open to interesting problems
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01 / About

Beyond the leaderboard

$ cat about.md

Based in India · Open to remote & relocation

CS grad from NIT Silchar (CGPA 9.44), currently building HFT systems at NK Securities. Previously interned at Cisco and Deutsche Bank.

Candidate Master on Codeforces (top 100 IN), 6-star on CodeChef, Guardian on LeetCode. AIR 17 at ICPC Asia West Regionals '24.

2000+
Problems solved
9.44
CGPA @ NIT-S
2043
CF max rating
AIR 17
ICPC '24
02 / Skills

The toolkit I reach for

Languages

PythonC / C++TypeScript / JSJavaDartHTML / CSS

AI / ML

LLMsRAGOpenAI APIAnthropic APILangChainYOLOUltralyticsNLP

Backend

DjangoFastAPIFlaskSpring BootApache AirflowPytestJUnit

Frontend & Mobile

ReactNext.jsFlutterDartTailwind CSSFirebase

Databases & Infra

PostgreSQLRedisMongoDBMySQLDockerAWSGit

Security

OWASPBurp SuiteSTRIDEOktaDuo SSOAWS KMSPortSwigger
PythonC++TypeScriptDjangoFastAPIFlutterReactNext.jsPostgreSQLRedisAWSDockerLangChainYOLOSTRIDEBurp SuiteApache AirflowCodeforcesLeetCode
PythonC++TypeScriptDjangoFastAPIFlutterReactNext.jsPostgreSQLRedisAWSDockerLangChainYOLOSTRIDEBurp SuiteApache AirflowCodeforcesLeetCode
03 / Projects

Things I've shipped

AI, mobile, security, and dev tools. Real metrics, no vibes.

Featured

AI · Assistive Tech

EchoVision

Flutter app for the visually impaired. Real-time object detection with audio talkback.

YOLO11 detection pipeline behind a Flask backend, streaming sub-second results to the mobile client. Custom dataset trained on hazy and low-light images.

87.18%
Model acc.
<800ms
Detection latency
40+
Custom classes
PythonFlutterYOLO11UltralyticsFlask

Mobile · Events

Efficacy

Events app used by NIT Silchar student clubs. Registrations, notifications, admin flow.

Shipped with the GDSC team. Firebase backend, FCM notifications. Sitting at 5 stars on the Google Play Store.

5.0★
Play Store
10+
Clubs
80+
Events / yr
FlutterDartFirebaseFCM
Featured

AI · Security (@ Cisco)

STRIDE-GPT

AI threat modeling tool. LLM + RAG generates STRIDE models and mitigations.

Built at Cisco. Retrieval over a curated threat corpus plus LLM reasoning. Wrapped with Duo SSO, Okta auth, and AWS KMS secret handling.

6/6
STRIDE cats.
50+
Threats / model
SSO
Auth
PythonLLMsRAGAWS KMSOkta

AI · Full-Stack

Community AI

AI platform with Python backend, TS frontend, Postgres knowledge layer.

Explores agent workflows, RAG, and structured output. Multi-language codebase, the most complex thing on my public GitHub.

3-tier
Stack
Py + TS
Langs
Postgres
DB
PythonTypeScriptPostgreSQLAI Agents

Developer Tools

CP Python Snippets

VS Code snippet library. 40+ drop-in CP templates in Python.

Battle-tested through 2000+ solved problems. Segment trees, DSU, LCA, sieves, tries, matrix expo. Keyed to short prefixes (@segtree, @dsu).

40+
Snippets
8
Categories
1400+
Lines
PythonVS CodeCPDSA

Security · Web

PortSwigger Labs

Automated solutions and writeups for PortSwigger Web Security labs.

Python scripts that automate the exploitation steps, plus notes on each vuln class. SQLi, XSS, SSRF, deserialization, and more.

