• Technology is nothing. What's important is that you have a faith in people, that they're basically good and smart, and if you give them tools, they'll do wonderful things with them.

    -Steve Jobs

AI and NLP Solutions

Leveraging state-of-the-art semantic architectures, transformer-based NLP models, and precision-engineered embedding solutions to deliver next-level accuracy, intelligence, and automation capability.

    • Automated corpus gathering & preprocessing (web scraping, semantic filtering)

    • Domain-adaptive pre-training (DAPT) explicitly tailored for specialized knowledge bases

    • Transformer model fine-tuning (SBERT)

    • Demonstrated end-to-end RAG pipeline architecture

    • Context retrieval explicitly via semantic embeddings & FAISS

    • Demonstrated improvements in LLM response accuracy & relevance

    • Semantic embedding-driven intent matching

    • NLP automation through practical chatbot implementations

    • Intent accuracy & classification benchmarks

    • Semantic retrieval using FAISS vector search

    • Benchmark metrics for retrieval speed & semantic accuracy

Explore (AI/ML)

Networking Automation & Advanced Troubleshooting

Driving network excellence through intelligent automation, precision engineering, and integrated solutions—streamlining complexity into seamless, reliable performance.

    • Configuration Management with Netmiko — lightweight, scriptable framework for pushing and validating configs

    • Multi-Language Automation — Python-first, but adaptable to other scripting environments for flexibility

    • Routine Task Automation — VLAN provisioning, port configuration, and template-driven changes at scale

    • Automated Diagnostics — scripts that parse CLI output, logs, and SNMP data to pinpoint root causes

    • Integrated Monitoring Hooks — real-time event ingestion (syslog, traps, API feeds) tied into custom alerting pipelines

    • Context-Aware Correlation — cross-referencing interface errors, routing adjacencies, and performance metrics to surface actionable insights

    • Rapid Response Tooling — prebuilt routines for packet captures, traceroutes, and health checks to cut mean time to resolution

Explore (NetOps/TSHOOT)

Security, Utility & Tools

Practical frameworks for encryption, access control, and compliance — lightweight, extensible, and proven in secure environments.

    • Role-based access controls (RBAC) for automation frameworks

    • Centralized credential management (no plaintext secrets)

    • Immutable audit logs for every action and config push

    • Session tracking + rollback hooks

    • Certificate lifecycle automation (PKI, issuance, rotation)

    • AES/RSA hybrid key handling for secure storage & transport

    • Automated key rotation + enforcement policies

    • Secure token generation for API integrations

    • Log capture + correlation tailored for security events

    • Automated integrity checks on configs and binaries

    • Incident response helpers (trigger PCAPs, flag anomalies)

    • Compliance reporting (STIG, NIST, SOC2 mappings)

Explore (GRC)

Showcase

Dive into the platforms, frameworks, and experiments I’ve built — practical solutions that speak louder than theory.

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