IDX.000 — PORTFOLIO

I BUILD SYSTEMSTHAT DON'T BREAKUNDER load.

Harsh Kamoriya
FIG.01

Harsh Kamoriya — software engineer building backend systems, distributed infrastructure and AI-powered products.

[00] PYTHON[01] AWS[02] FASTAPI[03] POSTGRES[04] REDIS[05] DOCKER[06] AI
● ALL SYSTEMS NOMINALTHROUGHPUT 1284 req/sP99 42msUTC --:--:--

§01 — ENGINEERING SIGNAL

01
0
LEETCODE RATING

Knight badge. Contest-tested, not tutorial-tested.

02
0+
PROBLEMS SOLVED

Graphs, DP, segment trees — the boring foundations.

03
0×
FASTER BACKTESTS

17 hours of compute collapsed to 56 minutes.

04
0%
LOWER LATENCY

End-to-end response time halved in production.

05
0+
AWS VMs OPERATED

Provisioned, deployed, monitored, debugged.

§02 — THE ENGINEER

I like problems that get harder when you add users.

I work across backend systems, distributed infrastructure and AI applications — from architecture and implementation to deployment, debugging and production operations. The part I enjoy most is the part after launch: when real traffic finds the bottleneck you didn't plan for.

§03 — EXPERIENCE / CASE FILE
SOFTWARE ENGINEER · MINTZY

Production, under pressure.

  1. PROBLEM
  2. ARCHITECTURE
  3. BOTTLENECK
  4. OPTIMIZATION
  5. RESULT
60s→30s
TOTAL RESPONSE TIME

A trading platform choking on its own success.

Mintzy's analytics pipeline computed signals per ticker synchronously. As the watchlist grew, users waited a full minute for a response.

§04 — SYSTEM MAP

Every layer, touched.HOVER A LAYER TO INSPECT

§05 — THREE CHAPTERS
V
CHAPTER 01 / FLAGSHIP

VERVIQ.

AI interviews that actually listen.

The challenge: LLM interviewers forget. Ask a follow-up three minutes in and the context is gone. The solution: a multi-agent loop where a dedicated memory agent and RAG keep every answer in play.

/MULTI-AGENT/RAG/PINECONE/GEMINI/WEBRTC/WEBSOCKETS/POSTGRESQL
VIEW LIVE ↗
CANDIDATE

Speaks over WebRTC. Audio + transcript stream in real time.

INTERVIEW AGENT

Gemini-driven interviewer runs the conversation and scores answers.

MEMORY AGENT

Distils every answer into structured memory — claims, gaps, signals.

RAG

Pinecone retrieval over the résumé, JD and prior answers.

FOLLOW-UP

A context-aware question that only a human interviewer would think to ask.

GITSAATHI://APP
GitSaathi landing screen
~/gitsaathi — zshREPO → AI → INSIGHT
$gitsaathi analyze ./repo
→indexing 1,284 files · 312 commits
→transcribing standup.mp3 (AssemblyAI)
✓summary: auth module owns 41% of churn
✓insight: 3 PRs touch billing without tests
!suggest: split src/server/router.ts (2.1k LOC)
CHAPTER 02 / DEVELOPER TOOL

gitsaathi

Point it at a repository. It reads the code, the commit history and even meeting recordings, and tells you where the real complexity lives.

VIEW LIVE ↗
T3 STACK
PRISMA
POSTGRESQL
ASSEMBLYAI
CHAPTER 03 / AVIATION

AEROGUIDE

An AI airport companion that works when the terminal Wi-Fi doesn't — on-device Whisper transcription with graceful fallbacks.

VIEW LIVE ↗
AEROGUIDE://GATE
AeroGuide airport companion landing screen
SEQSTAGEDETAILSTATUS
01VOICEMic capture, noise-gatedON TIME
02WHISPEROffline speech-to-text, on deviceOFFLINE OK
03AIIntent + flight contextBOARDING
04RESPONSESpoken + on-screen answerARRIVED
FALLBACK: CLOUD STT → CACHED FAQ → TEXT INPUT. NO DEAD ENDS.
§06 — OPERATING PRINCIPLES
01BUILD.

→ Start from the failure modes, not the happy path.

02BREAK.

→ Load-test it until it tells you where it's weak.

03DEBUG.

→ Logs, traces, lock graphs. Find the cause, not the symptom.

04OPTIMIZE.

→ Measure first. Then make the slow part fast.

05SHIP.

→ Into production, with CI/CD and someone watching the graphs.

§07 — STACK, AS A GRAPH

Tools matter less than how they connect.

Python
C++
TypeScript
FastAPI
Node.js
WebSockets
Redis
PostgreSQL
Pinecone
AWS
Fargate
CI/CD
Docker
Gemini
RAG
Whisper
§08 — COMPETITIVE PROGRAMMING
0
RATING / LeetCode
BADGE / Knight
SOLVED / 1000+
PERCENTILE / Top ~3%
§09 — OFF THE KEYBOARD
Smart India Hackathon 2025Team LeaderLed a 6-member team
ECE DepartmentBranch CouncilorStudent representation
CricketTeam Captain2 years
§10 — END OF TRANSMISSION

LET'S BUILD
SOMETHING difficult.

© 2026 HARSH KAMORIYABUILT TO HANDLE LOAD