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beebeeVB/README.md

Bhuwan Bhandari

Systems & Infrastructure Engineer | Junior at Colby College, ME, US | Core Maintainer, Tamor

I build high-throughput data ingestion pipelines, deterministic verification runtimes, and policy-as-code guardrails for autonomous machine workflows.


🛠️ Current Focus: Deterministic Runtime Guardrails

Most security tools rely on slow, probabilistic LLM-based evals that add massive latency and remain vulnerable to prompt injections. My work focuses on moving verification to the transport and execution layers:

  • Agnostic Serialization: Intercepting raw JSON-RPC 2.0 and HTTP streams (stdio/SSE) flowing between AI hosts and execution environments.
  • Structural Parameter Profiling: Flattening unstructured text, files, and payload tokens into rigid schemas in real-time.
  • Deterministic Policy Compilation: Compiling local Open Policy Agent (OPA/Rego) rules to enforce strict security boundaries in under 3–5ms with zero hallucination.
  • Cryptographic Provenance: Hashing state transitions via multi-key SHA256 ledgers for immutable forensic compliance and auditing.

📐 Areas of Focus & Capabilities

  • Data Systems & Pipelines: High-volume normalization, distributed task orchestration (Celery, Redis), and indexing architectures.
  • Runtime Sandboxing: Enforcing execution-layer contracts, credential isolation, and parameter firewalls.
  • Computational Efficiency: Optimizing low-latency streaming evaluation engines and algorithmic throughput.

🧰 Stack

  • Languages: Python, Java, SQL, TypeScript, Go (exploring)
  • Infrastructure & Backends: FastAPI, Postgres, Redis, Docker, AsyncIO, Linux, Open Policy Agent (OPA)

🔗 Connect

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