

smart_toy
v2.4.1

Nexus Prime

Multi-agent orchestrator that coordinates task delegation across LLM backends. Agents negotiate priorities through a consensus protocol — no single point of failure, no bottleneck coordinator.

PythonLangChain
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psychology
v1.0.0

Synth Weave

Research agent that reads academic papers, extracts claims, and builds connected knowledge graphs. Uses recursive reflection to self-correct before surfacing results.

TypeScriptNode.js
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RAG & Retrieval

schema
Flagship

Obsidian Context

RAG engine built for large codebases. Hybrid search (dense + sparse vectors) with semantic reranking. Sub-100ms queries over gigabytes of indexed code. Written in Rust because Python couldn't keep up.

01fn index_repository(path: &Path) -> Result<()> {
02 let chunks = segmenter::chunk(path);
03 let embeddings = model.embed_batch(chunks).await?;
04 vector_db::insert(&embeddings);
05 Ok(())
06}
Rust
find_in_page
Beta

Lucid Reader

PDF extraction pipeline that actually understands tables. Spatial-aware parsing handles multi-column layouts, merged cells, and nested headers that break every other tool.

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