The Purpose and Pitfalls of Bug Triage in Agile

Bug triage is crucial in ensuring quality and delivering value in any software delivery project, especially those adopting Agile methodologies. The purpose of bug triage is simple yet critical: to assess, prioritize, and plan the resolution of defects in a way that aligns with the project’s goals and timelines. However, when poorly executed, bug triage can drift away from its intended purpose and hinder progress, ultimately threatening the project's success.

This post explores the purpose of bug triage, common pitfalls that arise, and how teams can steer this essential process back to the principles of Agile.

The Purpose of Bug Triage

In Agile, bug triage is more than just a meeting to discuss defects. Its purpose is to:

1. Evaluate Defects: Determine the validity and severity of reported bugs.

2. Prioritize Issues: Assign urgency based on the impact on functionality, user experience, and business objectives.

3. Facilitate Collaboration: Foster open communication between developers, testers, and stakeholders to address issues efficiently.

4. Enable Quick Feedback Loops: Stay true to Agile principles by resolving defects swiftly and incorporating fixes into the delivery cycle.

At its best, bug triage aligns the team on priorities, empowers quick decision-making, and maintains a clear path toward delivering high-quality software.

When Bug Triage Goes Wrong

Despite its noble intentions, bug triage can quickly derail, leading to frustration, inefficiency, and a departure from Agile principles. Here are some of the common signs and issues:

1. Excessive Pushback on Bugs

Stakeholders may question the validity of defects, claiming that they:

• Bugs are not part of the original requirements.

• Are not reproducible, even when intermittently observed.

• Should be closed despite unresolved issues, often to reduce visibility or perceived system instability.

Such behaviours create an environment where legitimate defects go unaddressed, leaving the system vulnerable.

2. Implicit Requirements Ignored

Software often carries implicit expectations—functionality that users naturally assume will work without needing explicit documentation. Dismissing these as “not requirements” undermines the user experience and trust in the system.

3. Pressure to Reclassify Bugs

There is often pressure to:

• Downgrade the severity of critical defects.

• Convert bugs into change requests, shifting the burden of resolution away from the immediate sprint or release.

These tactics erode the team’s credibility and disrupt Agile’s focus on delivering working software incrementally.

4. Lengthy Discussions on Simple Fixes

Some bugs, which could be resolved in minutes, instead go through protracted debates to gain acceptance. This delay fixes and clogs the pipeline, frustrating developers and testers alike.

5. Visibility and Credibility Issues

Attempts to reduce the visibility of unresolved bugs—by closing them prematurely or misclassifying their impact—mask deeper systemic issues. This can result in a false sense of readiness, jeopardizing the project’s go-live success.

Steering Bug Triage Back to Agile Principles

To restore the purpose of bug triage and ensure it supports Agile delivery, consider the following strategies:

1. Focus on Collaboration, Not Conflict

Bug triage should be a forum for collaboration rather than contention. Establish a culture of openness where all stakeholders recognize the shared goal of delivering quality software. Encourage constructive dialogue over blame or defensiveness.

2. Define Clear Criteria for Bugs

Set clear guidelines for:

• What constitutes a valid bug.

• How severity and priority are assigned.

• How to handle intermittent issues and implicit requirements.

Having agreed-upon standards reduces subjectivity and expedites decisions.

3. Empower the Team to Act

Agile thrives on the ability to make quick adjustments. For straightforward bugs, allow developers and testers the autonomy to resolve and validate fixes without prolonged debate. Reserve triage discussions for complex or high-impact issues.

4. Respect the User’s Perspective

Implicit requirements reflect the end-user’s expectations. Dismissing these can erode trust and usability. Ensure that user experience is a core consideration during triage.

5. Track Decisions Transparently

Documenting the rationale for closing, downgrading, or converting bugs ensures accountability and visibility. This practice builds trust among team members and stakeholders.

6. Align with Agile Values

Remember the Agile manifesto: “Individuals and interactions over processes and tools” and “Responding to change over following a plan.” Let these principles guide your approach to bug triage, focusing on value delivery and adaptability.

Conclusion

Bug triage is a vital component of Agile delivery, but it requires diligence and alignment with core principles to be effective. By fostering collaboration, establishing clear criteria, and focusing on delivering value, teams can transform triage meetings from a source of frustration into a cornerstone of success.

