manish.sys
System Architect & Operations Specialist
terminal — bash — 80x24

Bridging the gap between Language Operations and Agentic AI Systems. Specialist in Document Compliance, Self-Hosted Infrastructure, and Automated Workflows.

n8nOllamaReactUbuntuSelf-Hosted
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All Systems Operational
|Uptime: 99.9%|Latency: 12ms
Core Stack

System Capabilities

A modular technology stack designed for autonomy, performance, and data sovereignty.

Development

Modern frontend architecture with performance-first tooling.

ReactNext.jsTailwind CSSThree.jsGSAP

Infrastructure

On-premise enthusiast. Self-hosted, sovereign, secure.

Ubuntu ServerLinux MintNextcloudCloudflare Tunnels

Intelligence

Orchestrating autonomous systems and local LLM pipelines.

n8nOllamaLM StudioAgentic AI Workflows
Containers
Docker + Podman
Database
PostgreSQL
Proxy
Nginx + Traefik
Security
WireGuard + CF

The Lab: From E-Waste to Enterprise

CPU
1 GHz Dual Core
RAM
4 GB DDR3
Storage
HDD + ZRAM Swap
Stack
n8n + Nextcloud

Self-hosting n8n automation workflows and Nextcloud on what most would consider obsolete hardware: a 1 GHz dual-core processor, 4 GB of DDR3 RAM, and a spinning HDD. The secret is not raw power — it is ruthless optimization.

>Headless Ubuntu Server — no GUI overhead
>ZRAM + swappiness tuning for RAM-starved systems
>Nginx micro-caching to serve static assets instantly
>SQLite instead of heavy DBs for lightweight workloads
>Process isolation via Docker — no bloat
>Cloudflare Tunnels — no open ports, no attack surface
The Vault

Project Gallery

Case studies in automation, compliance, and intelligent system design.

Operational

Avenue Auditor

Automated Compliance Engine

An institutional-grade document auditing system powered by n8n workflows and AI-driven analysis. Automates compliance verification across large document corpora with precision reporting.

n8nAI AgentsDocument ProcessingCompliance
View Case Study
Active

Manish-Scanner

OCR & Perspective Correction

A web-based professional document digitizing tool with advanced OCR, perspective correction, and batch processing capabilities. Built for high-volume, high-accuracy document ingestion.

ReactOCRCanvas APIComputer Vision
View Case Study
Deployed

AI-Driven CRM

WhatsApp-Integrated Office Automation

A self-hosted customer relationship management system with native WhatsApp Business API integration. Automates lead tracking, follow-ups, and internal office workflows via conversational AI.

Self-HostedWhatsApp APIAutomationLocal LLM
View Case Study
Professional Log

Experience & Operations

Language Engineering & Process Optimization — bridging compliance management with AI-driven automation.

Lead Operations & Compliance Manager

Present

Avenue International

Oversee institutional document compliance, audit workflows, and operational infrastructure. Architected automated compliance pipelines reducing manual audit time by 70%.

ComplianceProcess OptimizationTeam LeadershipAutomation

IELTS / PTE Specialist

2 Years

Grace International, Enlightenment, Avenue Butwal

Taught IELTS and PTE across three leading education consultancies in Nepal: Grace International Baglung, Enlightenment Butwal, and Avenue Butwal Education Consultancy. Trained 500+ students with an average band score of 6.5. Developed systematic approaches to language proficiency training using data-driven diagnostics and structured mock-test pipelines.

Curriculum DesignAssessment SystemsData-Driven Instruction
Click to enter Scholar Mode

Hardware Origins

Age 12 – Present

Scrapyard & Mobile Repair Shop

Started at a mobile repair shop at age 12, developing deep hardware intuition. Later built a functional audio amplifier by harvesting components from a discarded CRT TV motherboard found at a scrapyard. This hands-on foundation bridges software logic with physical circuitry.

Circuit DesignComponent SalvagingTroubleshootingElectronics

METRICS

500+
Students Trained
12
Countries Reached
99.9%
Uptime Maintained
50+
Circuits Built

PHILOSOPHY

I believe in local-first infrastructure. Every system I design prioritizes data sovereignty, minimal latency, and zero vendor lock-in.

Entering Scholar Mode

Where Logic Meets Language

A systematic approach to linguistic mastery, built on the same engineering principles that power enterprise infrastructure.

A
B
C
Instructor Profile

Academic Excellence

2 years of strategic IELTS and PTE coaching across Grace International Baglung, Enlightenment Butwal, and Avenue Butwal Education Consultancy. Treating language tests as systems to be optimized.

0
Average Band
0+
Students Trained
0
Consultancies
Services

Language & Operations

Framing language mastery as an engineering problem — with precision, metrics, and systematic improvement.

IELTS / PTE Coaching

Strategic Preparation

Delivered structured IELTS and PTE training across Grace International Baglung, Enlightenment Butwal, and Avenue Butwal Education Consultancy. Students are taught to treat each module as a data pipeline — reading as pattern extraction, writing as structured output, speaking as real-time processing. Average band score of 6.5 achieved through systematic drills and mock-test pipelines.

Grace International BaglungEnlightenment ButwalAvenue ButwalMock Test Analytics

Japanese Documentation

Head of Documentation

Leading translation accuracy and document auditing for Japanese institutional paperwork. Ensuring compliance standards are met across visa applications, academic transcripts, and corporate filings with linguistic precision and zero ambiguity.

Translation AccuracyDocument AuditingCompliance ReviewInstitutional Filing

Curriculum Engineering

Systematic Path to Success

Built custom LMS workflows and automated assessment pipelines. Every student gets a personalized study plan generated from diagnostic data — the same principle as provisioning a server: identify bottlenecks, allocate resources, optimize throughput.

Custom LMSAuto-AssessmentProgress TrackingResource Allocation
The Bridge

Where Logic Meets Language

My background in Computer Science is not a departure from language teaching — it is the foundation. The same mental models that optimize server throughput can optimize student learning curves.

Every curriculum I design follows the SDLC: diagnose requirements, prototype solutions, iterate based on test data, deploy with confidence. Language learners are users; their band scores are KPIs.

Requirement Analysis
Student diagnostic = System audit
Architecture
Study plan = Infrastructure design
CI/CD
Weekly mocks = Continuous testing
Monitoring
Progress tracking = Observability
Optimization
Drill refinement = Query tuning
Enrollment

Begin Your Journey

Enroll for IELTS, PTE, or consultation. A systematic path to your target band score.