BitCliff — measuring per-capability degradation in GGUF-quantized LLMs. Early finding: retrieval takes 3.2x the standardized damage of arithmetic at 3-bit (McNemar exact, paired dz).
EchoFind — semantic search over raw audio. Whisper large-v3 + pgvector HNSW · 50.8x realtime ingest · 94% recall@10 · 3ms p95 query
BitCliff — capability retention matrices for GGUF-quantized LLMs · 3.2x retrieval vs arithmetic asymmetry at 3-bit
FinTech Nexus · CTO & Director of IT · Aug 2024 – Jul 2026
MotionShark · Full-stack Developer · May 2025 – Sep 2025 · AI whiteboard for a digital tutoring platform
Cimba.ai · ML Forward Deployed Engineer · May 2025 – Sep 2025 · AWS Bedrock + Snowflake integrations for Airbnb
Zeuty · Frontend Developer · Jun 2024 – Sep 2024 · React Native + TypeScript


