İsmail Çelik

Senior Software & AI Engineer

Full-stack, mobile and AI systems built with practical architecture.

10+ years building backend services, mobile apps and the infrastructure they run on. Today I ship LLM features to production: agents, RAG and on-device ML. Based in Ankara, remote-ready.

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Latest Updates

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Gemini 4 Carbon topped the Artificial Analysis Intelligence Index v5. Before OpenAI and Anthropic make their next flagship moves, Google has raised the bar once again. But I don’t think that’s the most interesting development. Models have become so powerful that they’re not just writing code; they’re also becoming increasingly capable of using tools, planning multi-step tasks, recovering from errors, and managing their own workflows. Maybe soon we’ll be saying, “Harness is dead—now we can talk about Agent Harness.”
#AI#LLM#AIEngineering#AgenticAI#Google#Anthropic#OpenAI
Gemini 4 Carbon is the new #1 on the Artificial Analysis Intelligence Index v5
Google’s Gemini 4 Carbon is the new #1 on the Artificial Analysis Intelligence Index v5, and second only to Claude Opus 5.5 on the Artificial Analysis Coding Agent Index.
After PHP2Shell, now this. 🤭 Calif just demonstrated iPhone compromise chains at Hexacon in Paris. The demos: • 1-click exploit via Signal • Exploit via iMessage — the app almost every iPhone user has • Persistence on the device ("Apple Persistent Threat") No CVEs or technical details yet — they say everything will be released in due time. PS: Calif is a cybersecurity and AI security firm that provides security and penetration testing services to AI giants such as OpenAI, Anthropic, Google and xAI.
#CyberSecurity
iPhone — Calif
Today, we hacked what we'd set out to hack: the iPhone.
DeepInfer is an inference framework that powers DeepSeek’s own large-scale production services. Previously, they had mostly released individual kernels and libraries as open source (FlashMLA, DeepGEMM, DeepEP). Now, the engine itself—which brings these components together—has also been released as open source.
#AI#DeepSeek#LLM#AIInfrastructure#OpenSourceAI#AIEngineering
DeepInfer
High-performance, large-scale inference framework for DeepSeek models.
Hugging Face might not like this article. 🙂 The risks of open models are real. Once model weights are published, it’s hard to regain control. However, I don’t think it’s entirely accurate to say that closed models are automatically safe and open models are automatically dangerous. Let me give an example from my own experience: While working on cybersecurity and security measures, I’m able to easily get a lot of technical support from open models that I run locally via Pi—support I couldn’t get from Fable or Opus. Open models are particularly helpful when it comes to analyzing security scenarios, assessing potential vulnerabilities, and developing defensive measures. Anthropic's models can be quite frustrating during the stages of generating and testing attack scenarios. It’s essential to always have a trusted open model at your disposal. If you’re interested, the article is here: https://www.technologyreview.com/2026/10/13/1146366/open-models-have-real-benefits-do-they-outweigh-the-risks/
#OpenSourceAI#AIEngineering#CyberSecurity#LLM#OpenModels
Open models have real benefits. Do they outweigh the risks?
Why the open-closed AI debate is more complicated than it seems.

Selected Work

Netelsan Cloud

Live

A mobile cloud experience for Netelsan users across iOS and Android app stores.

React Native · iOS · Android · Node.js · Realtime · PostgreSQL

Netelsan Burglar Alarm System

Live

A production mobile alarm system for monitoring and managing burglar alarm workflows.

React Native · Node.js · MongoDB · Realtime · iOS · Android

VectraX

Live

Real-time, operator-driven visual tracking: draw a box around any object and VectraX follows it frame by frame, reports its confidence and keeps working on objects no detector knows.

Python · OpenCV · Core ML · PyTorch · RF-DETR · Kalman Filter

SMD Vision Inspector

In progress

Deterministic computer-vision inspection for SMD placement lines: flags missing, shifted, rotated or reversed components on every PCB before reflow.

Python · OpenCV · Computer Vision · Manufacturing · CI

The Message (Çağrı)

Live

A Turkish/English Islamic guidance app delivering daily verses, hadiths and dhikr through scheduled local notifications.

React Native · Expo · NestJS · Supabase · PostgreSQL · Fly.io

Tilavet Meal

In progress

Listens to live Quran recitation, locates the ayah being recited and plays its verified Turkish meal. 0 wrong meals across 837 blind tests; runs on-device on iPhone.

