BEKIR.OS
Bekir Ersöz
AI Engineer·Technical Founder
Engineering intelligence into reality.
LLM-supported AI products, industrial optimization research, and technical ventures.
02 — AXIOM
Intelligence built into the site.
AXIOM is not a chat window. It is a system that reasons over Bekir’s verified record, shows the evidence, and states its own boundary.
A canonical question never reaches a model: retrieval, ranking and grounding complete inside the time the browser is already waiting. The model is reserved for questions the canonical record genuinely cannot answer.
- SCOPE
- The verified public record only. It will not produce a claim without a source.
- BOUNDARY
- Asked about an unsupported relationship, it states the boundary instead of inventing the link.
- LATENCY
- Canonical questions never reach a model; the answer is produced locally.
START HERE
03 — THINK
Research and optimisation.
One industrial scheduling problem, modelled comparatively across three approaches — MIP, reinforcement learning and QUBO.
Accepted research and publication record. Every row traces to a canonical record and the source that attests to it.
04 — BUILD
Systems that reach production.
AI architectures, data pipelines, and production systems that run under real constraints.
Each entry is one canonical record, carried with the sources that attest to it.
THE APPLIED RECORD
T3 AI'LE
AI Engineer
May 2024 – Present
Technical contributor to applied AI and large language model work inside the T3 AI ecosystem.
- Contributes to applied AI and LLM-focused engineering within the T3 AI ecosystem.
- Supports AI-enabled problem framing, automation scenarios and project-oriented engineering work.
- A distinct engagement from the T3 Foundation scholarship and volunteering relationship.
2 sources · verified
T3 Foundation
Scholar & Project Volunteer
May 2024 – Present
Scholarship holder and project volunteer supporting national technology initiative work.
- Holds a T3 Foundation scholarship.
- Volunteers on project-based engineering and interdisciplinary collaboration work.
- A separate entity and relationship from the T3 AI’LE engineering role.
2 sources · verified
Microsoft
AI Engineering Track Participant
May 2026 – Jul 2026
Applied Generative AI engineering, Azure OpenAI pipelines, and enterprise LLM system prototyping program.
- Completed an intensive AI engineering track focused on Microsoft Azure ecosystem.
- Prototyped enterprise LLM systems and generative workflows.
1 source · verified
Outlier
AI Engineer · Model Evaluation
Feb 2025 – Jul 2025
Supported human-in-the-loop LLM evaluation, reasoning accuracy auditing, prompt quality verification, and instruction following metrics.
- Audited LLM reasoning accuracy and instruction-following metrics.
- Conducted prompt quality verification for advanced conversational models.
- Contributed to human-in-the-loop AI improvement pipelines.
1 source · verified
Reality AI Lab
Generative AI Engineer (Remote)
Dec 2024 – May 2025
Engineered LLM workflows, prompt-based systems, and evaluated model behavioral accuracy for AI product prototypes.
- Developed prompt-driven system architectures for generative AI applications.
- Conducted model behavior assessment and response quality tuning.
- Assisted in AI product execution bridging research prototypes to functional workflows.
2 sources · verified
CSM Metalurji
Industrial Engineering Intern
Aug 2024 – Sep 2024
Completed production flow observation, quality management processes, and manufacturing floor optimization internship.
- Observed shop-floor physical production flow and logistics.
- Assisted in quality management process reviews.
- Gained practical insight into manufacturing floor optimization challenges.
2 sources · verified
05 — LEAD
Teams, ecosystem, execution.
Decisions taken under ambiguity, recorded together with what they led to.
INSTITUTIONS & ECOSYSTEM
T3 AI'LE
Engineering
T3 Foundation
Scholar & volunteer
IntelliPlay Studios
Founder
TÜBİTAK
Research
TEKNOFEST
Competition & leadership
Microsoft
Programme
Outlier
Engineering
Reality AI Lab
Engineering
06 — PROOF
Claim and what backs it.
Every claim stands with the body that issued it and its verification state. A claim without a source does not appear here.
TÜBİTAK Scientific & Technological Research Council
Institutional acceptance
Energy-price-aware production scheduling research accepted under the TÜBİTAK 2209-A Program.
2025-2026
Bekir Ersöz CV 2026
Documented role
Led software work for Aeronormal UAV communications in the TEKNOFEST context.
2023-2024
LinkedIn Verified Profile
Public page
Verified professional career trajectory in AI Engineering, Industrial Engineering, and Technical Leadership.
2026
Medium Research Publications
Published article
Regular author and publisher of deep-dive architectural analyses and AI engineering essays on Medium.
2026
07 — CONNECT
Talk to me directly.
For technical collaboration, research, and engineering work — reach me directly.