Author: JAMIUL ISLAM

28Dec

Vibe Coding for IoT Demos: Simulate Devices and Build Cloud Dashboards in Hours

Posted by JAMIUL ISLAM 1 Comments

Vibe coding lets you build IoT device simulations and cloud dashboards in hours using AI, not code. Learn how to simulate sensors, connect to AWS IoT Core, and generate live dashboards with plain English prompts.

27Dec

Customer Support Automation with LLMs: Routing, Answers, and Escalation

Posted by JAMIUL ISLAM 3 Comments

LLMs are transforming customer support by automating responses, smartly routing inquiries, and escalating only what needs human help. See how companies cut costs, boost satisfaction, and scale support without hiring more agents.

26Dec

Scaling Multilingual Large Language Models: How Data Balance and Coverage Drive Performance

Posted by JAMIUL ISLAM 6 Comments

Discover how balancing training data across languages-not just adding more-dramatically improves multilingual LLM performance. Learn the science behind optimal sampling and why it's replacing outdated methods.

22Dec

How to Choose Between API and Open-Source LLMs in 2025

Posted by JAMIUL ISLAM 7 Comments

In 2025, choosing between API and open-source LLMs comes down to performance, cost, and control. Open-source models like Llama 3 now match proprietary models in most tasks, with 86% lower costs-but they demand technical expertise. APIs are easier but expensive at scale.

21Dec

Design Systems for AI-Generated UI: How to Keep Components Consistent

Posted by JAMIUL ISLAM 7 Comments

AI-generated UI can speed up design, but without a design system, it creates inconsistency. Learn how design tokens, constraint-based tools, and human oversight keep components unified across digital products.

20Dec

How Generative AI Is Transforming Prior Authorization and Clinical Summaries in Healthcare Admin

Posted by JAMIUL ISLAM 6 Comments

Generative AI is cutting prior authorization time by 70% and improving clinical summaries in U.S. healthcare. Learn how tools like Nuance DAX and Epic Samantha reduce burnout, save millions, and what still requires human oversight.

19Dec

Access Control and Authentication Patterns for LLM Services: Secure AI Without Compromising Usability

Posted by JAMIUL ISLAM 7 Comments

Learn how to secure LLM services with proper authentication and access control. Discover proven patterns like OAuth2, JWT, RBAC, and ABAC-and avoid the most common mistakes that lead to prompt injection and data leaks.

18Dec

Continuous Documentation: Keep Your READMEs and Diagrams in Sync with Your Code

Posted by JAMIUL ISLAM 9 Comments

Stop wasting time on outdated READMEs and diagrams. Learn how to automate documentation sync with your code using CI/CD tools, AI, and simple workflows - so your docs always match reality.

17Dec

Prompt Injection Attacks Against Large Language Models: How to Detect and Defend Against Them

Posted by JAMIUL ISLAM 9 Comments

Prompt injection attacks trick AI systems into revealing secrets or ignoring instructions. Learn how they work, why traditional security fails, and the layered defense strategy that actually works against this top AI vulnerability.

16Dec

Legal and Regulatory Compliance for LLM Data Processing in 2025

Posted by JAMIUL ISLAM 0 Comments

LLM compliance in 2025 means real-time data controls, not just policies. Understand EU AI Act, California laws, technical requirements, and how to avoid $2M+ fines.

15Dec

Prompt Length vs Output Quality: The Hidden Cost of Too Much Context in LLMs

Posted by JAMIUL ISLAM 7 Comments

Longer prompts don't improve LLM output-they hurt it. Discover why 2,000 tokens is the sweet spot for accuracy, speed, and cost-efficiency, and how to fix bloated prompts today.

14Dec

How Compression Interacts with Scaling in Large Language Models

Posted by JAMIUL ISLAM 8 Comments

Compression and scaling in LLMs don't follow simple rules. Larger models gain more from compression, but each technique has limits. Learn how quantization, pruning, and hybrid methods affect performance, cost, and speed across different model sizes.