Notes from the field.
How agents actually do the work — model comparisons, peer messaging patterns, and what we’ve learned shipping Alumia.
AI Agents vs. Chatbots: What Actually Changes
A practical comparison of scripted chatbots, assistant-style chat, and task-oriented AI agents.
ai comparisonsMay 8, 2026
AI-Generated UI vs. Fixed Templates
Dynamic interfaces can feel alive, but they need recipes and primitives to stay coherent.
1 min read
ai comparisonsMay 8, 2026
Open Models vs. Closed Models: A Buyer's Guide
How to choose between open-weight models and managed closed models without treating either as a religion.
1 min read
ai comparisonsMay 8, 2026
Tool Calling vs. MCP Connectors
Both let models act, but they solve different integration problems.
1 min read
ai comparisonsMay 8, 2026
AI Search vs. Traditional Search
Search engines retrieve documents; AI search also has to explain and cite its synthesis.
1 min read
ai comparisonsMay 8, 2026
Managed AI Platform vs. DIY Stack
A practical way to decide when to buy platform capabilities and when to build your own.
1 min read
ai comparisonsMay 8, 2026
Voice AI vs. Text AI: Different Interfaces, Different Risks
Voice is not just text with audio; it changes latency, consent, recovery, and trust.
1 min read
ai comparisonsMay 8, 2026
Prompting vs. Workflow Design
Better prompts help, but durable AI products come from better workflows.
1 min read
ai comparisonsMay 8, 2026
RAG vs. Fine-Tuning: Which One Solves Your Problem?
A decision framework for retrieval, fine-tuning, and when the best answer is both.
1 min read
ai comparisonsMay 8, 2026
Single Model vs. Model Router: The Platform Choice
Why teams move from one default model to routing policies, and what they give up.
1 min read
ai comparisonsMay 8, 2026
AI Copilots vs. Autonomous Agents
When AI should sit beside the user, and when it can safely run ahead.
1 min read
ai comparisonsMay 8, 2026
AI Dashboards vs. Static Reports
Static reporting explains what happened; AI dashboards should help users decide what to do next.
1 min read