Every urgent task was created by a non urgent decision made months ago.
The server issue that needs fixing today. The report everyone is chasing. The manual process taking hours every week. The customer complaint that sudd…
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When Your Pull Request Has More AI Reviewers Than Humans
Recently, I submitted a pull request to a project and had an experience that felt very different from the usual OSS workflow in the past. Instead of t…
What Happens When You Remove an AI Tool From a Team
Last year, a team I worked with made an unusual decision. Instead of adding another AI tool, they removed one. Not because the tool was bad. Not becau…
AI Doesn't Hallucinate. Your Architecture Does.
Everyone is talking about hallucination. That's the wrong diagnosis. Hallucination isn't a bug. It's the mechanism. Turn the temperature down far enou…
Where have the bottlenecks gone?
AI coding, using AntiGravity or Claude Code, has significantly increased the productivity of your junior developers. Applications which used to be ‘lo…
I Built a Web App That Finds the Fairest Meeting Spot for Any Group (and It's Free)
The Problem Nobody Talks About Picture this: You're trying to find a place to meet up with friends. Someone suggests a coffee shop. It's 8 minutes fro…
Stop Guessing Your Meds: Building a Multimodal RAG Assistant with LLaVA and ChromaDB
Ever stared at a cryptic medicine bottle, wondering if it interacts with your morning coffee or that other pill you're taking? For the elderly or thos…
What Happened When I Told Codex to Calm Down
I have been doing a lot of work lately tightening up my diagnostic suite: the mechanics, the workflow, the way it runs against target repos, the way i…
The Most Expensive Bug in Software Development Is Poor Communication
When people talk about expensive software bugs, they usually mention security breaches. Or outages. Or deployment failures. Those certainly cost money…
I shipped my first AWS + Vercel product in 7 days during a Meta attribution crisis 👋
Hi dev.to 👋 I'm Andres. Long-time builder, first-time dev.to poster. (Pretty sure I should have done this years ago.) Just shipped Ad Engine — a 24/7 …
Startup Automation in 2026: The Opportunities, Risks, and Limits of AI-Driven Growth
Startups have always faced the same challenge: Too much work, too little time, and not enough people. In the past, solving that problem usually meant …
Scarab Diagnostic Field Test #026 — Next.js Turbopack Denied-Path Watcher Boundary
Target: vercel/next.js Issue: vercel/next.js#81161 PR: vercel/next.js#94735 Field Lab: https://github.com/scarab-systems/scarab-field-lab This field t…
Introducing AWS FinOps Agent - An AI That Investigates Your Cloud Costs
👋 Hey there, Tech Enthusiasts! I'm Sarvar, a Cloud Architect who loves turning complex tech problems into simple solutions. I've worked with AWS, Azur…
Part 5 ("The Author Doesn't Have to Be an Engineer") has been generating sharp comments. Worth a read for the thread alone.
The Author Doesn't Have to Be an Engineer: How the Harness Holds Quality (Series Part 5) Self-healing guardrails for business-side PRs Ryosuke Tsuji R…
Zero Data Leakage: Running Llama-3 Locally on iPhone with MLX-Swift for Ultra-Private Health Logs
Your health data is probably the most sensitive information you own. Yet, most "AI Health Assistants" today require you to ship your symptoms, moods, …
The Real AI Coding Breakthrough Is Not More Context. It Is Better Diagnostics.
When I started building what became Scarab Diagnostic Suite, I was not trying to create a theory of AI-assisted software development. I was trying to …
In the Beginning Was the Word
Why your organization's source of truth isn't your database it's your conversation Every organization already contains its operational state. It is no…
Scarab Diagnostic Field Test #023 — Rust Raw Pointer Recursive Layout Boundary
Target: rust-lang/rust Issue: rust-lang/rust#157047 Status: ready-for-review PR opened PR: rust-lang/rust#157724 Branch: https://github.com/scarab-sys…
I created two ghosts during lunch. The AI gave one a job offer.
This is a story about a company that rolled out an AI interview system — and the lunch break I spent creating two ghosts to test it. One of them stuff…
Scarab Field Test #021 — pnpm Self-Upgrade No-Manifest Boundary
Target: pnpm/pnpm Issue: pnpm/pnpm#12240 PR: pnpm/pnpm#12301 Public branch: https://github.com/scarab-systems/pnpm/tree/fix/deps-status-no-manifest La…
Stop Guessing Your Meds: Building a Multi-Drug Conflict Scanner with GPT-4o & FDA API
Have you ever stared at two different medicine boxes, squinting at the tiny font of the active ingredients, wondering: "Can I actually take these toge…
Field Test #020b — Next.js Root Ownership Refinement
The first version of the patch treated the issue as a nearest-root problem. That was too broad. The failure in #92978 involved a stray parent lockfile…
A python terminal writer with git, github e2ee sync, hardware bound keys and temporal search
📓 Terminal Notes sys-ronin / terminal-notes Terminal notes - Git, encryption, free E2EE sync, cognitive UI 📓 Terminal Notes Encrypted terminal-based w…
Wait... FDE Is Not a JavaScript Framework?
Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It is free and source-available on Github. Star git-lr…
The Loop Is Not the Product
A tweet landed on my timeline from Peter Steinberger — OpenClaw founder, now at OpenAI: "Here's your monthly reminder that you shouldn't be prompting …
What I achieved in My First Week as a Self Employed Dev
Disclaimer: NOT AI generated. Almost a week ago, I resigned from my Full time Software Developer Job to pursue Self Employment. This decision came aft…
The Future of Software Development Isn’t Writing More Code — It’s Building Smarter Systems
For decades, becoming a better developer meant one thing: Write more code. Learn more programming languages. Memorize more syntax. Build more features…
I Wrote 10 AI Stories in 10 Days. My Keyboard Started Smoking on Day 4.
Biggest thing I learned writing the AI, Ego & Regret series: I argue with myself way more than I thought. Every post goes through the same loop: 1…
AI's real value isn't automation. It's how fast you can act on what you already know.
Something I keep noticing across teams and orgs that are actually getting value from AI versus the ones that aren't. The difference rarely comes down …
Building Your "Longevity Knowledge Graph": Stop Ignoring 10 Years of Health Reports with GraphRAG and Neo4j
We’ve all been there: every year, you get a physical, receive a thick PDF full of blood markers, glance at the "normal range" checkmarks, and toss it …