It took my AI months to learn how I think, code, and ship. When a teammate joined the project, their AI started from zero — same codebase, same conventions, none of the context. So I built [memshare](https://github.com/kampana/memshare): peer-to-peer AI memory sharing, with consent on both sides. ...
Read articleHi Guys!!! As you know I wasn't good for well, a week and Now.....  Let's Dive In!!! I never consciously decided which AI gets which job. Somehow, I just...
Read article--- title: Four things that cost us money while automating job applications published: true description: Scoring on your own input, believing an unarmed instrument, trusting HTTP 200, and waiting on a list that was still rendering. tags: ai, automation, webdev, testing --- Filling a job application...
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 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 scrape data for a living, and most of that job is the same fight over and over: a site has data I need, and it really doesn't want me to have it. This is the story of one wall that beat every trick in the usual playbook — and what finally worked. The target I needed a set of listings from a larg...
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