Tolics Engineering Mind

Software architecture, AI systems, and engineering insights

FUTURE-OF-WORK

Hybrid vs AI-Native: Why Developers Became Middle Management
Mar 05, 2026 • 3 min read
In hybrid AI organisations, developers aren't above the stack — they're stuck in between it, relaying intent like middle managers in a bloated org.
#AI #SOFTWARE-DEVELOPMENT #AI-AGENTS
Mate, Take a Break: You're Not a Robot
Feb 12, 2026 • 2 min read
Productivity culture destroys the spontaneous, unstructured time where creativity and connection actually happen. Become more human, not more …
#PRODUCTIVITY #PHILOSOPHY #CAREER
Beyond the Horseless Carriage: What AI-Native Software Actually Looks Like
Feb 05, 2026 • 5 min read
We build AI systems that mimic human workflows. AI-native software should look like a living organism, not a faster factory pipeline.
#AI #AI-AGENTS #SOFTWARE-ARCHITECTURE
Defecting Toward Noise
Feb 01, 2026 • 2 min read
Deep focus and extractable attention are fundamentally opposed objectives. The incentive structures and game theory behind why everyone defects toward …
#PRODUCTIVITY #PHILOSOPHY #PSYCHOLOGY
The Evolution from Code Craftsmanship to Living Systems: A Conversation About the Future of Software Architecture
Aug 23, 2025 • 2 min read
Exploring the paradigm shift from imperative coding to declarative systems, hybrid architectures, and self-healing codebases that evolve autonomously.
#DECLARATIVE-PROGRAMMING #HYBRID-SYSTEMS #SOFTWARE-ARCHITECTURE
From Code Writers to Solution Architects: How AI is Reshaping Software Development
Oct 03, 2023 • 3 min read
AI is transforming software development from imperative coding to declarative problem-solving. Developers aren't being replaced — they're becoming …
#DECLARATIVE-PROGRAMMING #AI #SOFTWARE-DEVELOPMENT