Systems | Development | Analytics | API | Testing

AI in Credit Underwriting: Improving Risk Assessment Accuracy

For years, credit underwriting was pretty straightforward. Lenders looked at a few fixed factors like credit scores and income, to decide who was worthy of a loan. If you didn’t fit the criteria, you were simply rejected. It worked, but only to a point. This approach left out many people who were actually creditworthy and often missed subtle shifts in market stability.

Flaky Tests in Test Automation: How AI Is Finally Solving the Problem

You push a commit. The pipeline goes red. You run it again and get green. No code changed. Nothing in the environment changed. And yet, the result is different. If that sounds familiar, you're not alone. Flaky tests in test automation are one of the biggest hidden productivity drains in modern software delivery, and most teams are still treating them as a minor annoyance rather than a systemic problem. Spoiler: they're not minor. And the way teams traditionally try to fix flaky tests? It mostly backfires.

We built a Custom Transport for Vercel's AI SDK

Ably is a realtime messaging platform, it's a pub/sub product where you can publish messages to channels and clients subscribed to those channels will receive those messages in realtime. It turns out that the Ably realtime platform is really well suited to being the transport that sits between your AI models and the clients receiving the generated responses.
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Run Local LLMs on Mac to Cut Claude Costs

Part of the motivation for this post is how cloud API economics are shifting: Anthropic is moving large enterprise customers toward per-token, usage-based billing (unbundled from flat seat fees), which makes "always call the API" a moving cost line for teams at scale. A hybrid or local layer is one way to keep spend bounded while you still use premium models where they matter.

Custom Fleet Management Software Development | 2026 Market & Opportunity

Roughly 35 million commercial vehicles are operating across the world's top logistics markets today. Every one of them is burning fuel, accumulating wear, and navigating roads that are more congested, more regulated, and more expensive to operate on than ever before. The numbers behind inefficiency are staggering. According to the Department of Energy and the Argonne National Laboratory, 6 billion gallons of gasoline are wasted by idling alone every single year.

PostgreSQL MCP Server: Setup, Security & Best Practices for AI Agents

Last updated: May 2026 A PostgreSQL MCP server is a service that exposes PostgreSQL databases as tools an AI agent can call through the Model Context Protocol (MCP). Rather than giving an LLM direct database credentials, you put an MCP server between the agent and the database. The agent discovers what queries it can run, calls them as named tools, and the MCP server translates those calls into safe, governed SQL against PostgreSQL.

News Analysis 2026: How Serverless Architecture Is Transforming Performance Testing

In just a few years, serverless architecture has moved from an emerging trend to a core pillar of enterprise IT. By 2026, platforms like AWS Lambda, Azure Functions, and Google Cloud Functions are handling production workloads at scale for organizations worldwide. The draw is clear: instant scalability, no server management, and a usage-based billing model that can lower costs for unpredictable workloads.

What Is Agile ALM (Application Lifecycle Management)?

Agile ALM manages the entire application lifecycle, including requirements, development, testing, and release, using Agile principles while maintaining end‑to‑end visibility and traceability. It supports iterative delivery, continuous feedback, and changing requirements to ensure that every decision and change is connected, auditable, and aligned with business and regulatory needs. The benefits of Agile ALM include.

Best React Frameworks in 2026: Data from 127 Job Posts

Opinions about the "best" React framework are like linting configs: everyone has one, and everyone thinks theirs is correct. So instead of adding to the noise, we did something slightly more useful - we scraped 127 React developer job postings from Google Jobs (the max available in the past month) and pulled out every framework and library mentioned in the descriptions. No vibes. Just data. Here's what the job market actually wants from React developers in 2026.