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Research + Build + Contribute
πŸ˜„
Research + Build + Contribute

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blairducrayoppat/README.md

Hey, I'm Blair πŸ‘‹

Privacy Program Manager by profession. Local-AI researcher by obsession.

My career protecting user privacy taught me something uncomfortable: the AI tools we rely on daily are architecturally incompatible with meaningful data sovereignty. Every query, every document, every personal thought fed into a cloud assistant traverses infrastructure you don't control, governed by policies you didn't write.

So I'm building the alternative.


πŸ”’ BlarAI β€” A Decades-Long Local AI Platform

BlarAI is my primary research project: a security-first, multi-agent AI system designed to run entirely on a single consumer laptop β€” no cloud, no telemetry, no external network calls. Ever.

The system runs on an Intel Core Ultra 7 258V (Lunar Lake) with 32 GB LPDDR5X and an Arc 140V GPU, and includes:

  • Policy Agent β€” A hybrid deterministic + probabilistic security gatekeeper that intercepts and classifies every inter-agent action before execution. Fail-closed by default.
  • Private Assistant β€” A conversational AI with streaming TUI, modular skill routing, and a four-layer defense-in-depth against indirect prompt injection.
  • Personal Knowledge Substrate β€” Semantically indexed local knowledge base with isochronous timing enforcement to eliminate retrieval side-channels.
  • Local Code Agent β€” GPU-accelerated code generation producing atomic Git diffs with compile-test-oracle gate loops.

The architecture enforces hardware-rooted trust (Pluton measured boot), cryptographic action authorization (single-use Agentic JWTs with 5-second TTL), and mTLS over Hyper-V vsock IPC β€” ensuring that no single-layer failure can authorize a malicious action.

Built with OpenVINO Β· OpenVINO GenAI Β· Python Β· Qwen3 Β· Intel Arc GPU Β· Intel NPU


πŸ› οΈ Open Source Contributions

I contribute upstream fixes to the tools I depend on:

Every bug I file comes from real workloads running real models on real hardware β€” not synthetic benchmarks.


οΏ½ How I Build

I practice AI-assisted development β€” I architect systems, make design decisions, and direct AI agents (GitHub Copilot, LLM-powered coding workflows) to implement, test, and operationalize the software. Every line of code in BlarAI was produced through human-directed AI collaboration: I own the architecture and every technical decision; AI agents own the keystrokes.

I'm transparent about this because I think it's the future of software engineering β€” and because the results speak for themselves: 780+ tests, 9 formally specified use cases, hardware-validated on real silicon.


�🧭 What Drives Me

My passion for privacy fuels my research with local AI. I believe the average consumer device β€” the laptop already on your desk β€” can run powerful AI tools privately and securely, without surrendering your data to someone else's server.

I seek to contribute to open source projects that make this a reality for everyone.


πŸ“« Connect

LinkedIn

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  1. npu_compiler npu_compiler Public

    Forked from openvinotoolkit/npu_compiler

    OpenVINO Intel NPU Compiler

    MLIR 1

  2. openvinotoolkit/openvino openvinotoolkit/openvino Public

    OpenVINOβ„’ is an open source toolkit for optimizing and deploying AI inference

    C++ 9.9k 3.1k

  3. openvinotoolkit/openvino.genai openvinotoolkit/openvino.genai Public

    Run Generative AI models with simple C++/Python API and using OpenVINO Runtime

    C++ 467 366

  4. openvinotoolkit/npu_compiler openvinotoolkit/npu_compiler Public

    OpenVINO Intel NPU Compiler

    MLIR 84 39