S

semantic analysis

Cognitive Orchestration Stack (COS) is an open-source, modular AI infrastructure framework designed to improve efficiency and reduce compute waste by separating reasoning from generation. Instead of relying on monolithic language model calls, COS introduces structured modules for intent understanding, semantic processing, adaptive routing, memory, and synthesis, all governed by strict schema validation through the Spec Hygiene system. The result is a system that prioritizes structured thinking, reuse of reasoning, and intelligent model selection to enable more scalable and transparent AI systems. https://roxanneardary.com/cognitive-orchestration-stack/

Logical concept analysis MCP server - break through confused thinking with structured decomposition. Uses Wittgenstein's Tractatus method to show WHAT something is (not HOW to do it) by revealing hidden dependencies and multiplicative requirements that sequential thinking misses.

Dubhe is an analysis tool that takes in UML activity diagrams to determine a system's behavioural security posture.

Building language compiler for a language like C (4 projects for phases in language compilation: lexical, syntactic, semantic analysis, intermediate code generation)