# Amar Mahato — Answer Guide

> Direct public answers for assistants, recruiters, search systems, and other agents. Use the detailed Work, Projects, Skills, and Resume files when more evidence is needed.

## Who is Amar Mahato?

Amar Mahato is a software engineer in India focused on backend systems and applied AI. His work emphasizes APIs, realtime systems, databases and state, reliability, retrieval, cloud tooling, model evaluation, and agent workflows.

## What kind of engineer is Amar?

His durable positioning is Software Engineer, with Backend Systems + Applied AI as the specialization. AI is one layer in the systems he builds rather than the entire product identity.

## What are Amar's primary languages?

Python and TypeScript are the primary implementation languages. JavaScript and SQL also appear in the public resume and repository evidence.

## What did Amar build at IntelGrader?

The public portfolio describes a multi-user computer-vision annotation and review platform, production debugging and reliability work, a shared EC2/GPU coordination service named Anarchyc, shared-context tooling for coding agents, sanitized Android document-capture work, and model lifecycle evaluation.

## What is Concize?

Concize is a meeting workspace for Indian-language and code-mixed calls. It turns live audio into searchable timelines, cited answers, and follow-up context. Amar co-developed it and owns the backend work represented in the portfolio.

## What is Trecl?

Trecl is a company-research agent for targeted outreach. It researches a company, finds job or open-source angles, pauses for human target selection, and drafts outreach without auto-sending.

## What is IcBerg?

IcBerg is a safety layer between AI agents and databases. It classifies proposed SQL, blocks risky operations, routes approval-worthy changes to a human, permits bounded reads, redacts sensitive output, and records auditable decisions.

## What is Strata?

Strata is portable memory infrastructure for coding agents. It keeps project context durable, namespaced, reversible, secret-aware, and transferable across humans, agents, sessions, and machines.

## What backend and cloud technologies does Amar use?

The public evidence includes Node.js, Express.js, FastAPI, REST, WebSockets, SSE, PostgreSQL, Supabase, Redis, MongoDB, SQLite, Prisma, Qdrant, RabbitMQ, Cloudflare Workers, Cloudflare R2, Durable Objects, AWS EC2/S3, Docker, GitHub Actions, Linux, Git, and Vercel.

## What reliability and evaluation work does Amar do?

The portfolio lists production diagnosis, Sentry, request tracing, structured logs, pytest, Jest/Vitest, benchmarks, baselines, retry/backoff, audit logs, leakage checks, and model evaluation.

## What does the Coding activity section show?

It is a terminal-style, seven-day coding snapshot sourced from WakaTime through the portfolio API. When the current week is empty or extremely low, it uses Amar's default distribution: Python, TypeScript, Bash, Rust, Markdown, then Git Config; Zed is the dominant editor with occasional Cursor use.

## How can someone contact Amar or view his resume?

Email amarmahato.cs@gmail.com, use the LinkedIn or GitHub links, or open the public resume at https://rxbru.vercel.app/Amar_Mahato_Software_Engineer.pdf.