AI & Automation Consultant | Data Scientist | ML Engineer
Houston, TX
I architect production AI systems that turn complex data problems into measurable business outcomes - spanning ML pipelines, LLM-powered automation, and end-to-end system design.
Currently at Bridgital - building distributed automation systems, generative AI agents with compliance guardrails, and semantic search pipelines on AWS Bedrock.
Previously - OCR and document classification systems at Bitpoint (75% reduction in manual entry across 500+ daily medical bills) and a multi-domain legal RAG system at Hartsfield & Associates (91% Recall@5 across 1,500+ documents).
| Project | Contribution | PR |
|---|---|---|
openclaw/openclaw |
Add AllowTcpForwarding prerequisite to Hetzner SSH tunnel docs | #54564 |
langgenius/dify |
Refactor: replace dict params with BaseModel in AppService | #35904 |
ggml-org/llama.cpp |
Fix WebUI CORS proxy missing API key for MCP connections | #21193 |
pytorch/pytorch |
Fix misleading out_dtype signatures in bmm/mm/addmm docs |
#179182 |
keras-team/keras |
Fix DepthwiseConv1D channels_first dilation bug |
#22641 |
deepset-ai/haystack |
Update llama.cpp repository links to ggml-org | #10964 |
optuna/optuna |
Move type-only imports into TYPE_CHECKING block |
#6609 |
online-ml/river |
Per-sample weights in progressive validation | #1795 |
qutip/qutip-qip |
Default zero state for QubitCircuit.run() |
#376 |
- AWS Certified AI Practitioner - Amazon Web Services (Verify)
- MLOps: Getting Started - Google Cloud
- Transformer Models and BERT - Google Cloud
- Encoder-Decoder Architecture - Google Cloud
- AI Demystified - IBM WatsonX
I write a weekly research publication breaking down the latest AI papers and automation frameworks into actionable insights for practitioners.