If your team is struggling with bug triage, reflect on the issues outlined here. Small adjustments can make a significant difference, steering the process back to its intended purpose and ensuring your project remains on track.

From Office Towers to Bar Stools: The Evolution of Computing and Connection

Sitting here in this lively bar, I’ve got my laptop in front of me, a beer to my right, and a cosy buzz of conversation and music in the air. It’s one of my favourite ways to spend an afternoon—writing, reflecting, and soaking up the human energy around me. There’s something wonderful about being surrounded by people, watching the neon lights glow and dance off the bar's bottles, all while tapping away on my keyboard.

It’s hard not to marvel at how far we’ve come. When I started working with computers, they were anchored to office desks—big, boxy towers paired with CRT monitors, a wired keyboard, and a clunky mouse. There was no internet, no sense of mobility. That machine, likely a 286, was plugged firmly into a 13-amp socket, designed solely for crunching numbers on spreadsheets or typing up documents.

Now, here I am. My keyboard and screen are combined into one sleek device that runs on battery power for hours. I’m connected to the world through a hotspot on my phone, and I can work from literally anywhere—be it an office, a coffee shop, or, in this case, a festive bar on a Friday afternoon.

As Christmas draws near, the bar is filling up. People are getting ready for their holiday nights out, their laughter and excitement building as the evening progresses. Every person here is carrying a tiny, powerful computer in their pocket—a smartphone with a camera that captures the memories of the night in vivid, sharable detail. In real-time, these moments are sent off into the ether, to social media platforms or private group chats. A snippet of their night, immortalized in a digital file.

It’s astonishing to think about. Not long ago, documenting a night like this might have required a bulky camcorder or a dedicated camera. Now, it’s as simple as a tap on a screen. And for many, this seamless recording and sharing of life feels utterly normal—so normal that it barely registers as remarkable.

But I can’t help pausing to appreciate the bigger picture. I think about the transformation of human connection—how far we’ve come from those static office computers. The tools we use to connect and communicate have evolved beyond what we could have imagined. Even if you’re not out tonight, you’re likely at home streaming music or watching a movie on your smart TV—another testament to how deeply digital technology has woven itself into our lives.

And here I am, sitting in a bar, enjoying this moment of quiet reflection amidst the buzz, writing about it all. This, too, will become a digital artefact—a blog post shared with the world, contributing to the endless stream of content that connects us.

So as the night unfolds and this place gets busier, I’ll raise my glass to how far we’ve come and to the exciting ways we continue to connect and share our stories.

Cheers to technology, humanity, and the holiday season ahead.

Over-Promise and Under-Deliver: The Hidden Cost of Unrealistic Project Commitments

In the competitive world of technology and software, promises are currency. Companies promise innovation, efficiency, and transformation to secure deals. But what happens when those promises exceed what can be delivered? "Over-promise and under-deliver" is not just a cliché; it’s a costly pitfall that affects everyone involved in a project.

Let’s explore the repercussions of over-promising, how to identify it early, and what you can do if you find yourself in such a situation.

The Problem with Over-Promising

To win projects, suppliers often overstate the capabilities of their solutions. They may promise features or timelines that their product cannot realistically deliver. This overconfidence can stem from various factors:

• Lack of Suitable Products: The solution isn’t fit for purpose and requires significant modification.
• Underestimating Costs or Timelines: Sales teams downplay the complexity of the project.
• Knowledge Gaps: The supplier doesn't fully understand the client’s requirements or their own product’s limitations.

For the client, the gap between expectations and reality can lead to frustration, wasted time, and wasted resources. For the supplier, the cost is stressed teams and tarnished reputations.

The Impact on Clients

Clients pay the highest price when promises fail to materialize. Here’s how:

1. Wasted Resources: Clients often deploy additional staff to compensate for shortfalls, increasing costs. These resources are diverted from other projects or responsibilities.
2. Frustrated Teams: The client’s employees, often the first to notice issues, scramble to fill gaps, resulting in stress and burnout.
3. Diminished Trust: Stakeholders lose faith in both the project and the supplier, damaging relationships and future collaborations.

