Deterministic Engineering for Non-Deterministic Models
Moving beyond basic prompt engineering to create robust autonomous agent loops, deterministic verification harnesses, persistent memory graphs, and high-concurrency tool execution.
Multi-Agent Swarms
Hierarchical delegation with deterministic rollback state.
Tool Invocation
Type-safe schema execution and sandboxed environments.
Self-Reflection
Automated test generation and iterative repair loops.
Agentic Systems Catalog
Active frameworks, orchestration engines, and autonomous tools.
LangGPT — Autonomous Context Memory AI Chat
High-performance conversational AI platform powered by LangChain and Google Gemini 2.5 on Next.js 16 (React 19). Features dynamic narrative memory synthesis that maintains persistent user context across sessions without rigid key-value schemas.
SystemAccentChanger — Real-Time AI Audio Accent Converter & Virtual Mic
Real-time bidirectional speech conversion pipeline integrating Google Gemini Live WebSockets with a PulseAudio/PipeWire virtual microphone null-sink and low-latency DSP noise gate.