Category: Software Engineering
The Price Per Token Is Dropping. Will It Stay That Way?
LLMs are at the heart of the current AI movement. An LLM’s ability to respond to prompts with human-like responses is astonishing. All of our first interactions with ChatGPT in 2022 were amazing. The first time I used GitHub Copilot to generate a basic database access method, it was clear that something significant was about…
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From Guesswork to Structured Context: How Figma MCP Changed My Dev Workflow
Highlight: I used to rely on screenshots of Figma mockups. Now I pull structured layout and style metadata straight from the design files. When our design team shares a new mockup, they send the Figma file and link — no PNGs, no screenshots. But early on, that still meant a lot of guesswork for me….
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Building a RAG Model
It feels like everyone wants to sprinkle a little AI on every software project right now. Sometimes for good reason, and sometimes just because they want a little AI. But AI, much like a seasoning for our food, might not be an improvement. We need to know what tool to use and when. One of…
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Putting GitHub’s New AI Agent to the Test
GitHub has been on a tear recently, adding a lot of new features in a short amount of time. It’s exciting to see the platform evolve so quickly, especially with its deeper integration of AI. One of the newer features that caught my eye is Agent tasks. The core idea is that these tasks can…
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Harnessing the Hype: A Pragmatic Guide to Using AI in Development
Artificial Intelligence is no longer a futuristic concept; it’s another part of our development toolbox. And like any powerful tool, it can be used to build incredible things with great efficiency, or it can create a mess that is difficult to untangle. The key isn’t just using AI; it’s using it with discipline and intent….
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Beyond the Booth: How We Talk About Coaching and Growth in Engineering (and Everywhere)
What have your experiences been with conference vendor booths? When I ask myself that question, do you know what happens? My mind goes blank; they all blur together – none of them stand out. Why? (Channeling my 5-year-old daughter) In my opinion, most booths are trying to project out vs finding a way to take…
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Vectors, Python, AI, and Your Face
Building a Facial Recognition System with Cursor AI At Don’t Panic Labs, I recently embarked on an prototype project to explore the intersection of computer vision, Python, and AI-assisted development. Our goal was to build a light-weight facial recognition system that could identify faces, create a searchable database, and analyze images. All while leveraging Cursor…
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You Are a Quantitative Analyst (but Likely Not Very Skilled)
The Hidden Economist in Every Engineer Every time you decide whether to refactor code or push a new feature, you’re doing economics.Software developers and tech leaders make cost-benefit decisions daily, often without realizing it. Should we spend an extra week on automated tests or release now and fix bugs later? That’s a cost-benefit analysis. Do…
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SAS Style Secure Links: Now with more Bit Shifting!
SAS stands for Shared Access Signature. A SAS style link is a URL that contains parameters needed by the API call as well as a signature that verifies the parameters in the link are correct and haven’t been tampered with. These links can be made to expire, and the key used to create the signature…
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Don’t Panic Labs – The First 15 Years
April 2025 marks the 15th anniversary of the founding of Don’t Panic Labs. We are a software product development and innovation company in Nebraska that focuses on providing the necessary support, experience, and product development capacity to innovation groups and entrepreneurs to bring their innovative vision to life. In this blog post, I will be…
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