Björn Bendix

Resilient Backends:Modular fault-tolerant architectures with API routing, fallback cascades & circuit breakers for maximum system stability.

Async I/O:Routine handling of non-blocking queries & efficient API management (asyncio).

Hardware Agnostic:Migration of inference loads from proprietary ecosystems (CUDA) to open standards (DirectML, DX 12).

LLM Orchestration:Hybrid integration of cloud APIs (Gemini) & local inference (ONNX). Profound experience in prompt engineering (incl. recursive prompts & JSON/XML outputs).

RAG Systems:Development and conception of local RAG pipelines through the integration of embedding models (SentenceTransformers) and zero-copy vector DBs (SQLite-vec).

Frontend Architecture:Development of multi-layer UIs in PyQt6 for asynchronous data streams & real-time compositing.

Media & Tooling:Script-based image management, cropping, Base64 handling for APIs & structured logging.

Information Distillation:Autonomous pipelines for entropy reduction. Application of Information Bottleneck & Bayesian Surprise as relevance filters.

Memory Management:Asymmetric memory structures (L1/L2/L3 caching) for LLMs. Extraction & consolidation of logs into persistent knowledge assets (RAG).

DDD:Modeling according to Ports-and-Adapters pattern. Decoupling of business logic & infrastructure for maximum scalability & testability.

Geoinformatics:Cartography and GIS design and application (self-employment).

Visual Communication:Advertising technology and graphic design (journeyman's certificate).

Operations:Logistics, machine operation, automation, and workflow organization (various training).