I'm a product-minded engineer who builds AI systems that generate real revenue β not just demos.
At Adda247, I own 0-to-1 products across the full stack: multi-modal RAG pipelines, real-time voice agents, and GenAI content engines. My work has directly generated βΉ20,00,000+ in revenue within 2 months of launch.
I care about three things: shipping fast, measuring impact, and contributing back.
π Chandigarh University '25 β Gurugram, Haryana
πΌ SDE-I AI/ML @ Adda Education (Adda247)
π¦ Published on PyPI: knowhook
π― Focus: LLMs, Voice Agents, RAG, Full-Stack AI Products
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Revenue Generated ACE Platform |
Avg Response Time 1,000+ daily evaluations |
Latency Reduction PULSE Voice Agent |
Lifecycle Reduced REEVO GenAI Pipeline |
ACE β Answer Checking Expert Β |Β Sole Owner, 0-to-1
Multi-modal RAG + OCR pipeline grading handwritten answers against NCERT ground-truth via Gemini
- Full-stack architecture: FastAPI + Next.js β DB schema, REST APIs, credit-based pricing, Google Drive integration
- Multilingual PDF report engine (WeasyPrint) β English, Bengali, Punjabi
- βΉ20,00,000+ direct revenue in 2 months Β· 1,000+ daily evaluations Β· <4s avg response
FastAPI Next.js Gemini OCR RAG WeasyPrint Google Drive API
PULSE β Voice Agent Platform
Real-time voice interaction platform bridging traditional telephony with AI
- Custom IVR-to-WebRTC bridge via XML-driven handover β LiveKit bidirectional streams
- Pre-warming router spawning Sales/Support agents with dynamic RAG context (10K+ FAQs, daily re-indexing)
- 25% latency reduction (to <5s) Β· 500+ daily calls Β· zero cold-start
WebRTC LiveKit Ozonetel RAG FastAPI
REEVO β Voice-First English Learning
AI-powered pronunciation feedback with automated content generation
- LiveKit SDKs for real-time bidirectional audio β 200+ concurrent learner sessions
- GenAI pipeline: Text-to-Image + Dialogue Generation β automated asset creation
- 90% production lifecycle reduction (hours β minutes)
LiveKit STT/TTS GenAI Content Pipeline
knowhook β Context retention tool for Claude Code
- Hooks into Claude Code's compaction lifecycle to snapshot & restore context automatically
- Zero-dependency hook system:
PreCompact,SessionStart,PostToolUse - AST-based dependency mapping across 5 languages (Python / JS / TS / Go / Rust)
- 154 unit tests Β· Pydantic models Β· Typer CLI + Rich TUI Β· Published on PyPI
pip install knowhook| AI / Agentic |
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| Voice & RT |
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| Engineering |
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| Coding Agents |
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I don't build demos. I build products that ship, scale, and make money.
