Practical writing on building with AI agents, LLMs, and modern security, from architecture decisions and inference costs to smart contract audits and zero-trust patterns. On-site and Medium, all in one place. Back to the blog.
Five days ago a $40M startup launched a frontier model that cannot write a single word. Jev takes your program state and returns typed decisions with probabilities, in under a second, for almost nothing. Here's what it is, which claims hold up, and where I'd actually use it.
AI writes most of the code I ship. The 2019 junior developer role is gone and I don't hire for it. But 84% of developers use these tools and only 3% trust the output, and that gap is the job description I actually pay for now.
Prompt injection is the SQL injection of the AI era. If you are building with LLMs and you have not thought about this, your product has a hole in it. Here is what it is, how it works, and how to defend against it.
When I was doing my M.Tech in Cybersecurity, attackers were skilled but slow. That asymmetry is collapsing. Here is what AI-powered attacks actually look like, and what we built at ColadAI to fight back.
We spent years adding rules on top of rules to catch threats we had already seen. Then we rebuilt the detection layer with ML at ColadAI and realised we had been fighting the wrong battle the entire time.
You used to hire a tool. Now the tool does the hiring. I've watched founders replace entire ops workflows with a single agent. Here's what that actually looks like and what it means for what you're building.