The Opreto Blog AI, Software Engineering & Modernization Insights

Before You Build an AI Agent, Decide What It Should Be Allowed to Do

8 minute read

When you build an AI agent, you usually have a specific outcome in mind. You work out what it needs access to, give it instructions, and start seeing how well it can do the job. But along the way, you also need to decide how much authority you’re giving it. What should it be allowed to do on its own, and when should it come back to you? This has come up in both my personal agents and the agents we’ve deployed into production at Opreto. Last month, my car lease expired. I needed a new car and didn’t have time to go through the whole rigmarole myself, so as an avid openclaw user I obviously created an agent. I instructed it to find dealerships within 90 kilometers of my home that carried the brands and models I wanted, reach out through email and website contact forms, and run the conversations from its own email address and phone number. Along the way, it would maintain a database of offers, and an internal criterion I had set to help compare them. I gave it a pretty clear requireme...

Opreto Joins the Sisense Partner Network

Xavier Spriet

VP of Technology, Opreto

1 minute read

Opreto has partnered with Sisense to advance how organizations build and operationalize embedded analytics. This collaboration strengthens our ability to deliver scalable, product-integrated analytics for enterprise teams. As more organizations move beyond dashboards and toward analytics embedded directly within their products, the need for flexible, developer-first solutions continues to grow. Sisense unifies embedded analytics, AI-driven insights, and developer-first tooling through Compose SDK, an open, flexible framework that enables teams to build analytics directly into their products without starting from scratch. This allows organizations to move beyond static dashboards, reduce reliance on siloed BI tools, and make analytics a seamless part of the product experience. Through this partnership, Opreto brings senior, product-focused engineering expertise to Sisense implementations, helping clients go from proof of concept to production-grade embedded analytics faster and wit...

80/20 Automation

Aaron Mavrinac

VP of Operations, Opreto

6 minute read

For over two decades now, the holy grail of robotics and automation has been full autonomy: machines and software that can operate completely on their own, seamlessly navigating the messy, human world around them. From self-driving cars to fully digital “Industry 4.0” factories to humanoid robots poised to replace human labour, we’ve been promised transformative revolutions. Yet, time and again, we find ourselves with capable but limited technologies that deliver incremental gains rather than the seismic shifts we were sold. In this article, I argue that our cultural obsession with full autonomy blinds us to a more powerful and achievable opportunity: collaborative automation—systems designed around humans and computers each doing what they do best. My own journey with automation began as a controls engineering co-op in 2003 at the Nemak (formerly Ford) Windsor Aluminum Plant. A foundry is about as messy as it gets, but here was a modern facility built on mid-1990s technology, an...

We Are Entering The Age of Software Abundance

Dylan Herbert

VP of People, Opreto

9 minute read

We are living through the arrival of large language models as active participants in software development. They are not merely a spicy autocomplete, not just syntax helpers anymore. They are more than marginal productivity boosters. These frontier model generative AI systems can read entire repositories, reason across files, draft architectural changes, refactor code, generate documentation, wire integrations, propose migrations, and execute structured plans in collaboration with a human operator. Coding agents are no longer curiosities. Agent frameworks are no longer toys. Toolchains are emerging that allow these systems to persist state, call tools, orchestrate multi-step tasks, and interact with infrastructure directly. The frontier models that power them are steadily improving. Hallucinations have not disappeared, but they have receded from catastrophic novelty to manageable risk in many real-world coding contexts. What this looks like in practice The result is not theoreti...

Opreto Joins the Databricks Partner Network

Alan P. Laudicina

President, Opreto

less than 1 minute read

Opreto has joined the Databricks Partner Network. The collaboration enhances our approach to designing, building, and operating modern data and AI systems for enterprise teams. Databricks unifies data engineering, analytics, and ML on an open, governed platform. That lets organizations consolidate pipelines, improve quality and lineage, and scale AI without adding complexity. “At Opreto, Optimal Velocity means shipping fast without losing control. Partnering with Databricks lets us deliver that speed across ingest, processing, governance, and applied AI,” said Alan Laudicina, President and Co-founder of Opreto. Our delivery focus includes data platform architecture and modernization, governance and quality frameworks, AI enablement through feature pipelines and reproducible training, and secure integration across enterprise systems. The result is a shorter lead time, improved reliability, and clearer cost visibility. This partnership builds on Opreto’s momentum in the cloud and...

