Pranay KumarAI & Software Systems Engineer
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    Technical Writings // Pranay Kumar

    Technical &
    Systems Dispatches

    In-depth engineering notes on AI agent architectures, cybersecurity telemetry pipelines, dataset engineering, and full-stack software systems by Pranay Kumar.

    Featured WriteupSep 15, 20242 min read

    Architecting Spendly: Predictive Budgeting & Guarded LLMs

    Engineering an AI personal finance platform with real-time Firestore sync, Python velocity analytics, and guarded LLM recommendations.

    #ai
    #fastapi
    #react
    #fullstack
    #predictive-analytics
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    Aug 20, 20242 min

    Sentinel AI: Concurrent Threat Intelligence & Explainable Triage

    Engineering an asynchronous threat intelligence engine integrating VirusTotal v3 and WHOIS telemetry with explainable risk breakdown modules.

    #cybersecurity
    #threat-intel
    #python
    Jul 10, 20242 min

    Agentic Systems with LangGraph, SQLite WAL & Local LLMs

    Designing resilient state graphs with LangGraph, local open-weight LLMs via Ollama, and reliable session persistence using SQLite WAL mode.

    #ai-agents
    #langgraph
    #langchain
    Jun 2, 20242 min

    Multimodal Dataset Engineering: Eliminating Caption Drift & Whisper Compute

    Lessons from building Textora Engine: deterministic n-gram de-flickering, cryptographic SHA-256 data lineage, and caption-first video ingestion.

    #dataset-engineering
    #speech-ai
    #whisper