--- I started last Monday. Today it's been exactly two weeks. Here's the funny part. I've spent 15 years in QA — manual testing, then automation, then test development, then test management. I've held just about every title this field has. And on day one, at a new desk, the feeling was as basic as...
Read article<em>Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for your business-critical systems. [Star us](https://github.com/HexmosTech/LiveReview/) to help devs discover the project, give it a try, and share your feedback to help improve the product.</em> Ever...
Read articleI haven't written anything lately because, honestly, I just didn't have the headspace for it. There were a few reasons, but the biggest one was my talk at AGNTCon + MCPCon Europe, where I spoke about WebMCP. How did it go? Great! A lot of people showed up, they asked questions — what more could I a...
Read articleI have a habit of starting projects because I want one very specific thing. Then somewhere along the way I apparently decide, "Well, if I'm already doing this..." And suddenly the tiny experiment has a database, Docker Compose stack, job queue, model manager, audio editor, waveform player, and eno...
Read articleOne of the things I've always enjoyed about coding is getting completely locked into a problem. You know what you're building, each small obstacle leads to the next decision, and you stop noticing how much time has passed. With agentic coding, I don't always get that feeling. I can produce more cod...
Read article--- title: "Architecting a Resilient DevSecOps Pipeline for Enterprise AI Agents" published: true description: "A four-stage DevSecOps CI/CD architecture for securing enterprise AI agents with GitHub Actions, secret scanning, AI-assisted review, Veracode SCA, and Pipeline SAST." tags: ai, devsecops,...
Read article# My Paper Trading Bot Went Live This Week — Here's the Guardrail Stack I Built First Confession time: my trading bot has been "almost ready for real money" for about four months. Classic side-project arc. I built a scanner, it found opportunities, it paper-traded them beautifully. The equity curv...
Read articleI got the rejection email on a Tuesday. I've been rejected before — everyone has. This one broke something. > *"While your technical skills are strong, we felt your reliance on AI tools during the assessment didn't reflect the independent problem-solving we're looking for."* Rejected. For using AI...
Read articleI run a one-person dev shop, and I keep hearing the same complaint from small business owners: answering customer support emails eats hours every day, especially when half the questions are variations of the same five things. So I built a small pipeline: Gmail → Claude API classification → Slack no...
Read article#Most developers already know this rule: > **Don't run code from a repository you don't trust.** But AI coding agents are creating a slightly different security problem. Sometimes, you don't need to manually run the malicious code. **Your coding agent may interact with the repository for you.** ...
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