
2025 Key Trends: AI Workflows, Architectural Complexity, Sociotechnical Systems & Platform Products
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Jan 6, 2026 In a lively end-of-year panel, experts reflect on AI's influence on software delivery and the rising significance of sociotechnical systems. They tackle the complexities of architecture, discussing how AI can both amplify tensions and enhance team dynamics. The conversation also dives into the emergence of agentic AI and model innovations. Ethical concerns, cloud outages, and the necessity of trust in team structures paint a vivid picture of the current tech landscape. Predictions are made about open source and the future of AI, promising an exciting 2026 ahead.
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Sustainability Reappears Through AI Concerns
- Thomas originally predicted architects would focus on sustainability and sees it returning via AI concerns.
- Customers now ask vendors how they manage environmental and ethical impacts of AI.
Guard Human Thinking, Train Prompts Carefully
- Don't abdicate critical thinking to AI; train prompts and agents to enforce small, testable changes.
- Keep pull requests small and follow separation-of-concern patterns to prevent AI-generated monoliths.
Rapid Advances In Language Models
- Language model innovation accelerated in 2025 with vision models, reasoning models, and on-device small LMs.
- These advances push more workloads to run locally for cost, privacy, and latency reasons.