Python · Swift · Speech Recognition · On-device ML · PyTorch · iOS

DilKart

Live

Offline-first English flashcards with FSRS spaced repetition and a built-in three-way dictionary (EN→TR, TR→EN, EN→EN), synced across iOS and web.

TypeScript · React Native · Expo · SQLite · Supabase · Fly.io

Claude Code Guide

Live

A practical guide to using Claude Code at every stage of development: CLAUDE.md, hooks, agents, prompt strategies and real-world scenarios, in English and Turkish.

Claude Code · AI Agents · Hooks · Prompt Engineering

  • Remote Alarm Monitoring SoftwareReact · JavaScript · MongoDB
  • Automatic Versioning & Distribution SystemCI/CD · GitHub Actions
  • Vehicle Tracking Mobile & Web AppsFlutter · React · Spring
  • Log Management & Monitoring SystemsZabbix · Cacti · Linux
  • Cisco Network Configuration Tool.NET · Network Automation
  • Pardus Migration & Open Source Server StackPardus · Zimbra · Linux
  • Terminal Server Web Control ApplicationMVC · .NET

Certifications

AWS Cloud Quest: Cloud Practitioner - Training Badge

Amazon Web Services

Issued Apr 2026

Credential ID: d6a23e7f-e791-45dc-af4c-2c153100f8ab

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Amazon Web Services (AWS), EC2 and 4 more skills
AWS Cloud Quest: Cloud Practitioner - Training Badge

AWS Cloud Quest: Generative AI Practitioner - Training Badge

Amazon Web Services

Issued May 2026

Credential ID: b5cf2640-d25d-415d-88e2-551df8e29618

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Amazon Web Services (AWS), Generative AI and 4 more skills
AWS Cloud Quest: Generative AI Practitioner - Training Badge

Gen AI Agents: Transform Your Organization

Google

Credential ID: 23802425

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Gen AI Agents, Gemini, GCP and 3 more skills
Gen AI Agents: Transform Your Organization

Career Essentials in Generative AI by Microsoft and LinkedIn

Microsoft

Credential ID: c9bf2e317293a00fa8dfb3a745801ad1d736f4dee5a058e2ae28c3f668928f31

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Generative AI, Microsoft Copilot and 3 more skills
Career Essentials in Generative AI by Microsoft and LinkedIn

Building with the Claude API

Anthropic

Credential ID: tpmqa4yquc64

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Claude API, Tool Use and 3 more skills
Building with the Claude API

Python 101 for Data Science

IBM

Credential ID: 5ac6eabe1e3e448f97490ae85e3c12f7

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Python, Data Science and 3 more skills
Python 101 for Data Science

Skills

Mobile

React Native · Expo · Flutter · iOS · Android

Backend

Node.js · NestJS · Spring Boot · Express.js · FastAPI · REST · WebSocket · MQTT

AI & Data

Python · RAG · LLM · AI Agents · Claude Code · Ollama · Computer Vision · OpenCV · Core ML · Speech Recognition · PyTorch · TensorFlow · ChromaDB · Qdrant

Cloud & DevOps

AWS · GCP · Fly.io · Docker · Kubernetes · CI/CD · GitHub Actions · Prometheus · Grafana · Nginx · Linux

Databases

PostgreSQL · Supabase · SQLite · MongoDB · MySQL · MSSQL · Redis

Languages & Tools

TypeScript · JavaScript · Python · Java · Swift · Dart · Go · Rust · Git

About

I am a senior software engineer at Netelsan in Ankara, working on backend and platform engineering for IP intercom, burglar alarm and smart-home products: WebRTC service infrastructure on AWS, observability with Prometheus and Grafana, and the automated release pipeline that feeds the production line.

I enjoy building things from scratch — network servers, parsers, CLI tools — and I care about the low-level details: memory management, concurrency, I/O protocols and performance tuning.

Before that, I was the sole engineer on a company-wide ERP for a Saudi contracting firm (Java, Spring Boot, React, Flutter), built mobile and fleet-tracking apps at Bitcraft, and started my career as a system and network engineer in the Turkish Naval Forces. I hold a BSc in Computer Engineering from Karadeniz Technical University.