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Achievement: Pair ExtraordinaireAchievement: Pull Sharkx3Achievement: YOLOAchievement: QuickdrawAchievement: Arctic Code Vault Contributor

Achievements

Achievement: Pair ExtraordinaireAchievement: Pull Sharkx3Achievement: YOLOAchievement: QuickdrawAchievement: Arctic Code Vault Contributor

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tounsils/README.md

Ilyes Tounsi

Senior Full-Stack Engineer — LLM evaluation, agentic workflows, advanced developer tooling Carlsbad, CA · tn76.com · LinkedIn · tounsils@gmail.com

I build production web applications end-to-end and design evaluation tasks that benchmark frontier AI agents. Recent focus: deterministic test harnesses, long-context puzzle design for LLM agents, and CLI-driven developer tooling.

What I'm working on

  • LLM evaluation tasks for an agent-benchmark program (Python, Docker, pytest). Authoring stateful environments with hidden constraints, mislabel traps, and seasonal-gate puzzle mechanics that calibrate agent difficulty against models like Claude Opus 4.6 and GPT-5.
  • Timecards — a local-first desktop time tracker for managing multiple concurrent projects (repo).
  • Digital QR Card — full-stack platform (Node, Express, MongoDB, Vite + React) at digitalqrcard.com.

Stack

Languages — Python, TypeScript, JavaScript, PHP, C++, Bash Frontend — Next.js, React, React Native, Vue, Tailwind, Bootstrap Backend — Node.js, Express, Laravel, REST APIs Testing — pytest (boundary + edge-case validation, fixture-driven integration), Jest, deterministic harnesses AI / LLM — agent evaluation, prompt-trap design, long-context puzzle authoring, RLHF-adjacent annotation workflows, Anthropic + OpenAI APIs DevOps / Cloud — AWS (Solutions Architect track), Docker, Kubernetes, Jenkins, Nginx, CI/CD Databases — MongoDB, PostgreSQL, MySQL, MariaDB Tooling — Claude Code, advanced CLI automation, WSL, git workflows

Selected projects

Project What it is Stack
timecards Local desktop time tracker; multi-project concurrent tracking Python, Windows binaries
technical-assessment-deploy Deployable hiring-assessment platform TypeScript, Next.js
tn76-radiotv Streaming/media web app TypeScript
i-CRM Self-hosted CRM (leads, invoicing, staff) — 6★ Laravel, Blade
Human-Resources-App HR platform: payroll, recruiting, performance JavaScript
AWS-Solutions-Architect-Professional Notes + reference material for the SAP-C02 cert —

Reach me

Open to senior full-stack roles with an LLM-evaluation, agent-benchmarking, or developer-tooling component.

Pinned Loading

  1. timecards timecards Public

    Timecards — local desktop time tracker for working on multiple projects at once. Windows binary releases.

  2. i-CRM i-CRM Public

    i-CRM is a web-based CRM software that facilitates you to manage leads, customers, proposals, estimates, invoices, items, taxes, staff, messaging and other important features. Web based self hosted…

    Blade 6 1

  3. Human-Resources-App Human-Resources-App Public

    Human Resources application dealing with the people and issues related to people such as compensation and benefits, recruiting and hiring employees , onboarding employees, performance management, t…

    JavaScript 2 1

  4. AWS-Solutions-Architect-Professional AWS-Solutions-Architect-Professional Public

    AWS solutions architect professional

    1

  5. technical-assessment-deploy technical-assessment-deploy Public

    Deployable Next.js platform for delivering and grading technical hiring assessments. TypeScript, edge-case test coverage.

    TypeScript

  6. tn76-radiotv tn76-radiotv Public

    Streaming web app for radio/TV media (TypeScript, React). Production deployment at tn76.com.

    TypeScript