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№ 01 The engineer

AniketSaha

AI Engineer · Full Stack Developer · ML Enthusiast

I build AI systems that check their own work: multi-agent pipelines, local-first data agents and a cognitive voice system, plus the full-stack products around them in React and Next.js.

Aniket Saha
Fig. 1 — The author.

Now showing — The trailer

The trailer

I build systems, not just applications.

A 48-second film with music and no speech. It shows the portfolio opening on the title card, a fly-over of the About and Skills pages, the four case studies (SRA, AI Friend, Wizard-w2 and Crime Analysis) numbered one to four, the line "I build systems, not just applications", the stats, and an end card that reads "Write to me".

№ 02 — About

It started with a website I wanted to build.

My story starts in my second year, when I came across the designs on Awwwards and Dribbble and wanted to build something that felt alive. That curiosity pulled me into world of web development and programming, where I fell for solving complex problems. I have solved over 1,100 of them so far.

From there my interest moved toward AI. I trained and evaluated AI models, and I began building intelligent workflows of my own: SRA, a multi-agent system that turns ideas into specifications, Wizard-w2, a local-first data agent, and AI Friend, a voice companion with emotion and memory. Each one taught me the same lesson, that AI is only useful when you can trust it.

That curiosity became a research paper in IEEE Xplore on humanoid robots, and it shows up in my writing on Medium too, in essays like “The Day Robots Stop Feeling Like Machines” and stories like “Responsibility from the eyes of a woman”.

“I build systems, not just applications.”

I work end-to-end, from design to AI integration, and this summer I interned at Cognizant on LLMs, prompt engineering and workflow automation. I love creating scalable systems where data and interfaces come together to make a real impact.

Aniket Saha seated at a café window, chin on hand, looking out
Fig. 2 — Aniket Saha

№ 03 — Index of capabilities

Skills, with page references

Languages

  • C/C++—
  • Python02, 03, 04
  • JavaScript—
  • TypeScript03

Core CS

  • Data Structures & Algorithm—
  • OOP—
  • System Design—
  • API Development—
  • Computer Networks—

Development

  • React01
  • Next.js01, 02, 03, 04
  • Tailwind CSS01
  • Node.js01
  • Express.js—
  • Fast API03

Databases

  • MySQL—
  • MongoDB—
  • Postgres SQL01, 02

Cloud & DevOps

  • Terraform01
  • Vercel—
  • GitHub Actions—
  • CI/CD Pipelines—

Tools

  • Git—
  • Postman—
  • Linux—
  • Docker01, 03
01SRA02AI Friend03Wizard-w204Crime Analysis Project

№ 04 — Selected work (04)

Case studies

SRA

An AI-orchestrated pipeline that turns a paragraph of project vision into a standards-compliant SRS — and traces every requirement back to the code that implements it.

ResultDeployed and in use: four standards, five pipeline layers, seven specialised agents, four LLM providers.

Role
Architecture, backend, frontend, CLI, infrastructure
When
Nov 2025 — ongoing
Stack
Next.js 16, Tailwind CSS v4, Node.js 20, Prisma 7, PostgreSQL + pgvector
Read the case study →
Fig. 1 — SRA — Smart Requirements Analyzer

AI Friend

A voice companion built as a mesh of eight autonomous agents on a signal bus, where emotion is a differential equation rather than a prompt instruction — and where the benchmark table admits what hasn't been measured.

ResultActive (v6.5.0). Measured: 5.44 ms cognitive gating latency, 87.5% memory Recall@5, 1,266 MB idle footprint. The benchmark table also says which numbers are not measurements.

Role
Architecture, cognitive modelling, Rust runtime, research instrumentation
When
Nov 2025 — ongoing
Stack
Python, Rust, NATS JetStream, Neo4j, PostgreSQL + pgvector
Read the case study →
Fig. 2 — AI Friend — Cognitive Voice System (CVS-3.5)

Wizard-w2

Ask a real question about your data. It investigates, runs the code, checks its own arithmetic, and tells you what it assumed — entirely on your machine, with no API key.

ResultActive (v4.0.0). Runs entirely on your machine with no API key, backed by 600+ tests that need no Docker or network.

Role
Architecture, agent design, backend, frontend
When
Feb 2025 — ongoing
Stack
Python, FastAPI, Ollama / LM Studio, Docker, Next.js
Read the case study →
Fig. 3 — Wizard w2 — Local-First Autonomous Data Agent

Crime Analysis Project

Nine months of crime records, six analysis stages, and a composite risk index — plus the uncomfortable lesson that a model which predicts policing is not a model that predicts crime.

ResultComplete and live. Its main finding is a caution: a model that predicts policing is not a model that predicts crime.

Role
Data pipeline, modelling, dashboard
When
Dec 2025 — Apr 2026
Stack
Python, pandas, NumPy, scikit-learn, statsmodels
Read the case study →
Fig. 4 — Crime Analysis & Prediction

№ 05 — Curriculum vitae

Experience

Download full CV ↓

Jun’ 26 — Aug’ 26

Summer Intern, Cognizant Technology Solutions

On-Site, Bangalore

  • Contributed to the development of AI- and automation-driven solutions for enterprise workflows within a client delivery team.
  • Worked on multiple AI use cases involving Large Language Models, prompt engineering, and workflow automation.
  • Collaborated with cross-functional team members to analyze requirements and develop AI-powered proof-of-concepts for enterprise applications.

Sep’ 24 — Jan’ 25

AI Trainer, Outlier AI

Remote

  • Trained and evaluated AI models across 300+ task types by refining prompts and boosting response accuracy.
  • Reviewed and debugged over 1000 AI-generated responses to ensure clarity and strict guideline compliance.
  • Performed 200+ peer evaluations to maintain consistency, improve quality, and reduce error rates across submissions.

Research & open source

Oct’ 26

Research paper, IEEE Xplore

ICoICI 2026 conference proceedings

  • “A Novel Framework for Improved Cognitive, Emotional, and Vocal Interaction in Conversational Humanoid Robots Assisted by Hybrid Neuromodulatory Network Architecture”.

Nov’ 25 — Present

Open-source contributor

GitHub ↗

  • Publishing reusable components and contributing to open-source projects, collaborating with practical experience in codebases.

Education

2023 — Present

B.Tech in Computer Science and Engineering

Lovely Professional University

  • 4-year programme in computer science with engineering minor in Data Science.

2021 — 2023

Higher Secondary School

Indira Gandhi Memorial High School

  • High School Diploma in Science Stream with proficiency in Physics, Chemistry, and Mathematics.

Problem solving

GitHub, last 12 months

269active days

@Aniket-a14 ↗
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01

  • 700+ Problems Solved

02

  • 150+ Problems Solved

03

  • 5 Star Proficiency

№ 07 — Letters

From the readers

Very nice website. I like it. Very animating website. Looking like a wow
Snehasis@snehasis.18
Nice Website, Really appreciable.
Ankit Kumar@Ankit_03
Its Simple, Elegant and Classic. Just Fantastic...
Koushik@koushik.04
This is seriously impressive, and I’m loving it.
Himanshu@himanshu720
Could be better, but still good.
Arghya Dutta@Arghya.007
I can’t even describe how I feel. Just wow.
Sachin@sachin.69
I love this website. It's so beautiful and I'm so happy to see it.
Abhipsa@.abhipsaghosh.
Folio01 / 10
Hi.
Aniket Saha — Portfolio