AI Chatbot Security for Enterprises: 5 Questions to Answer Before Approval
Why do AI chatbot projects stall at security approval?AI chatbot projects rarely stall bec...
4 min
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An LLM Is Not an Agent: The 6 Components of an Agent Harness
Calling an LLM through an API does not automatically create an agent. A model essentially...
5 min
46 views
5 Questions to Ask a Software Vendor Before You Sign
Why do technical constraints surface so close to delivery?Technical constraints surface la...
6 min
35 views
Beszel Server Monitoring: Why VAON Moved Off Grafana
Beszel Server Monitoring: Why VAON Moved Off Grafana Summary: Beszel is an open-source ser...
7 min
126 views
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101 articles
Quality Assurance
AI
Vibe Coding Is Changing Software Development: How Should QA Adapt?
Answer-first: Vibe coding allows users to describe software requirements in natural language and have AI gener...
4 min
71 views
AI
Quality Assurance
When AI Writes the Code and Grades Its Own Homework: Why Manual Test Cases Still Matter
Here's a scene that's becoming familiar on AI-agent-driven teams: you hand off a feature, the agent writes the...
6 min
60 views
AI
AI-Driven Enterprise Automation: Capabilities, the Jagged Frontier, and Operational Governance
Generative AI and Autonomous Agents in Enterprise OperationsSummaryGenerative AI and autonomous agents are fun...
7 min
63 views
Customer Experience (CX)
Customer Insights
AI Customer Support Automation: When Should Chatbots Escalate to Human Agents?
AI Customer Support Automation: When Should Chatbots Escalate to Human Agents?Summary (Answer-first / Excerpt)...
8 min
41 views
Quality Assurance
Software Quality Assurance
AI for Testing vs Testing AI Systems: Two Different Jobs
AI for Testing vs Testing AI Systems: Two Different Jobs Summary: Using AI to test software and testing an AI...
11 min
101 views
VAON
Offshore Contract Japan
Writing Outcome Metrics Into Software Contracts: A Practical 4-Tier Model
"We delivered every feature on the list, and we billed exactly the man-months in the contract."Both statements...
8 min
87 views
AI
Claude
Caveman: How AI Agents “Talk Less” to Save Tokens
Caveman: When AI Agents “Talk Less” to Save TokensAI Agents are becoming familiar tools for programming, resea...
9 min
64 views
Security
Software Testing
QA in the AI Era: Don't Just Test, Find Ways to Make It Fail
QA in the Age of AI: Don’t Just Test the System - Find Ways to Break ItAI is changing the way software is buil...
9 min
71 views
AI
Harness: Sometimes Upgrading the System Is Worth More Than Upgrading the Model
Whenever an AI agent does something stupid, the default reaction is usually: Upgrade the model. Reasoning isn'...
4 min
153 views
Security
AI
Is “Hello” Worth an LLM Call?
Is “Hello” Worth an LLM Call? A user opens your app and types: Hello Meanwhile, the backend gets busy. Load hi...
5 min
118 views
UI/UX Design
VAON
Why does a product become harder to use as more features are added?
As a product evolves, adding features is almost inevitable. Users want more convenience, the business wants to...
4 min
70 views
Security
System Architecture
Web Vulnerabilities 101 (Part 4 — Final): From Knowing the Flaws to Running a Secure System
Web Vulnerabilities 101 (Part 4 — Final): From Knowing the Flaws to Running a Secure SystemThe first three par...
8 min
80 views