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vishadmandal/README.md
╔══════════════════════════════════════════════════════════════╗
║                                                              ║
║          > whoami                                            ║
║          Vishad Mandal — Senior Software & AI Engineer       ║
║          Building distributed systems & shipping AI          ║
║          products to production since 2020                   ║
║                                                              ║
╚══════════════════════════════════════════════════════════════╝

LinkedIn Email Location


$ cat about.txt

class Engineer:
    name        = "Vishad Mandal"
    role        = "Senior Software & AI Engineer"
    experience  = "6+ years"
    focus       = ["Distributed Systems", "Backend Engineering", "AI Products"]
    currently   = "Building reliability into systems that can't afford to fail"

    highlights  = {
        "Elasticsearch"  : "Stabilized 9.5TB cluster → crashes 4-5/mo → <1/mo",
        "Query Latency"  : "8s → 1.2s  (~85% improvement)",
        "VKYC Platform"  : "Recording failure 12% → 1.8% (Airtel PB + Union Bank)",
        "AI Products"    : "3 independent systems shipped to AWS production",
        "Airflow DAGs"   : "50+ owned across distributed on-prem worker nodes",
    }

    principle   = "Production is the only environment that matters."

$ ls -la ./tech-stack/

Backend & API

Python FastAPI Django Flask Java Node.js GraphQL

AI & Machine Learning

OpenAI LangChain Ollama Prophet MLflow Gemini

Data Engineering

Airflow Pandas LanceDB

Databases

PostgreSQL MongoDB Elasticsearch Redis MySQL

Cloud & Infrastructure

AWS Azure Docker Linux NGINX MinIO

Observability & DevOps

Grafana Jenkins Loki


$ cat ./projects/README.md

All production projects are under NDA. Sanitized versions and architecture writeups coming soon.

┌─────────────────────────────────────────────────────────────────┐
│  🟢  agentpolicy                          [ OPEN SOURCE ]       │
│       Runtime RBAC + prompt injection defense for LLM agents    │
│       Defines what tools an agent can call, what data it can    │
│       access, and what happens when the LLM gets compromised.   │
│       Permission ceiling propagation across delegation chains.  │
│       Stack: Python · LangGraph · YAML · Pydantic               │
│       → github.com/vishadmandal/agentpolicy                     │
├─────────────────────────────────────────────────────────────────┤
│  🔴  EngiCore                             [ PRIVATE ]           │
│       AI document intelligence — RFQ compliance mapping         │
│       Hours of manual clause cross-referencing → minutes        │
│       Budget-aware paragraph packing fills 400k context window  │
│       Dual-retrieval: spec embeddings + feedback memory         │
│       Stack: FastAPI · LanceDB · GPT · PyMuPDF · OCR · React    │
├─────────────────────────────────────────────────────────────────┤
│  🔴  Quantum AI                           [ PRIVATE ]           │
│       Multi-tenant AI social publishing platform                │
│       Hybrid AI: visual analysis + real-time trend fusion       │
│       Handles all Meta/Instagram OAuth edge cases (3 paths)     │
│       Stack: FastAPI · Gemini · Perplexity Sonar · Meta API     │
├─────────────────────────────────────────────────────────────────┤
│  🔴  Reelmaker                            [ PRIVATE ]           │
│       AI-driven short-form video renderer from YAML templates   │
│       Vision LLM analyzes clips → LLM maps to scene slots       │
│       Cinematic logo finale via per-frame PIL/NumPy compositing │
│       Stack: Python · MoviePy · Ollama · OpenAI · Pydantic      │
├─────────────────────────────────────────────────────────────────┤
│  🔴  AI_VID                               [ PRIVATE ]           │
│       Local-first AI video transcription + captioning platform  │
│       Zero cloud dependency — all inference via Ollama          │
│       faster-whisper + LLaVA + Celery on 6-service Compose      │
│       Stack: FastAPI · Celery · Redis · MinIO · Ollama          │
├─────────────────────────────────────────────────────────────────┤
│  🟡  stripdown                    [ OPEN SOURCE — COMING SOON ] │
│       npm package surgeon — strips unused code at module level  │
│       Babel AST analysis → synthetic wrapper via Node resolver  │
│       No bundler, no build step, no monkey-patching required    │
│       Stack: Node.js · Babel · Commander                        │
│       → github.com/vishadmandal/stripdown                       │
├─────────────────────────────────────────────────────────────────┤
│  🔴  Myndfi                              [ PERSONAL — WIP ]     │
│       AI-powered expense tracker + financial psychology engine  │
│       Prophet forecasts spending trends + future projections    │
│       Goal-aware onboarding (house, savings, retirement etc)    │
│       LLM analyzes full spend history → money psychology report │
│       Web + mobile · Backend + UI built · Pending deployment    │
│       Stack: FastAPI · Prophet · Airflow · Ollama · React       │
├─────────────────────────────────────────────────────────────────┤
│  🔵  TataPlay Workforce Forecasting       [ PRODUCTION ]        │
│       Prophet-based demand forecasting — 95-98% accuracy        │
│       Reverse-engineered undocumented legacy DSS from scratch   │
│       Stack: Python · Meta Prophet · Apache Airflow             │
└─────────────────────────────────────────────────────────────────┘

$ tail -n 6 ./career/highlights.log

[2020-07]  Took ownership of live banking VKYC platform mid-college
[2021-03]  Running 2 enterprise banking clients in production (Airtel PB + UBI)
[2022-06]  Graduated B.Tech — never stopped shipping
[2023-01]  Deployed first AI-powered product to AWS production
[2024-07]  Stabilized 9.5TB Elasticsearch cluster — 4-5 crashes/mo → near zero
[2026-04]  Currently: Senior Engineer @ ValueLabs · Open to new challenges

$ ping interests.local

PING interests.local
  reply from: E-Sports & Sim Racing       — always optimizing lap times
  reply from: Photography                 — finding signal in visual noise
  reply from: Playing Drums              — rhythm is just distributed timing
  reply from: Go-Karting                 — latency matters everywhere

// Currently open to Senior Backend / SRE / AI Engineering roles
// Hyderabad, India  ·  Open to hybrid & remote

LinkedIn Email

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