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caglarkc/README.md

Ali Çağlar Koçer

Computer Engineer · Backend & AI Systems · Founder of ACK Techs

Istanbul, Turkey · Open to new opportunities

Website LinkedIn ACK Techs Email


About

I'm a computer engineer who started in software testing, optimization and observability, and now builds production backend systems and AI-powered products. Over the last two years I've shipped software in Node.js, Go and Python, and my focus has moved from classic backend work toward LLM-based, agentic systems: tool use, MCP, RAG and multi-agent orchestration.

I like systems that are measurable, explainable and safe by default: deterministic decisions where it matters, LLMs where they add real value.

I'm the founder of ACK Techs, an independent product and technology team building software, AI and design products ("Engineering Ideas Into Reality").

What I'm Working On

Project What it is Status
WatchTower CLI-first UEBA platform for closed corporate networks. Learns user/entity baselines, scores anomalies with deterministic engines, and produces explainable alerts. LLMs are used only for explanation, never for final decisions. (Python, LangGraph) Active development
Sentinel Agentic observability CLI plus a read-only gateway over Prometheus, Loki and Tempo, so metrics, logs and traces are inspected from one terminal workflow. (Python, FastAPI, Kubernetes, OpenTelemetry) Prototype
Immense Fitness platform connecting athletes and coaches: plans, progress tracking and communication in one place. 17 microservices plus a mobile app. Live
Argus Extensible Python runtime for LLM coding agents: provider adapters (OpenAI-compatible, Anthropic), tool registry, permission modes, hooks, skills, trajectory recording and BFCL / SWE-bench style evaluation. Open source
NookSpace Desktop AI agent workspace (Electron, React, TypeScript) with scoped file/command tools, MCP connectors, skills and session traces. Open source
EstatePilot Human-in-the-loop AI assistant for estate agents: intent routing, tool chain, reply drafting with approval gate and CRM follow-ups. (React, TypeScript, multi-provider LLM client) Prototype

Featured technical work

Agent Browser — an experimental browser execution layer for AI agents. The page is observed through DOM controls, JEV chooses the next typed action, Lightpanda executes it, and the real outcome is verified independently. Chromium DOM and screenshot/OCR paths serve as baselines.

In the published live benchmark (matched subset: the 9 tasks all three paths completed, cold browser starts), the Lightpanda DOM path was 73% faster and used 84% less local memory than the Chromium screenshot/OCR path. Raw results, measurement protocol and caveats are in the repo. This is measured prototype data, not a general claim about all browsers.

Path (matched live tasks) Median task time Median local peak memory
Chromium + screenshot/OCR + JEV 11.07 s 538.69 MiB
Chromium DOM + JEV 6.97 s 483.09 MiB
Lightpanda DOM + JEV 2.96 s 83.79 MiB

Architecture Catalog — a versioned catalog and CLI (archcat) for scaffolding architecture starters: FastAPI, NestJS, LangGraph agent API, Typer CLI, React + FastAPI full-stack and FastAPI microservices (Compose). Templates are distributed as independent ZIPs, fetched on demand and verified by SHA-256. v0.1.0 is an untested initial release (build, types, schemas, manifests and packaging checked); npm publication is pending.

More from ACK Techs: DemandRift (market-research agent), Steward, Robotutor / OLMS, Archon and FIRST, a program that helps students move from first open-source contributions to real projects. See ack-techs.com.

Tech Stack

Backend & Architecture

Go Node.js Python C# gRPC FastAPI RabbitMQ

AI & Agentic Systems

LangGraph LangChain MCP RAG

Data

PostgreSQL Redis MongoDB DynamoDB

Cloud, DevOps & Observability

Docker Kubernetes Istio Terraform AWS Prometheus Grafana OpenTelemetry

Frontend & Mobile

React TypeScript Electron Flutter Kotlin Java

Focus Areas

  • Backend & distributed systems: microservices, REST/gRPC, event-driven design with RabbitMQ and Redis Streams, JWT-based auth.
  • Agentic AI: LLM integration, tool use and MCP, LangGraph/LangChain workflows, RAG, human-in-the-loop approval gates.
  • Observability & reliability: metrics, logs and traces with Prometheus, Grafana, Loki, Tempo and OpenTelemetry; load and chaos testing.
  • Cloud-native delivery: Docker, Kubernetes, Istio, Terraform and AWS serverless.

Selected Repositories

Let's Connect

I'm open to backend, AI/agentic systems and platform engineering roles, and to collaborations on interesting products.

Engineering ideas into reality.

Pinned Loading

  1. watchtower-demo watchtower-demo Public

    Python 3 3

  2. caglarkc caglarkc Public

    2 1

  3. sentinel-coming sentinel-coming Public

    TypeScript 2 2

  4. ACK-Techs/.github ACK-Techs/.github Public