The Impact on Suppliers

Suppliers also bear the burden of over-promising:

1. Disjointed Handoffs: Sales teams, who made the lofty promises, often move on to new deals, leaving delivery teams to face the fallout.
2. Pressure on Delivery Teams: Developers and implementers work under intense stress, trying to retrofit unsuitable products to meet commitments.
3. Reputational Damage: Failing to deliver tarnishes the supplier’s credibility, affecting future sales and partnerships.

Early Warning Signs of Trouble

Spotting over-promising early can save a project from disaster. Look for these red flags:

• Missed Deliverables: Early milestones are delayed or skipped entirely.
• Shifting Blame: Teams start pointing fingers, and excuses become frequent.
• Compounded Delays: One delay leads to another, creating a domino effect.
• Rumours and Discontent: On-the-ground staff discuss missing features or limitations compared to the promised solution.
• Gaps in Requirements: Functionalities of the old system are not replicated in the new solution.

What to Do When Things Go Wrong

If a project veers off track, several options are available. None are ideal, but understanding the trade-offs can help you choose the least damaging path:

1. Pull the Plug: If the project is beyond salvageable, cutting your losses may be the wisest choice.
2. Accept a Reduced Scope: Scale back expectations to align with what the supplier can realistically deliver.
3. Learn and Move On: Document lessons learned and apply them to future projects.
4. Refocus on Minimum Viable Functionality: Strip the project to its core essentials, ensuring at least some value is delivered.
5. Deprioritize: Shift focus to other initiatives, letting this project take a backseat while still attempting to salvage some outcomes.

Preventing Over-Promise and Under-Deliver

The best way to avoid these challenges is through thorough preparation and due diligence:

• Validate Supplier Claims: Insist on real-world examples and case studies that demonstrate the supplier’s ability to deliver similar solutions.
• Engage Your Team: Involve your staff early to assess proposals and match them against actual needs.
• Define Requirements Clearly: Document precise requirements and ensure the supplier can meet them.
• Set Gates and Checkpoints: Break the project into phases with clear milestones and validation steps.
• Prioritize Transparency: Establish an open dialogue with suppliers to ensure alignment and realistic expectations.

Conclusion

Over-promising and under-delivering isn’t just a project management issue; it’s a systemic problem that creates stress, wastes resources, and undermines trust. By recognizing the warning signs and taking proactive steps, organizations can protect themselves from falling into this trap.

The key takeaway? Due diligence is your best defence. Understand what you’re buying, involve your team, and ensure the supplier can deliver what they promise. In the end, realistic expectations lead to successful partnerships—and projects that deliver real value.

Software Projects and the Sunk Cost Fallacy: When to Walk Away

The “sunk cost fallacy” is a classic trap that leads organizations to keep investing in projects that are already over budget and behind schedule. In software development, this fallacy can be especially damaging, as costs spiral, returns are uncertain, and the final product has limited resale or tangible value. Yet many teams persist, driven by the belief that they’ve already invested too much to abandon the project now.

This mindset can cause companies to throw more money into projects with diminishing chances of success.

Why Software Projects Are Uniquely Prone to the Sunk Cost Fallacy

Software projects are complex, hard to estimate, and, unlike physical assets, don’t result in a tangible product. This makes them highly susceptible to the sunk cost fallacy.

Intangible Value and Non-Physical Output

• Software lacks the material value of a physical asset. For example, if you build a house and it goes over budget, you at least end up with a physical structure with market value. Software, however, is a set of digital instructions stored on servers. If a project fails, what remains is often worthless—it can’t be sold off or repurposed easily.
• This lack of residual value makes it hard to justify pouring more money into a failing project, yet many teams continue doing so to "complete" something, even if the return on investment is unclear.

Over-optimistic vendors and Scope Creep

• Software vendors can sometimes over-promise to win a contract, painting an overly optimistic picture of the product’s capabilities. When the time comes to deliver, they may struggle to meet the agreed specifications and timeline. In these cases, the vendor might request more money and time to compensate for unforeseen challenges or their own initial overestimation.
• With each delay and budget increase, the customer faces the difficult decision to keep funding the project or cut their losses. However, due to the sunk cost fallacy, decision-makers often feel pressured to stick with the vendor and project, fearing that backing out would mean wasting all previous investments.

