Technical Articles

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

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IABackend•3 min

Refining Embedding Models for Semantic Search in Technical Documentation

Learn how to fine-tune embedding models to capture domain-specific terminology and improve information retrieval accuracy in technical docs.

IABackend•2 min

LLM Orchestration with Prompt Caching for High-Frequency Latency Reduction

Discover how prompt caching optimizes latency in high-frequency LLM applications. A technical deep dive into cost reduction and faster inference performance.

IAEngenharia•2 min

Local Execution of Large Language Models with 4-Bit Quantization for Code Generation

Learn how to run powerful language models on consumer hardware using 4-bit quantization for coding tasks. Understand the trade-offs between precision and performance in real-world scenarios.

IAEngenharia•5 min

Building Specialized AI Code Review Agents for Style Guide Compliance

Learn how to design artificial intelligence agents dedicated to auditing codebases, ensuring strict adherence to style guides and software architecture standards automatically.

AutomaçãoIA•4 min

Unstructured Document Reading Automation with Local OCR and Regex Validators

Learn how to build a local data extraction pipeline for unstructured documents combining open-source OCR and regular expression validation.

IABackend•5 min

LLM Hallucination Mitigation Through Syntactic Validators and AST Parsing

Learn how to combine syntactic validators and abstract syntax tree (AST) parsing to block language model hallucinations and code errors in practice.

IAEngenharia•3 min

Efficient Language Model Fine-Tuning under Limited Resources with QLoRA and VRAM Optimization

Learn how to adapt large artificial intelligence models using minimal video memory through modern quantization and low-rank adaptation techniques.

IAArquitetura•4 min

Personal Knowledge Management Systems with Local Vector Databases and Asynchronous Note Synchronization

Learn how to architect an intelligent note-taking system that runs entirely on your computer, combining local artificial intelligence with asynchronous synchronization to keep your data private and accessible.

IABackend•4 min

Building Information Retrieval Systems with Sparse-Dense Hybrids and Re-ranking

Learn how to design search systems combining sparse and dense representations with AI-based re-ranking for maximum retrieval accuracy.

IABackend•5 min

Multi-Agent Autonomous LLM Orchestration: Routing, Context and Tool-Calling

Learn how to build AI systems with multiple intelligent agents collaborating through dynamic routing, shared context, and tool-calling in production environments.