Why AI Gains Are Real and Your Balance Sheet Doesn’t Show It
Why measured AI gains at the task level keep failing to show up in productivity data — and what we measure instead at Axon Active.
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Axon Active's engineering blog — practical insights from the engineers and specialists working on software, AI, DevOps, and data in production.
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13 min read
Fluent, Confident, and Wrong: Why LLMs Hallucinate and How Grounding Fixes It
Why LLMs hallucinate with such confidence, and how grounding with RAG cut one chatbot's error rate from 40% to 6%.…
11 min read
One-Shot Prompting Is a Myth. Engineering Is a Loop.
Everyone can see AI type the code. Almost no one is watching the two ends where the work actually moved…
13 min read
What Is an Agent Harness? The Part of AI Engineering Nobody Explains
Two engineers, same model, wildly different results. The difference isn't the AI — it's the harness. Here's what that actually…
13 min read
Multi-Agent Systems in Practice: What Building with CrewAI Taught Us About Why Raw LLMs Fail
At our Da Nang office we set ourselves a deliberately unglamorous goal: automate the production of social media posts for…
7 min read
Product Owner vs Business Analyst vs Scrum Master Explained
The product owner vs business analyst debate trips up teams more than almost any other role question in Agile delivery…
7 min read
Data Strategy Services: Turning Data into an Operating Asset
Data strategy services help an organization decide what its data is for, who is accountable for it, and how it…
6 min read
Snowflake vs BigQuery: Choosing a Cloud Data Warehouse
Snowflake vs BigQuery is one of the most common decisions a data team faces when standing up a modern analytical…
7 min read
Kubernetes vs Docker: What’s the Difference and When You Need Each
The phrase "Kubernetes vs Docker" is one of the most common — and most misleading — comparisons in modern infrastructure.…
11 min read
What Is an Agile Coach? Role, Value & When to Engage One
What is an Agile coach, and why do organizations bring one in when they already have Scrum Masters and trained…