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Choose the model
Waterfall, V-model, Spiral, or a practical hybrid depending on product risk, timeline, clarity, and release pressure.
About
In an AI-heavy software market, building quickly is easier. Building the right thing, with traceable requirements and a clear operating path, is still the work.
I fit best with teams that want to build from the ground up with discipline: define what the application should do, assign requirement IDs, make testing easier from the start, then connect the work to hosting, databases, deployment, and handoff.

My working story
My starting point is the Requirement Analysis Document: what the product should do, how the requirements are identified, and which behavior needs proof before release. From there, I can write scenarios, test cases, RTM coverage, and manual execution notes.
Some teams need manual testing first, then automation later. Some need Playwright, Selenium, API checks, or CI/CD test integration early. I can work from either point, as long as the work is clear enough to verify.
When the product is ready to run, I can also support hosting on a VPS, AWS, or GCP, help with Linux/web server setup, database operations, DNS/email deliverability, deployment, and documentation for the people who will operate it.

Operating model
The goal is not only to build screens. The goal is to know what the product should do, how it will be tested, where it will run, how data will be managed, and how the next person can operate it.
Process
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Waterfall, V-model, Spiral, or a practical hybrid depending on product risk, timeline, clarity, and release pressure.
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Requirement Analysis Documents, requirement IDs, acceptance criteria, user flows, and measurable product behavior.
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Test scenarios, test cases, RTM, manual execution, defect reports, regression scope, and automation candidates.
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Frontend, backend, hosting, CI/CD, DNS/email, database checks, admin systems, and handoff documentation.
What I offer
Manual QA, RTM, test case design, Playwright/Selenium automation paths, API checks, JMeter performance testing, and defect reporting.
VPS, AWS, GCP, Linux servers, Nginx/Apache, CI/CD, DNS, SSL, email deliverability, monitoring, WAF, and production support.
React, React Native, Next.js server-side features, NestJS, Rust/Axum, APIs, admin dashboards, SEO, and client handoff.
Database setup support, access control, operational checks, query/admin awareness, backups, and data workflows for admin systems.
Proof
Experience
Software Test Engineer for the Renuir mobile app pre-launch. I use the Requirement Analysis Document to write test scenarios, test cases, and RTM coverage across the product before release.
QA and cloud engineering across Salesgroup.ai, ChatQuick.ai, and Wordwriter.ai. The work spans test planning, API validation, performance testing, bot defence, DNS/email hardening, IAM cleanup, and CI/CD stabilization.
Cloud and QA internship on a clinical AI platform for healthcare professionals. Covered release testing, automated test execution, backend validation, and CI/CD delivery checks.
Junior Cloud Engineer supporting client cloud environments on GCP and AWS. Focused on infrastructure monitoring, Linux administration, Terraform validation, automation, backups, and security controls.
Skills
Certifications & education
Contact