Archives & Publications
Essays, technical articles, and architectural deep-dives.
Full Career Record
The complete documented footprint, classified by what each relationship actually was. Professional experience, research, leadership and programmes are kept distinct — a training programme is never presented as a job.
T3 AI'LE
AI Engineer
Technical contributor to applied AI and large-language-model work inside the T3 AI ecosystem.
2024-05 — PresentProfessional ExperienceSource: Bekir Ersöz CV 2026, Verified profile exportIntelliPlay Studios
Founder & CEO
Leads product and technical direction for NeuralBound, an AI-supported game concept using LLM-driven player-behaviour analysis.
2024-12 — PresentFounderSource: Bekir Ersöz CV 2026, Verified profile exportBaykar AI
AI Engineer
AI Engineer at Baykar AI, concurrent with the T3 AI’LE role, contributing to the establishment and development of advanced AI infrastructure and applications.
2024-05 — PresentProfessional ExperienceSource: src-owner-correction, Historical portfolio recordMicrosoft AI Innovators / AI Engineering Track
AI Engineer
Applied AI engineering track covering generative AI, Azure/OpenAI workflows, responsible AI and prototype architecture.
2026-05 — 2026-07ProgramSource: Bekir Ersöz CV 2026Source conflict: The Profile export lists a separate "Microsoft — Artificial Intelligence Engineer (Dec 2023 – Feb 2025)" entry whose own description states it was the Microsoft AI Engineer learning path. Neither entry establishes employment at Microsoft.
TEKNOFEST
AI Development Lead / Software Development Team Lead
Led AI and software workstreams across Turkish NLP, agentic Turkish LLM, technological applications in psychology, and the Aeronormal UAV telecommunications competition tracks.
2023-12 — 2025-09CompetitionSource: Bekir Ersöz CV 2026, Verified profile exportOutlier
AI Engineer
Supported model evaluation workflows covering prompt quality, response assessment, reasoning accuracy, instruction following and human-in-the-loop review.
2025-02 — 2025-07Professional ExperienceSource: Bekir Ersöz CV 2026Source conflict: The Profile export shows this role as ongoing ("Feb 2025 – Present"). The current 2026 CV states it ended in July 2025 and takes precedence.
Reality AI Lab
Generative AI Engineer
Worked on LLM workflows, prompt-driven system development and model behaviour assessment for AI product execution.
2024-12 — 2025-05Professional ExperienceSource: Bekir Ersöz CV 2026, Verified profile exportSTARD
Founder / CEO
Founded and ran early software initiatives across mobile apps, websites and decentralised applications.
2022-07 — 2024-12FounderSource: Bekir Ersöz CV 2026, Verified profile exportCSM Metalurji
Industrial Engineer Intern
Completed a production internship with exposure to quality management, production flow and shop-floor industrial engineering practice.
2024-08 — 2024-09Professional ExperienceSource: Bekir Ersöz CV 2026, Verified profile exportBinance Smart Chain / Web3 Ecosystem
Blockchain Developer
Built Solidity smart-contract and decentralised application concepts within the Binance Smart Chain developer ecosystem.
2022-12 — 2023-08EcosystemSource: Bekir Ersöz CV 2026, Verified profile exportSource conflict: The Profile export labels this entry simply "Binance". The relationship is ecosystem development on Binance Smart Chain, not employment by Binance.
NEXUS Engine
Supervisor
Supervisor role recorded in the Profile career export; no further scope is documented in the current CV.
2025-06 — PresentProjectSource: Verified profile exportTÜBİTAK
2209-A Researcher
Accepted 2209-A undergraduate research on energy-price-aware production scheduling, comparing MIP, reinforcement learning and QUBO approaches.
2024-11 — 2026ResearchSource: Bekir Ersöz CV 2026, Verified profile exportIAC 2026
Research Author
Research submission activity on LEO regulatory throughput, licensing-linked space debris compliance, disposal verification and liability mechanisms.
2026 — 2026ResearchSource: Bekir Ersöz CV 2026Aeronormal (TEKNOFEST International UAV Competition)
Software Lead
Coordinated software architecture and real-time communication logic for a telecommunications-focused UAV system.
2023-12 — 2025-05ProjectSource: Bekir Ersöz CV 2026, Verified profile exportPRO ERA — Next Vision
Development Team Lead
Team lead for a technology development team recorded in the Profile career export.
2024-04 — 2024-12ProjectSource: Verified profile exportFreelance / Self-Employed
Project Team Lead
Led a C++ database information systems project implementing a cargo tracking system.
2023-10 — 2024-01ProjectSource: Verified profile exportFreelance / Self-Employed
Project Manager / Team Lead
Led a C-language project team recorded in the Profile career export.
2023-08 — 2023-10ProjectSource: Verified profile export
RECURRING INTELLECTUAL IDEAS
Reinvention & The Antifragility of Mindset
“Personal and technical evolution requires burning obsolete assumptions to rebuild on deeper foundations.”
Resilience is not merely enduring pressure; it is the deliberate act of structural renewal—allowing past iterations of oneself or one's code to collapse so higher-order clarity can emerge.
Provenance — Derived from Medium reflection essay "Küller / Ashes", founder career trajectory, and leadership under operational constraints.
Deterministic Bounds Over Stochastic AI Autonomy
“Autonomous intelligence is only as trustworthy as the mathematical determinism of its surrounding constraints.”
Neural networks are probabilistic engines. In mission-critical environments, unconstrained agents become operational liabilities. Rigorous systems engineering must bound neural models within deterministic state DAGs and verified tool sandboxes.
Provenance — Formulated in AXIOM two-tier permission security model, and architectural writing.
Constraints as the True Drivers of Optimization
“Engineering breakthroughs happen at the boundary of hard, unavoidable physical and economic limits.”
Unconstrained systems foster sloppy architectures. Real innovation in operations research and systems design occurs when hard limits (electricity spot tariffs, civil aviation crew rest rules, edge compute budgets) force algorithmic elegance.
Provenance — Derived from TÜBİTAK 2209-A energy-aware scheduling research.
Licensing and Orbital Responsibility
“Space debris compliance can be examined through licensing-linked research questions.”
The research work frames space debris compliance alongside licensing responsibilities in an orbital governance context.
Provenance — Derived from licensing-linked space debris compliance research prepared in an IAC 2026 context.
PUBLISHED ESSAYS & MANIFESTOS
The Engineering Manifesto: Principles of Intelligence & Execution
A foundational declaration on rigor, systems thinking, and leadership under ambiguity.
A structured philosophy outlining why intelligence must be engineered into reality through disciplined constraints, empirical proof, and relentless execution rather than empty assertions.
Ashes (Küller): On Reinvention, Pressure, and Renewal
A reflective essay on structural resilience and personal evolution.
A profound reflection on how professional setbacks, high-stakes pressure, and collapsed assumptions serve as the essential catalyst for rebuilding stronger architectural foundations.
Engineering Intelligence Into Reality: Lessons in Architecture
Bridging deterministic mathematical optimization and probabilistic neural agents.
A comprehensive technical essay analyzing why production-grade artificial intelligence must be anchored in deterministic operations research guardrails and rigorous software engineering.