Category: Artificial Intelligence - Page 2
- Mark Chomiczewski
- Mar, 28 2026
- 7 Comments
Hybrid API and Self-Hosted Strategies to Balance LLM Costs and Control
Learn how to balance LLM costs and control using a hybrid strategy combining self-hosted models and managed APIs. Discover routing logic, cost thresholds, and implementation details for 2026.
- Mark Chomiczewski
- Mar, 27 2026
- 6 Comments
Design Reviews for Vibe-Coded Features: ADRs and Architecture Boards
Explore how to apply strict design reviews, ADRs, and architecture board governance to AI-generated code to prevent technical debt and maintain long-term system health.
- Mark Chomiczewski
- Mar, 26 2026
- 5 Comments
Benchmarking Transformer Variants for Production LLM Workloads: A 2026 Performance Guide
A comprehensive guide to selecting the right transformer architecture for production workloads in 2026. We compare open-source and proprietary models including GPT-4, Claude, and Falcon based on real-world metrics.
- Mark Chomiczewski
- Mar, 25 2026
- 10 Comments
When to Use Reasoning Models: Cost Implications of Think Tokens in LLMs
Understand the cost implications of think tokens in reasoning models. Learn when to use advanced LLMs like OpenAI o1 and DeepSeek-R1, how to manage token costs, and strategies for 2026 deployment.
- Mark Chomiczewski
- Mar, 23 2026
- 10 Comments
Training Data Pipelines for Generative AI: Deduplication, Filtering, and Mixture Design
Training data pipelines for generative AI are the hidden foundation of model performance. Deduplication, filtering, and mixture design determine whether your AI learns correctly-or repeats garbage. Learn how top models like Llama 3 and Claude 3 clean their data.
- Mark Chomiczewski
- Mar, 22 2026
- 8 Comments
From Rule-Based NLP to Large Language Models: How AI Learned to Understand Language
From rigid rules to trillion-parameter models, NLP has transformed from a narrow engineering task into a powerful form of artificial reasoning. This is the story of how machines learned to understand language.
- Mark Chomiczewski
- Mar, 21 2026
- 10 Comments
Keyboard and Screen Reader Support in AI-Generated UI Components
AI-generated UI components can improve accessibility, but only if they properly support keyboard navigation and screen readers. Learn what works, what doesn't, and how to ensure compliance with WCAG standards.
- Mark Chomiczewski
- Mar, 20 2026
- 8 Comments
How Prompt Templates Reduce Waste in Large Language Model Usage
Prompt templates cut LLM waste by 65-85% by reducing unnecessary token use, lowering costs, and cutting energy consumption. Learn how structured prompts outperform vague ones in code, data, and classification tasks.
- Mark Chomiczewski
- Mar, 19 2026
- 10 Comments
Product Managers Prototyping with Vibe Coding: How AI Is Cutting Time-to-Feedback to Days
Vibe coding lets product managers turn plain English into working prototypes in hours-not weeks. Discover how AI is cutting time-to-feedback, empowering non-engineers, and reshaping product development in 2026.
- Mark Chomiczewski
- Mar, 17 2026
- 6 Comments
Retrieval-Augmented Generation for Factual Large Language Model Outputs
Retrieval-Augmented Generation (RAG) improves factual accuracy in large language models by pulling real-time data during responses. It stops hallucinations, avoids outdated info, and lets users verify sources-all without retraining the model.
- Mark Chomiczewski
- Mar, 16 2026
- 6 Comments
Standards for Generative AI Interoperability: APIs, Formats, and LLMOps
The Model Context Protocol (MCP) has become the leading standard for generative AI interoperability, enabling seamless communication between AI agents and tools. Learn how MCP's technical design, regulatory backing, and real-world adoption are reshaping enterprise AI.
- Mark Chomiczewski
- Mar, 15 2026
- 7 Comments
Designing Inclusive Forms in Vibe-Coded Apps: Labels, Errors, and ARIA
AI-generated forms often fail accessibility standards, leaving users with disabilities unable to complete critical tasks. Learn how to fix label associations, error announcements, and ARIA misuse in vibe-coded apps.