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WaffleBits/README.md

Adnan Berik

Platform Security and AI Infrastructure Engineer. TS/SCI cleared, USAF cyber defense operations background.

I build the security and platform layer around model serving. My work covers authenticated inference paths, policy and audit controls, release-gate tooling, and the observability that makes serving behavior measurable. I like deterministic systems that can be tested under pressure and explained line by line.

Selected work

Background

USAF cyber defense operations.

  • Supported cyber defense across 26 wings.
  • Cut threat resolution time from 5 days to 2.
  • Hardened 30,000 assets.
  • Named A6 Airman of the Year, 2025.

Links

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  1. market-microstructure-engine market-microstructure-engine Public

    Deterministic Python and C++20 limit-order-book matching engine with latency benchmarks

    C++

  2. readiness-control-tower readiness-control-tower Public

    Mission readiness dashboard: root-cause scoring and what-if analysis over synthetic operational data. Live demo on Pages

    TypeScript 1

  3. secure-gpu-inference-gateway secure-gpu-inference-gateway Public

    Inference gateway demo: RBAC, token budgets, audit logging, Prometheus/OTLP observability

    Python

  4. triton-kernel-lab triton-kernel-lab Public

    Fused RMSNorm and SwiGLU GPU kernels in OpenAI Triton, validated against FP32 oracles with measured RTX 5070 Ti benchmarks

    Python

  5. deterministic-inference-scheduler deterministic-inference-scheduler Public

    Deterministic continuous-batching and paged KV-cache scheduler in Rust: replayable traces, promote/hold/rollback release gates

    Rust

  6. heterocore-compiler heterocore-compiler Public

    HeteroCore hub: ONNX compiler and analytical cost model for mixed analog-digital AI inference

    Python