30+
Labs
OWASP 10
Vuln classes
Python
Language
PythonBurp SuiteOWASPWeb Security

AI · EdTech

AI Learning Buddy

Python-based AI companion for personalized learning and study assistance.

Experiments with structured prompting and adaptive quizzes. Written in Python with a focus on iteration speed over polish.

Python
Language
Prompting
Focus
MVP
Stage
PythonLLMsEdTech
04 / CP Stats

Live from the judges

Live from Codeforces, LeetCode, CodeChef.

Codeforces

@AyuAnchor

view profile
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Current rating
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Max rating
candidate master
Peak rank
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-- rated contests played · top 100 in India

Selected achievements

  • AIR 17

    ICPC Asia West Regionals '24

  • AIR 120

    Meta Hacker Cup '23 · Round 2

  • AIR 6

    Codekaze '23 · 100k+ participants

  • Finalist

    Cisco Code-A-Thon '24

  • Finalist

    Salesforce AI Challenge '25

CodeChef

@ayu_anchor

view
--
Current rating
★★★★★★
max rating2240
tier6-star · top 100 IN

LeetCode

@AyuAnchor

view
Guardian
top 0.5%
easy--
medium--
hard--
solved--
contest rating2310

syncing with the judges...

05 / Experience

Journey so far

Jul 2025 · Present

India · On-site

Full-Stack Developer

@ NK Securities Research

Building the HFT platform used by our research desk. Full-stack: Python services, React tooling, Redis caching.

  • Developed HFT platform components in Python, Django, and React with Redis caching
  • Automated internal Slack workflows and reduced manual ops overhead across the desk
  • Maintained a knowledge base for trading machines and testing surface
  • Wrote and maintained the Pytest suite covering critical strategy code paths
PythonDjangoReactRedisPytestSlack API

Jan · Jun 2025

India · Hybrid

Winter Intern

@ Cisco

Built STRIDE-GPT. AI threat modeling with LLMs and RAG. Owned the security integration end-to-end.

  • Designed the LLM + RAG pipeline for automated threat generation and mitigation
  • Integrated Duo SSO and Okta auth for enterprise-grade access control
  • Encrypted secrets at rest using AWS KMS across all sensitive stores
  • Optimized infra spend using EC2, S3, RDS, and CloudTrail cost-awareness
PythonLLMsRAGAWS KMSOktaDuo SSO

May · Jul 2024

India · On-site

Summer Intern

@ Deutsche Bank

Automated Workday employee data for the HR platform team. Spring Boot service streaming large datasets through Apache POI.

  • Automated Workday employee data flow using React + Java Spring Boot
  • Streamed large data through Apache POI and JPA Criteria API for flexible querying
  • Achieved 92% test coverage using JUnit, Mockito, and JaCoCo
  • Cut manual processing time for HR ops by an order of magnitude
JavaSpring BootReactApache POIJUnitMockito

2024 · 2025

Remote

Intelligence Engineer (Contract)

@ Mercor

Designed novel algorithmic problems for AI model training with a global pool of 2000+ rated programmers.

  • Designed algorithmic problems targeting reasoning gaps in frontier AI models
  • Vetted problems for correctness, uniqueness, and evaluation quality
  • Worked async with an international pool of contest-tested programmers
PythonC++DSAAI Evaluation

Dec 2021 · May 2025

Silchar, India

B.Tech, Computer Science & Engineering

@ National Institute of Technology, Silchar

CGPA 9.44. Moderator at GDSC and the Coding Club. Represented NITS at ICPC and national contests.

  • CGPA: 9.44 / 10.0
  • Coursework: DSA, OS, DBMS, Networks, OOP, Blockchain, AI, ML, NLP
  • Moderator, GDSC & Coding Club, NIT Silchar
  • ICPC Asia West Regionals '24 · AIR 17
DSAAlgorithmsSystemsAI/MLNLP
06 / Contact

Let's build something interesting

Inbox is open. Reply within 24h.

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