Difficulty in Estimation and Scope Creep

• Estimating software projects is notoriously difficult. Requirements frequently change, new features are added, and unexpected complexities arise. Each adjustment drives up the cost, and each delay extends the timeline, yet the project remains incomplete and generates no revenue until launch.
• Scope creep, where the project grows beyond the original plan, is common in software. In the quest to make the investment worthwhile, teams often add more features, which only compounds costs and delays. Ironically, these “extra features” are frequently proposed by the very vendors who oversold the project in the first place, further ensnaring clients in the sunk cost trap.

Labor Costs and Project Management Challenges

• Software development demands highly skilled and highly paid developers, project managers, and testers. When projects fall behind, organizations face the choice of either adding more resources (which drives up costs further) or extending deadlines (which impacts business timelines).
• However, adding more developers doesn’t always work. Additional team members require communication and oversight, which can actually slow down progress. As teams continue spending, the sunk cost fallacy may convince them to keep funding the project, even if a fresh assessment suggests it may not succeed.

No Residual Value in Failure

• Failed software projects offer almost no residual value. In construction, a half-finished building or the land itself still holds some market worth, while a car with issues can be sold for parts. But if you cancel a software project that isn’t functional, all you’re left with is code that may never be used.
• This lack of tangible fallback value can make decision-makers reluctant to pull the plug. Instead, they throw more money into the project, hoping to “get something out of it,” even as the financial return diminishes.

Real-World Examples of Software Sunk Costs Gone Awry

Here are a few common scenarios where software projects fall prey to the sunk cost fallacy:

• Government Software Initiatives: Government software projects are highly visible and politically sensitive, often leading contractors to overstate what they can deliver to win bids. As costs escalate, governments continue funding these projects rather than cancelling them, fearing backlash over wasted taxpayer money.
• Corporate Legacy Systems: Corporations sometimes rely on outdated software that becomes buggy and hard to maintain. Rather than shifting to modern alternatives, they continue funding updates to these legacy systems to avoid the costs of migrating to new platforms, even though this ongoing investment may ultimately be wasteful.
• Healthcare Management Systems: Healthcare software often requires customization to meet complex regulatory needs. As these projects run over budget, providers may feel trapped, continuing to fund projects that are far more expensive than anticipated because switching systems mid-stream would appear even costlier.

Recognizing and Resisting the Sunk Cost Fallacy in Software Projects

Here are some strategies to help identify and avoid the sunk cost fallacy in software projects:

• Conduct Regular Project Evaluations: Schedule periodic evaluations to assess whether the project remains viable. If costs have consistently outpaced projections, reassess whether the end product will still provide the intended benefits. At each major milestone, be prepared to make a tough call if necessary.
• Focus on Minimum Viable Product (MVP): Rather than trying to include every feature originally promised by the vendor, focus on creating an MVP that fulfils the most essential functions. This approach can deliver value faster and help reveal whether the project is worth further investment.
• Prioritize Strategic Value, Not Sunk Costs: Base decisions on future potential, not past expenses. If an objective assessment doesn’t justify further spending, it may be time to pull the plug. Pouring money into a project purely to avoid “wasting” what’s already been spent only leads to further losses.
• Establish Accountability for Vendors: Hold vendors accountable for delivering on their promises. Rather than paying more to accommodate their mistakes or misrepresentations, ensure that contracts include penalties for underperformance or delivery delays. This can help reduce vendor-driven costs that contribute to the sunk cost trap.
• Build Awareness of the Sunk Cost Fallacy: Make sure everyone involved in the project—from stakeholders to project managers—understands the sunk cost fallacy and its dangers. With awareness, teams are better equipped to make objective decisions and focus on the project’s long-term value.

Conclusion

Software projects are particularly vulnerable to the sunk cost fallacy due to their intangible nature, high labour costs, and vendors who may oversell their solutions. Recognizing this risk can help teams avoid the trap of “just a little more” spending when the potential for return is low. In the end, software development should always be guided by future value rather than past expenses. Cutting losses early on may be the smartest move, allowing organizations to allocate resources to projects with clearer paths to success.