Designing the Problem

Aaron Mavrinac

VP of Operations, Opreto

8 minute read

In engineering, we often solve problems by breaking them down. Decomposition gives us clarity, focus, and manageable subproblems we can assign to teams, tools, or even entire disciplines. But decomposition comes with a cost: when functional requirements are tightly coupled, splitting a problem into independent parts can make some solutions (often the best ones) unreachable. The structure of the problem becomes the structure of the solution space. And that structure, more often than not, reflects historical accident more than deliberate design. This post explores how decomposition shapes design, using principles from axiomatic design and systems engineering. We’ll see how the act of breaking a problem into parts can inadvertently encode coupling that no amount of downstream optimization can fix; and how reframing the problem, and embedding expertise more interactively, can unlock better solutions. Axioms Picture using a water faucet. There are two things you want to control: the ...

3+ Ways Greenhouses Will Save the World

Dylan Herbert

VP of People, Opreto

9 minute read

Greenhouses Will Save the World. Those working to advance their technology and drive down their costs are contributing to one of the most consequential and human-driven missions of our time: building a sustainable future for everyone. At Opreto, we want to help make greenhouses smarter, more productive, and less expensive to operate. As a software development agency, we have helped build automation for industrial manufacturers like Reko Automation Group and Proto Manufacturing, and supported a cultivation management platform in scaling its AI and autonomous robotics into the cloud. Now we are beginning our journey deeper into the agritech sector, where the manufacturing is biological rather than mechanical, and the systems themselves are alive, and we know we still have so much to learn. Let me take a moment to explain why greenhouses matter so deeply to us, and why I, Dylan from Opreto, care so much about contributing to this field. I love greenhouses. My father was a profession...

Moria and Rivendell

Aaron Mavrinac

VP of Operations, Opreto

3 minute read

As software continues to eat the world, modern software development is flourishing and evolving in a variety of domains: web and cloud applications, industrial automation, embedded systems, gaming and graphics, scientific and high-performance computing, enterprise systems. My company, Opreto, does most of its work across the first two of these domains, and thrives in their differences. To contrast the respective development methodologies and practices of web and cloud software and industrial software, I will compare them to Rivendell and the Mines of Moria in The Lord of the Rings. Rivendell: The World of Modern Web Development Rivendell is a place of fluidity, wisdom, and continuous refinement. It is an open, evolving environment where ideas and knowledge flow freely. The Elves who reside there are deeply invested in the preservation of beauty and the ongoing pursuit of perfection, yet they are adaptable and forward-thinking. This reflects the nature of modern software developmen...

The Software Industry’s Insane Commitment to Terrible Tools

Alan P. Laudicina

President, Opreto

1 minute read

The software industry has a habit of clinging to outdated, bloated tools long past their expiration date. Let’s talk about one. Jira is a universal experience in tech. We all use it, and we all hate it. Every year, despite minimal improvements, it gets slower and more expensive. It’s the perfect example of legacy software: entrenched, bloated, and coasting on inertia. Nobody picks Jira because it’s great. They prefer it because it’s the default. Safe. Unquestioned. The “nobody ever got fired for buying IBM” of project management. Sticking with Jira is an active choice to tolerate inefficiency. Want to create a simple ticket? Wait 45 seconds for the UI to load. Need to customize a workflow? Prepare for a labyrinth of confusing menus and buried settings. Need extra functionality? There’s probably a plugin. Pay up. Atlassian doesn’t improve Jira because it doesn’t need to. It’s embedded in enough organizations that they can keep ratcheting up the prices, confident that no one will ...

Agile Software Architects are Torchbearers

Dylan Herbert

VP of People, Opreto

2 minute read

Our clients are heroes, forging ahead with courage and determination to shape a better world. Each one carries a unique mission, a sword in hand and a burning quest in their heart, driving them to rescue the metaphorical royal captive, save the kingdom, or defeat the dragons that stand in their way. We are their guide and light the way. True heroes tread where others fear to go. They venture into the unknown, navigating paths that are dimly lit or shrouded in complete darkness. The stakes are high, and the obstacles are daunting, but the greatest achievements are born from the boldness to confront the uncertain. On this journey, heroes cannot travel alone. Even the most valiant knight needs a steady guide, someone who can illuminate the unseen and make the impossible tangible. This is where Opreto comes in. An Agile Software Architect is the torchbearer: a trusted companion who provides clarity, direction, and flexibility when the way forward is unclear. Like a hero’s best compan...