Tolics Engineering Mind

Software architecture, AI systems, and engineering insights

MACHINE-LEARNING

AI Tech in One Sentence
May 15, 2026 • 4 min read
Fifteen core AI concepts — from machine learning to agentic AI — each defined in a single sentence, ordered to build on each other into a mental …
#AI #LLMS #MACHINE-LEARNING
Why Your LLM Asks Questions (And Why You Should Too)
Mar 18, 2026 • 7 min read
How RLHF trains models to seek clarification instead of guessing — and a four-agent pipeline that brings the same discipline to your own requirements.
#AI #LLMS #MACHINE-LEARNING
When AI Surprised Its Creators: The GPT-2 Story
Oct 12, 2025 • 2 min read
How GPT-2's simple language prediction training led to unexpected capabilities like translation and reasoning that surprised its creators.
#AI #LLMS #MACHINE-LEARNING
Building Hybrid Declarative Systems: A Practical Architecture Guide
Jan 20, 2025 • 2 min read
Learn how to architect hybrid declarative systems that combine symbolic reasoning with machine learning for trustworthy, explainable AI decisions.
#HYBRID-SYSTEMS #DECLARATIVE-PROGRAMMING #SOFTWARE-ARCHITECTURE
What Happens When You Combine Proof Trees with Machine Learning
Jan 19, 2025 • 4 min read
Explore how combining proof trees with machine learning creates hybrid declarative systems that can both reason logically and handle uncertainty.
#DECLARATIVE-PROGRAMMING #AI #MACHINE-LEARNING
How AI Enables Just-in-Time Applications: The Future of Adaptive Software
May 04, 2024 • 2 min read
AI enables applications that adapt, generate, and optimise themselves in real-time based on user needs and context — just-in-time software that writes …
#AI #SOFTWARE-DEVELOPMENT #ADAPTIVE-SYSTEMS