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Hi, I'm Sarath Chandra Gentela

AI Agent Harness & LLM Systems Engineer

I build production AI agents end-to-end — controlled LLM orchestration runtimes, retrieval systems, media pipelines, and inference-aware deployments.

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About

I'm an AI Engineer focused on agentic systems, retrieval, and LLM inference. At Spice (thespice.ai) I built the company's AI products and agents from the ground up — including Pulse / Lucid, a creator "content chief-of-staff" agent harness (try-pulse.ai), and AskSpice, conversational search over 10,000+ podcast episodes and 1M+ searchable chunks.

My strongest work spans agent-harness engineering, LLM orchestration, tool execution, Retrieval-Augmented Generation, hybrid search, durable memory, automated decision loops, and LLM inference engineering.

🎓 M.S. Data Analytics — University of Illinois Springfield (4.0 GPA) 📍 Austin, TX · 💬 open to AI / LLM / agent engineering roles


Featured Projects

Project What it does Stack
EchoFind Memory-aware conversational RAG engine that returns the single best podcast clip or episode for a natural-language question FastAPI · Gemini · Pinecone · Cohere · Postgres
Clip'O'pedia Mention-driven hybrid-RAG clip recommender on a LangGraph pipeline — runs fully offline with zero API keys LangGraph · HyDE · RRF · hexagonal
ReelForge AI post-production pipeline: turns a talking-head clip + transcript into a polished 9:16 captioned reel Gemini · FFmpeg · MediaPipe · MoviePy
Artha Council Staged, multi-model AI investment committee with a fail-closed OpenClaw agentic broker bridge GPT-5.5 · Gemini · Claude · MCP
Commitment Decay Engine Turns meeting transcripts into a commitment ledger and reconciles follow-through Python · CLI · LLM-ready

New here? Start with EchoFind (memory-aware RAG) or Artha Council (multi-model agents + fail-closed agentic execution).


Tech Stack

Languages

Python TypeScript Node.js SQL

AI · Agents · Retrieval

OpenAI Gemini Claude LangGraph Pinecone Cohere RAG

Backend · Infrastructure

FastAPI PostgreSQL AWS Docker Terraform GitHub Actions

LLM Inference

vLLM SGLang TensorRT--LLM Quantization


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