AI FOR VFX
Production-aware generative imaging, asset creation, inpainting, video transformation, data strategy, and artist-centered tooling for visual-effects pipelines.
[ APPLIED_RESEARCH // ENGINEERING ]
TURN UNCERTAIN AI INTO SYSTEMS THAT WORK.
TSA is an independent consultancy led by Levent Ozbek. I help teams navigate technically ambitious work—from first-principles research to prototypes and production systems.
01 // THE PRACTICE
RIGOROUS RESEARCH. PRACTICAL ENGINEERING.
The most valuable AI problems rarely arrive with a clean specification. They sit between research, product, infrastructure, and creative judgment—where the model is only one part of the system.
TSA works inside that ambiguity. I translate emerging methods into testable architectures, identify the experiments that matter, and build the shortest credible path from idea to operational capability.
02 // CAPABILITIES
SPECIALIST DEPTH, SYSTEMS-LEVEL VIEW.
QUANTUM AI
Hybrid quantum-classical prototypes, circuit and simulator design, quantum machine-learning research, and honest benchmarking against classical baselines.
GENERATIVE MODELS
Fine-tuning, LoRA systems, RAG, synthetic data, evaluation, model routing, and deployment for image, video, language, and multimodal workflows.
FRONTIER MODELS
Evaluation harnesses, inference architecture, adaptation strategies, agentic workflows, and compute-conscious integration of rapidly evolving foundation models.
WORLD MODELS
Multimodal representation learning, predictive environments, simulation, and research roadmaps for systems that learn how dynamic worlds behave.
03 // METHOD
FROM AMBIGUITY TO TRANSFER.
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01
DEFINE
Clarify the decision, constraints, evidence, and success criteria before committing compute or engineering time.
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02
PROVE
Run focused experiments and build an instrumented prototype that exposes technical risk early.
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03
TRANSFER
Deliver the architecture, code, findings, and operating knowledge your team needs to continue with confidence.
04 // ENGAGEMENT MODELS
BUILT AROUND THE DECISION YOU NEED TO MAKE.
TECHNICAL ADVISORY
Architecture reviews, research strategy, technical diligence, experiment design, and direct counsel for founders and engineering leaders.
APPLIED R&D SPRINT
A bounded engagement to test a high-value hypothesis, establish a baseline, and produce a working technical demonstrator.
EMBEDDED ENGINEERING
Hands-on partnership with your team to build, integrate, evaluate, and operationalize a critical AI capability.
05 // CONTACT
BRING THE HARD PROBLEM.
If you are exploring a technically demanding AI initiative, book an introductory call. We will use the time to understand the decision in front of you, the constraints around it, and whether TSA is the right fit.
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