Agentic Procurement Bot
Autonomous agent that reads SAP purchase requisitions, drafts supplier RFQs with GPT-4o, parses replies with Claude, and creates purchase orders — end to end, no human in the loop.
~2 minRFQ cycle · from 40
95%+PO accuracy
YG — Portfolio v3Istanbul · 2026
RPA & Agentic AI DeveloperAssan Bilişim · Kibar Holding
YİĞİTGÜRLER
I build autonomous systems that never sleep — agents that read enterprise data, make decisions, and act.
Scroll to enter
Copy. Paste. Repeat. By hand — or by itself. 65+ production RPA workflows, 12–16% less manual workload.
Manifesto
Iteachmachinestoread,decideandact.65+productionautomationsacrosssixdepartments—procurement,HR,IT,finance—quietlysavingthousandsofhumanhourseverysinglemonth.
0Production workflows
0Departments automated
0Workload reduction
0Production uptime
Selected work · 2023 — 2026
The machines
SCROLL → 6 SYSTEMS
K-Bot — BERT Help Desk AI
Fine-tuned BERT on 3+ years of ticket history. Users talk to K-Bot; the model classifies, estimates effort, assigns SLA, and auto-creates tickets via ManageEngine REST API.
94%+classification accuracy
0RPA dependency
SAP Bulk Operations Bot
High-throughput REFramework robot across MM, PP and SD — 1,000+ records per run, full exception taxonomy, auto-retry with app relaunch, stakeholder KPI reports on completion.
1,000+records / run
99.9%production uptime
HR Onboarding — HITL
Human-in-the-loop onboarding automation: document intake, validation and system provisioning orchestrated by robots, with Action Center checkpoints where judgment matters.
6departments served
HITLby design
Real-Time Emotion Detection
Computer-vision pipeline detecting emotion from live video streams — model inference tuned for real-time frame rates.
Livevideo inference
CVpipeline
Predictive Modeling — Kaggle
Competitive machine learning: feature engineering, ensembling and disciplined validation on structured prediction problems.
MLcompetitions
E2Efeature → submit
Obsidian vault · E:\
Second
brain
Every system I build starts as a node in my Obsidian neural network — hundreds of linked notes on agents, LLMs and enterprise automation, compounding daily. This graph is alive. So is the vault.
INSIDETHE CORE
The philosophy
I strip the repetitive out of enterprise work. Autonomous agents watch, decide and act — so people get to do the human part. That engine never sleeps. This is the core.
Trajectory
Jul 2024 — Present
Assan Bilişim
RPA Developer · Kibar Holding
65+ UiPath workflows in production across procurement, HR, IT, finance — REFramework, Orchestrator queues, custom C# activities.
Agentic AI: autonomous GPT-4o + Claude agents operating inside SAP — from purchase requisition to confirmed purchase order.
ML in production: fine-tuned BERT ticket classification serving the whole holding via K-Bot, 94%+ accuracy.
Oct 2023 — May 2024
KVK Holding
Software Engineer Intern
Backend engineering: REST services, SQL, and internal tooling — where the enterprise instincts were forged.
Development practice: Git flow, code review culture, agile delivery in a production codebase.
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