Systems | Development | Analytics | API | Testing

MCP Debugging: How to Fix Broken MCP Servers and Tools

Model Context Protocol allows AI models like Claude to communicate with the outside world. But MCP debugging has been one of our steepest learning curves at Bugfender. Several different layers need to work together at the same time and if one thing breaks, it can scupper the whole workflow. That’s why we’re here today. To pass on hard-won knowledge, so you can jump the curve.

IoT Medical Device Integration: Technical Guide to Devices, Gateways & EHR Systems (2026)

The Internet of Medical Things (IoMT) is growing faster than ever. According to 2026 data from The Business Research Company, the global IoMT market has reached over $124 billion this year and is on track to hit nearly $300 billion by 2030. This growth is happening because healthcare is moving outside hospital walls and into patients' homes through remote monitoring. But for engineering teams, connecting these devices is a massive headache.

The Best Tier 1 SOC Automation Tools in 2026

Tier 1 SOC is alert triage, enrichment, initial investigation, and escalation. Most of this work is repetitive and hard to scale, and legacy options for automating it (e.g., SOAR) can't keep pace with modern workloads because they're engineering-led, not analyst-led or browser-based (where the actual work happens). The tools below automate tier 1 work, and all of them use AI in some way. They range from AI SOC analysts that investigate alerts the way a human would to automation platforms with AI layered on top, plus AI built into platforms you may already run.

How Digital Transformation Can Benefit Your Real Estate Business

Real estate teams have no shortage of software options. The real decision is which tools are worth the operational change they require. Digital transformation in real estate means using connected digital tools and shared data to automate manual workflows, improve the customer experience, and make decisions from real numbers instead of instinct.

Beyond Static KPIs: Leveraging Augmented Analytics for Predictive Business Growth

In volatile markets, a KPI dashboard that only tells you what happened last week is already too late to guide confident action. Many companies have dashboards. Fewer have KPI systems that help them spot revenue shifts, retention risk, margin pressure, or supply-chain trouble before those issues hit the business hard. That gap is where augmented analytics comes in.

Building the Ultimate Sales Dashboard

Data is the key to actionable decision-making. In a fast-paced environment like sales, you’re surrounded by it. From gathering customer data to monitoring sales status to tracking goals, salespeople are constantly collecting and using data. However, the challenge with having all of this data at your fingertips is organizing it in a way that lends itself to analysis and action.

Kai Has a Different Personality in Czech vs English

Anthropic recently published research showing that Claude behaves differently depending on the language you use. Not just translating differently. Actually expressing different values. In Arabic, Claude is warmer and more deferential. In English, it's more rigorous and cautious. In Russian, it challenges your assumptions more. When we read that, we had one question: does Kai do this too? So Jordan, our AI lead, analysed around 3,000 internal Kai sessions. The answer: yes.

Usability Testing for QA Teams: A Session Script, Findings Template, and Priority Matrix You Can Copy

At some point a product manager or a designer is going to turn to the most user-focused person on the team and say: can you run a usability test on this? That person is usually a manual tester, because manual testers already spend their days thinking about how real people use software.

Managing Across Schedulers: HPC Meets Kubernetes

Almost every infrastructure team running modern AI is wrestling with the same question. The orchestrator their AI workloads want, Kubernetes, and the orchestrator their HPC environment was built on, Slurm, pull in different directions. This piece, drawn from the HPCKP 2026 session of the same name, looks at why that tension exists, what the workloads actually look like, how teams are bridging the two today, and where the pattern is heading.