We're building the culture of AI work right now
Right now, every way we talk about AI at work is helping define what ownership, competence, and judgment look like in the AI era. We should be more deliberate about that.
Bhekani.com | Blog
Random things I learn
Latest posts
The real bottleneck in your agentic workflow is you
When an AI agent stops to ask you something, it's usually not a reasoning failure. It's a context-access failure. The fix isn't a smarter model. It's better systems for capturing the judgment trapped in your head.
What does it actually mean to run AI in production?
Your LLM can fail silently. No crash, no error - just worse answers reaching users while your logs show 200 OK. That's one of several ways LLMOps breaks from traditional MLOps. Here's what actually changes when your model is an API call.
Your AI is confidently wrong
A benchmark tested 72 AI models on nonsense detection. ChatGPT's default pushes back 27% of the time. Gemini on Android? 10%. This matters when billions use AI for health advice.
Building an LLM Model Router: Lessons From the Wild
What we learned building a model router for a multi-model AI chat app - the scoring approach that didn't scale, and the classifier rewrite that fixed it.
Your AGENTS.md is probably hurting your agent
Research shows agent context files reduce task success rates. Here's what to do instead.
Cognitive Memory for AI Agents: Building AI That Actually Forgets
How we built human-like memory for AI using Ebbinghaus decay curves, spaced repetition, and associative linking — and why forgetting matters.
Why I Built AI That Forgets: A Tampa Trip Story
My AI remembered I was going to Tampa. Then it forgot which day I was going to the beach. The problem wasn't too little memory—it was too much, all equally prioritized.
How to sign Git commits with SSH keys
Git version 2.34.0+ supports SSH for signing commits for a simpler, smoother process. In this article, I've put together a quick and easy guide on how to use SSH to sign your Git commits—easy setup, secure commits, no fuss.
(Potentially) Useful tools
A list of some useful (and potentially useful) tools that I use or might use in development projects
Add commenting to Astro blog with Giscus
A guide to how I added commenting to this blog with Giscus.
Add file via GitHub app
This is a test of whether I can quickly write articles on my blog by writing a quick markdown file in the github app on mobile. Update It is indeed possible and easy. Just add the file, make sure to add the frontmatter (which is the tedious…
Writing is Thinking
Does writing intimidate you? Unlock the power of writing as a tool for thinking. Discover how writing aids in articulating thoughts, understanding complex ideas, and communicating effectively.
How to Never Get a Job: A Comprehensive Guide to Lifelong Leisure
Looking to maintain your blissful state of unemployment or simply seeking a fresh perspective on job hunting? You're in luck. Here are nine unconventional strategies for not getting a job.
Confrontation as Opportunity: Embracing Difficult Conversations for Personal and Interpersonal Growth
Discover the power of confrontation and how to turn it into an opportunity for growth
Here's why introverts hate small talk
I am an introvert and I love it! I also know many other introverts. In fact, I really love meeting other introverts and learning about all the uniquely introverted experiences they have. Despite how it might initially appear, introverts are…