Your agent finished at 3 a.m. Where did the report go?
Overnight agents do good work, then dump it in a log file or a noisy Slack channel. Here's a pattern for delivering their output to a private, end-to-…
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My AI-agent waste detector scored zero false positives. Then I ran it on a real trace.
My detector passed every synthetic test with zero false positives. Then I pointed it at one real trace and found a crack. This is the honest version o…
Why Retry Is One Of The Most Dangerous Keywords In Software
Few lines of code look more innocent than this: retry ( 3 ) It feels responsible. Professional. Resilient. After all, networks fail. Servers become un…
Not Your Weights, Not Your Workflow
I left a multi-agent refactor running overnight. By morning the model was gone, pulled out from under me by a government I don't even vote for, on the…
Building Dhrishti - Part 3: Testing on a Production Grade System
I was now done with the basic setup. However, during my time working at my startup, I have learnt to think about a project wearing multiple caps. One …
Idempotency Is More Important Than You Think
Most developers don't think about idempotency until production breaks. That's not because idempotency is an advanced concept. It's because everything …
AWS Introduces CDK Mixins for Composable Infrastructure Abstractions
AWS recently announced CDK Mixins, a new AWS CDK feature that lets developers add reusable capabilities like security, monitoring, and configuration t…
The case for deterministic PDF filling
AI can read almost any document now. The harder question is what writes the answer back — and for anything an auditor might ever look at, that write s…
How I built a flash-sale engine that can't oversell
I created this piece of content for the purpose of entering the H0: Hack the Zero Stack hackathon. #H0Hackathon The problem (that's harder than it sou…
Supercharging Kubernetes: How eBPF is Revolutionizing SRE and Platform Engineering
The ecosystem surrounding Kubernetes has always been a rapidly moving target. Just when Site Reliability Engineers and Platform Engineers feel they ha…
The Non-Profit Food Delivery Fantasy: What V2EX Reveals About Platform Economics That Western Devs Haven't Figured Out Yet
Your favorite restaurant just closed. Not because the food was bad, not because foot traffic dried up — because the platform took 25% of every order a…
Why Your Local LLM Setup Is Costing More Than You Think — And What Happens When It Breaks
You're three hours into debugging a model quantization issue. The GPU utilization is sitting at 12%. Your M2 Max is running hot, the fans sound like a…
Three decisions behind a music-to-curator matching score
I build OTONAMI , a pitch platform that connects independent artists with music curators — playlist editors, radio DJs, bloggers, label scouts. At its…
Shopify Scripts stop executing June 30 — and the failure is silent: checkout completes at full price, no error
On June 30, 2026 , every Shopify Script stops executing. This is the final deadline — it has already been pushed twice (August 2024 → August 2025 → Ju…
Linear Ensembles Can Erase LLM Watermarks
Watermarking schemes that embed distributional perturbations into LLM outputs are effectively broken by linear ensembles of a few independently traine…
What is Docker? Containerization Made Simple
By Sailee Shingare | M.S. in Computer Science, Northern Illinois University (NIU) In the last post, we learned what containers are — lightweight, port…
System Design Interview Roadmap (10 Concepts That Matter Most)
Disclosure: This post includes affiliate links; I may receive compensation if you purchase products or services from the different links provided in t…
Why Metadata-Driven ETL Frameworks Scale Better Than Hardcoded Pipelines — and Where They Don't
Over the years, I've seen many data platforms start with good intentions. A few scripts are created to move data from one system to another, and every…
Quick Share, AirDrop, and Android screen mirroring are not the same workflow
Quick Share and AirDrop-style sharing are useful because they solve a simple problem: a file needs to move from one device to another. That file might…
How to Build a Telegram Crypto Checkout in Go (And Avoid Going Insane with Manual Checks)
We've all built that one MVP. You know the flow: Your bot spits out a USDT address. You ask the customer to reply with a transaction hash or, worse, a…
When you just need to inspect a webhook before writing code
Webhooks are usually discussed as something your application should process automatically. A payment provider sends an event. A Git hosting service no…
10 API and Database Blunders Every Beginner Makes (and How to Fix Them Before Production Bites Back)
You wrote your first REST endpoint. You ran your first SELECT * . Things worked. Life was good. Then a colleague casually mentioned "idempotency key,"…
How I Fixed Bugs in 30+ Open Source Projects (And What I Learned)
How I Fixed Bugs in 30+ Open Source Projects (And What I Learned) Over the past few months, I've been contributing to open source as an independent de…
Стартап Джеффа Безоса привлёк $12 млрд на разработку ИИ-инструментов для создания физических продуктов и лекарств
Основатель Amazon Джефф Безос (Jeff Bezos) раскрыл подробности о своём новом ИИ-стартапе Prometheus. Стартап займётся разработкой программного обеспеч…
USPS Just Broke Your Magento Shipping. Here's the Fix.
If your Magento store still depends on the old USPS Web Tools integration, you should assume your shipping rates are either already broken or one chan…
I Built a Spaced Repetition Flashcard App and Deployed It to Azure for $5/month
A couple of years ago, I built a custom flashcard app. I had a huge list of words and sentences in Japanese that I collected in an Excel file. I wante…
The Chicago Magento Agency's Guide to Hyvä Theme Migration
We've been a Magento agency in Chicago since 2008. When Hyvä Themes hit the ecosystem, we were skeptical—another theme promise. Then we measured Co…
Why We Rebuilt Our Magento Checkout with React: Performance Results
Magento's default Luma checkout loads a heavy Knockout.js stack, dozens of RequireJS modules, and payment iframes that fight for the main thread. For …
Migrating from FedEx SOAP to REST API in Magento 2: A Step-by-Step Guide
FedEx is retiring the legacy Web Services (SOAP) endpoints that Magento's original carrier integration relied on. If your store still calculates rates…
Why Custom Software Projects Fail (And How to Avoid the Most Common Mistakes)
Why Custom Software Projects Fail (And How to Avoid the Most Common Mistakes) After working on software projects of different sizes, I've noticed that…