Insights
Practical notes from the engineering desk.
Writing on enterprise architecture, AI agents, embedded systems, governance and the teams that deliver reliable software.
AI Agents in Enterprise Workflows: A Production Checklist
A demo agent and a production agent are different products. This checklist covers scope, permissions, tools, evaluation, observability and ownership before an agent touches real enterprise systems.
November 6, 2026 · 4 min read
Guardrails and Evals: How to Test an AI Agent Before You Trust It
Guardrails limit what an agent can do; evaluations tell you whether it does the right thing. You need both, and you need them before launch, not after the first incident.
November 1, 2026
RAG vs Fine-Tuning for Regulated Enterprise Data
Retrieval-augmented generation and fine-tuning solve different problems. For regulated, frequently changing knowledge, the choice has consequences for auditability, access control and cost of change.
October 27, 2026
Human-in-the-Loop Design for AI Agents
Human oversight only works if it is designed in. Learn where to put approval steps, how to present evidence, and how to keep reviewers engaged rather than clicking approve.
October 22, 2026
Staff Augmentation, Dedicated Team or Project Outsourcing: How to Choose
Each engagement model moves risk, control and management effort in a different direction. Here is a plain comparison and a decision guide for choosing between them.
October 17, 2026
Evaluating a Software Vendor, the Project Manager's Role and an Onboarding Playbook
Choosing a vendor is half the job; the other half is the first thirty days. A practical guide to vendor evaluation, the project manager's role and onboarding that works.
October 12, 2026
UHF RFID for Warehouses and Asset Tracking: Basics and ERP Integration
RFID can keep inventory records close to physical reality, but only if the radio layer, the edge software and the ERP integration are designed together. Here are the fundamentals.
October 7, 2026
CMMI Level 3 and ALM Traceability: Making Software Delivery Auditable
Process maturity and tooling reinforce each other. See what CMMI Level 3 asks of a software team and how an ALM platform makes traceability a by-product of daily work.
October 2, 2026
Architecting an e-Government Platform for Customs, Ports and Airports
Clearing cargo at a port or airport involves many agencies and systems. Here are the architectural principles that make a joined-up electronic clearance platform workable.
September 27, 2026
Modernizing Legacy J2EE and .NET Systems to Cloud-Native, Step by Step
Big-bang rewrites tend to disappoint. An incremental path of assessment, safety nets, strangler-style extraction and better operations lets legacy systems evolve while staying in service.
September 22, 2026
Secure Software Development with OWASP: A Practical Guide for Delivery Teams
Security works best as part of everyday delivery. This guide shows how to use OWASP resources across requirements, design, coding, testing and operations without slowing the team down.
September 17, 2026
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