TECHNICAL ARTICLES
In-depth technical articles on state graph recursion, token efficiency, small model distillation, and deterministic agent harnesses.
Zero corporate fluff or hand-waving. Each article breaks down specific engineering bottlenecks, mathematical invariants, synthetic datasets, and production system implementations.
ARCHITECTURE & SYSTEMS
An architectural dissection of why DAGs and linear pipeline chains break under real-world tool errors. Covers cyclic recursion limits, checkpointing, state reducers, and how to engineer deterministic self-correction loops.
How we engineered an on-demand Linux system control CLI around Qwen3-0.6B on Fedora Workstation. Explores orthogonal 10-tool JSON schema contracts, zero-shell Python dispatch, Wayland crash shields, and live 299-query evaluation trade-offs.
CORE INVESTIGATION DOMAINS
01 // CYCLIC MULTI-AGENT SYSTEMS
State graph topologies, checkpointing persistence, human-in-the-loop interruption mechanisms, and hierarchical supervisor coordination models.
02 // SUB-1B LOCAL TOOL HARNESSES
Executing compact 0.6B parameter models on local CPU via Ollama GGUF quantizations, strict JSON schema contracts, and zero-shell OS execution guardrails.
03 // DETERMINISTIC KNOWLEDGE RETRIEVAL
Hybrid search fusing dense vectors with Okapi BM25 sparse indices, Graphify AST graph walks, and Torikago jailkeeper sandboxing.