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…
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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 …
Automation Is Creating a New Class System, and Most People Don't See It Yet
The future will not be divided into people with AI and people without AI. That is too clean. Too simple. Too polite. The real divide will be between p…
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…
Supabase Edge Function Error Handling — Retries, Logging, and Idempotency
Supabase Edge Function Error Handling — Retries, Logging, and Idempotency Design patterns to prevent errors from being swallowed silently in productio…
Supabase Stripe — Implement Subscription Billing with Edge Functions
Supabase × Stripe — Implement Subscription Billing with Edge Functions Build a monthly subscription system with Stripe and Supabase Edge Functions. Ar…
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…
Meet the Agent Platform: A New Way to Work with Claude
Meet the Agent Platform: A New Way to Work with Claude We're building something new: an Agent Platform that lets workspaces bootstrap themselves from …
Day 1 of 60 — Learning AI Integration in Public
I'm a student learning AI integration and automation by building one real workflow every day for 60 days. Everything gets documented and pushed to Git…
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…
Automation is a trade-off
A couple of years ago I wrote a post about abstractions . I’m revisiting it here with AI-assisted coding in mind, because I see similar issues arising…
Indie Dev Cost Management: Designing a $0 $100/Month Stack
Indie Dev Cost Management: Designing a $0→$100/Month Stack Avoid the "suddenly I'm paying $500/month" trap. Here's a phase-based cost design I use in …
How to Build an AI Agent for Market Research with a Real Browser
Most AI market research starts too late. A founder, marketer, or product manager opens a blank chat box and asks: Analyze this market. Tell me the cus…
Indie Dev Landing Page Optimization: 6 Changes That Tripled My CVR
Indie Dev Landing Page Optimization: 6 Changes That Tripled My CVR My landing page CVR went from 1.2% to 3.8%. No designer, no agency. Here's what I c…
How to Build a Safe DEV.to Publishing Workflow
How to Build a Safe DEV.to Publishing Workflow Tired of scrambling at the last minute, proofreading your article for the tenth time, only to find a br…
From Data to Dialogue: AI for Smarter Renewal Conversations
You know the drill. The renewal list grows, hours vanish into routine policy reviews, and crucial client conversations get reduced to a premium quote.…
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…
Anti-bot without the arms race: what Camoufox does differently
Anti-bot without the arms race: what Camoufox does differently You spin up Playwright, navigate to a site, and get a CAPTCHA or a 403 before the page …
How I built a self‑healing package manager
How I Built a Self-Healing Package Manager from Scratch (Rust + AI) The first tool that automatically resolves dependency conflicts by generating adap…
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.…
Auto-Generating Video Content with AI: NotebookLM + ElevenLabs + GitHub Actions Pipeline
Auto-Generating Video Content with AI: NotebookLM + ElevenLabs + GitHub Actions Pipeline I wanted to produce video content without spending hours on e…
From Static Data to Conversational AI: Building a RAG-Powered Customer Agent (Part 2)
From Static Data to Conversational AI: Building a RAG-Powered Customer Agent (Part 2) In Part 1 of this series, we focused on building the "Memory"—tr…
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:…
BDD Gherkin Guidelines for AI Coding and Testing
AI coding agents can create effective Gherkin scenarios using Behavior-Driven Development principles when provided clear rules. My open-source Gherkin…
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…
Skills vs Tools vs Rules vs MCP Tools: Hands-On with Langchain, AWS Bedrock Nova
Skills are reusable abilities an AI agent uses to get things done, like writing, reasoning, or coding tasks . The concept was introduced by Anthropic …
Pabbly Connect Review 2026: An Honest Look at the Cheapest Automation Platform
— Pabbly Connect is the cheapest serious automation platform on the market in 2026, sometimes 10× cheaper than Zapier for the same task volume, with a…
Solving the Mobile Service Puzzle with AI-Driven Scheduling
For the independent boat mechanic, the day is a puzzle. Wasted miles, double-booked appointments, and frantic rescheduling when an emergency call come…
Harness Engineering with Nothing but Markdown
If coding agents aren't your primary battlefield, "harness engineering" probably feels like a distant concept. Scrolling through a timeline full of ar…