nesdit: Targeted In-Place Edits for JSON, YAML, and TOML with jq-Style Queries
You know what you want to do. You want to set one value in a config file. The problem is finding it — three levels deep in a YAML you didn't write, in…
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The Automation Paradox: You Cannot Prompt Your Way Out of an Architecture Problem
The Automation Paradox: You Cannot Prompt Your Way Out of an Architecture Problem The Forum Is Always the Same Open any AI developer community right n…
Idea for Managing Policies Across Nearly 1,000 AWS Organizations — A Reseller's Perspective
"A Note from the Author" I work in the Technical Support division of an AWS reseller operating under the AWS Solution Provider Program in Japan. This …
Indie Dev Build in Public — X (Twitter) Posting Strategy to Grow Followers
Indie Dev Build in Public — X (Twitter) Posting Strategy to Grow Followers Build in Public builds trust through transparency. Here's a systematic appr…
Indie Dev Incorporation — When Should You Form a Company?
Indie Dev Incorporation — When Should You Form a Company? The "should I incorporate?" question has a break-even answer rooted in tax math. Sole Propri…
Turning Manual Ops Into a 10-Minute Task
I once turned a 2-week manual data update process into a 10-minute automated pipeline by writing a PHP script that ingested a vendor spreadsheet, norm…
Agentic Web Email Infrastructure
Your agent is three steps away from completing a registration. It filled out the form, submitted it, and got a 200 OK back. The service responds: "Che…
TestSprite — localized dev review with feedback
TestSprite: A Developer's Hands-On Review with a Focus on Locale Pitfalls Introduction As a developer based in China working on a SaaS platform for gl…
Stop merging vulnerable API code — automate PR security gates with Semgrep + Claude AI
Stop merging vulnerable API code — automate PR security gates with Semgrep + Claude AI Every team says "we'll fix it after the merge." They rarely do.…
When Not to Use AI: A Contrarian Framework for Enterprise Leaders
A lot of enterprise writing in 2026 is about where to add AI. Less of it is about where to refuse. That imbalance produces a specific failure pattern:…
Who’s Accountable When AI Gets It Wrong?
Originally published at https://blog.akshatuniyal.com . A plain-language guide to Responsible AI — and why it matters more than most people realise Pi…
Stop Turning Your Cron Jobs Into Agents
The current message from engineering leadership at most companies I talk to is some version of: "find the deterministic automation in your stack and m…
Beyond Chatbots: How AI Is Becoming Enterprise Infrastructure
From Chatbots to Operating Layers: The Real AI Shift Happening Now For the last two years, most conversations about artificial intelligence have sound…
TestSprite — localized dev review with feedback
TestSprite: A Developer's Hands-On Review with a Focus on Localization Introduction: Why TestSprite? As a developer working on applications with an in…
n8n vs Zapier vs Make: Which Automation Tool Should You Actually Use in 2026?
Every week a founder messages me some version of the same question: "Should I just stick with Zapier, or is it time to move to n8n or Make?" It's almo…
Self-Supervised Temporal Pattern Mining for smart agriculture microgrid orchestration under multi-jurisdictional compliance
Self-Supervised Temporal Pattern Mining for smart agriculture microgrid orchestration under multi-jurisdictional compliance Introduction: A Learning J…
Sentie. The Automated AI Consultant
Most "AI agent" products are chatbots with a fancy wrapper. They answer questions. They summarize documents. They draft emails you'll rewrite anyway. …
AI Agent Platform with Secure Notion Integration
AI agents are showing up everywhere. Companies want them to automate workflows, help teams move faster, and connect massive stores of company knowledg…
Using AI to Build Your Year-End Performance Case
Most engineers lose their appraisals in June. Not because they underperformed — because they forgot what they shipped. Your manager tracks 8-12 report…
From Raw Data to Human Stories: AI-Powered Churn Analysis for Micro-SaaS
You see the cancellation. You have the raw data. But the real question—the human reason behind the churn—remains a frustrating mystery. Manually sifti…
Best 7 AI Voice Agent Platforms in 2026
Most AI voice agents look impressive in demos. I’ve tested several of them, and the experience is usually consistent. The voice sounds natural, respon…
Building an AI Helpdesk SaaS with Agentic Automation
Hey devs 👋 I just built a full-stack AI SaaS helpdesk platform focused on automation, intelligent ticket handling, and what many are starting to call …
The $1 Trillion Problem: How We're Building AI Agents for the Industry That Hates Software
The U.S. construction industry has a $1 trillion productivity gap. A 500,000-worker shortage. Material costs up 34%. And project specs that routinely …
Your Agent Is Dead Between Tasks. I Fixed That.
A month ago, I realized my AI agent was lazy. Not "won't work" lazy — more like "sits there doing nothing between tasks" lazy. I'd send it a job, it'd…
We Built a Tool That Turns Git Activity Into Weekly Dev Reports
Most dev teams already have all their progress tracked, just not in a readable form. Every commit, PR, and merge tells a story. The problem is: Git do…
Privacy-Preserving Active Learning for coastal climate resilience planning in hybrid quantum-classical pipelines
Privacy-Preserving Active Learning for coastal climate resilience planning in hybrid quantum-classical pipelines My Learning Journey: When Climate Dat…
Why Prompts Are Not Enough for Long-Running AI Agents
A small ontology-inspired model for understanding why AI agents fail after the first obstacle Author note: This article is written for AI builders, pr…
What Building a Geopolitical Simulation Taught Me About Claude Code
The most valuable features weren't the ones that wrote code for me. I was 45 minutes into a Sprint 2 session when the test runner caught something I'd…
Generating PDFs from JSON Instead of HTML: Why Templates Are a Dead End
The HTML-to-PDF Pipeline Everyone Regrets You need to generate PDFs. Invoices, contracts, reports, certificates — the kind of documents businesses sen…
We’re Not Solving Problems Anymore
I've been developing for two decades: web things, applications, games, scripts, plugins... whatever my curiosity led me to. What always drove me was c…