Technical Articles

Practical articles, in-depth tutorials, and architectural insights on software engineering, AI, and systems.

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IAHardware•4 min

Multimodal Model Inference Optimization in Edge Devices with Dedicated NPU Accelerators

Explore how to run AI models combining text, vision, and audio directly on resource-constrained local hardware using dedicated NPU accelerators and computational efficiency techniques.

IAEngenharia•4 min

Memory-Efficient Fine-Tuning Implementation with Quantization-Aware Training in Large Language Models

Learn how to adapt large language models directly on limited hardware using quantization-aware training, dramatically reducing memory consumption without sacrificing accuracy.

IAHardware•5 min

Building Local Inference Pipelines with Diffusion Models on Dedicated Hardware

Learn how to build efficient local pipelines for image generation using diffusion models on dedicated hardware, balancing speed and energy consumption in edge servers.

IABackend•6 min

Multi-Agent LLM Orchestration in Production

Learn how to design artificial intelligence systems with multiple cooperative agents, managing shared context, dynamic routing, and tool execution.

IABackend•5 min

Implementation of Sparse Attention Mechanisms in Language Models for Computational Load Reduction

Explore how sparse attention optimizes memory and processing in large language models, enabling efficient handling of long contexts.

IABackend•4 min

Optimizing LLM Code Generation via Structured Prompts and Context Caching

Learn how combining structured prompt engineering and context caching accelerates AI code generation while significantly cutting operational costs.

IAEngenharia•5 min

Multimodal Model Inference in Edge Computing with NPU and ONNX Runtime

Learn how to run artificial intelligence models combining vision and text locally on low-power devices using dedicated hardware accelerators.

IABackend•4 min

Code Language Model Fine-Tuning with LoRA Adapters and QLoRA Quantization

Learn how to efficiently adapt large language models specialized in source code using LoRA adapters and QLoRA quantization to optimize GPU memory and costs.

IAEngenharia•4 min

Mitigating Language Model Hallucinations Through Local Logical Reasoning Chains

Learn how to combine artificial intelligence with local logical chains to prevent fabrications and guarantee structured, reliable answers in critical environments.

IAHardware•6 min

Neural Networks on Microcontrollers: Low-Power Acoustic Anomaly Detection

Learn how to design embedded Artificial Intelligence systems capable of listening to machinery operation and identifying mechanical failures before they occur, using energy-efficient microcontrollers.