📰 Dev.to · Kunal
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⚡ AI Lessons
![AI Agent Control Flow: Why Better Prompts Won't Fix Your Broken Agent Architecture [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fcwas1iu0hw6zsjt06y61.png)
Dev.to · Kunal
3w ago
AI Agent Control Flow: Why Better Prompts Won't Fix Your Broken Agent Architecture [2026]
The most advanced AI agent teams aren't writing better prompts. They're writing better control flow. Here's why that architectural shift changes everything.
![Gemini Flash vs Pro for Developers: Which Google AI Model Actually Fits Your Use Case [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0jv1s4k0nvxyj2u2h4si.png)
Dev.to · Kunal
3w ago
Gemini Flash vs Pro for Developers: Which Google AI Model Actually Fits Your Use Case [2026]
Google's Gemini lineup keeps growing — Gemini 3.1 Pro, Gemini 3 Flash, massive context windows, Project Astra. Here's what actually matters for shipping real ap
![Linux Copy-Primitive Bugs Keep Breaking Container Security: From Dirty COW to Leaky Vessels [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fv7t4olyys0wmhauxbb0w.png)
Dev.to · Kunal
3w ago
Linux Copy-Primitive Bugs Keep Breaking Container Security: From Dirty COW to Leaky Vessels [2026]
Dirty COW, Leaky Vessels, and now CopyFail. The pattern of Linux copy-primitive vulnerabilities breaking Docker and Podman container isolation isn't slowing dow
![AI Agent Failure in Production: 5 Patterns That Would Have Prevented the PocketOS Database Disaster [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fw3fiz0obubu90n22hzqw.png)
Dev.to · Kunal
1mo ago
AI Agent Failure in Production: 5 Patterns That Would Have Prevented the PocketOS Database Disaster [2026]
An AI agent reportedly destroyed a company in 23 minutes by deleting its production database and backups. Here are 5 architectural patterns that prevent autonom
![Deepfake Voice Detection: I Tested 3 Tools Against My Own AI Voice Clone [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3rz3ivis8p9bppu0cei9.png)
Dev.to · Kunal
1mo ago
Deepfake Voice Detection: I Tested 3 Tools Against My Own AI Voice Clone [2026]
I cloned my own voice with a 10-second audio clip, then tested three deepfake voice detection tools to see which ones could catch it. The results were uneven —
![pgBackRest Is No Longer Maintained: 3 PostgreSQL Backup Tools Compared for Production [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fly8b5j9mcbv1dnmdawq3.png)
Dev.to · Kunal
1mo ago
pgBackRest Is No Longer Maintained: 3 PostgreSQL Backup Tools Compared for Production [2026]
pgBackRest's maintainer just called it quits. Here's a practical comparison of three PostgreSQL backup tools — pgBackRest, Barman, and pg_probackup — and what y
![HaleHound CYD Review: Is a $15 Pwnagotchi Alternative Actually Worth It for WiFi Pentesting? [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjfnlq5tenczufa3r8sst.png)
Dev.to · Kunal
1mo ago
HaleHound CYD Review: Is a $15 Pwnagotchi Alternative Actually Worth It for WiFi Pentesting? [2026]
I tested the $15 HaleHound CYD as a budget WiFi pentesting tool and compared it head-to-head with the Pwnagotchi. Here's the honest verdict on what it can and c
![TanStack Start vs Next.js: The Server Components Showdown That Actually Matters [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fh2eduk4ym0ufxqvei40x.png)
Dev.to · Kunal
1mo ago
TanStack Start vs Next.js: The Server Components Showdown That Actually Matters [2026]
TanStack Start and Next.js both support React Server Components, but their philosophies couldn't be more different. Here's which one to pick for your next proje

Dev.to · Kunal
1mo ago
Tech Job Market in 2026: The Great Bifurcation Is Here and Most Engineers Aren't Ready
The tech job market isn't crashing — it's splitting in two. One side pays $500K+, the other is stagnating. Here's how to end up on the right side of the divide.
![MiniMax vs Claude for Coding: I Benchmarked the 50x Cheaper Challenger on Real Tasks [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1m3z54j1dcw0vatuwxd7.png)
Dev.to · Kunal
1mo ago
MiniMax vs Claude for Coding: I Benchmarked the 50x Cheaper Challenger on Real Tasks [2026]
A viral YouTube video claims MiniMax is 50x cheaper than Claude for coding. I ran my own tests on code generation, debugging, and explanation tasks to find out
![Hotwire vs Next.js in 2026: Is Server-Centric HTML the End of SPA Bloat? [Compared]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6g3y1sznn04tup44qjcz.png)
Dev.to · Kunal
1mo ago
Hotwire vs Next.js in 2026: Is Server-Centric HTML the End of SPA Bloat? [Compared]
I built the same app with Hotwire and Next.js. The JavaScript payload difference was staggering — and it changed how I think about frontend architecture default
![Full-Stack Developer Roadmap [2026]: The 5 Skills That Actually Get You Hired](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F94ok01nla2b66eyq42wq.png)
Dev.to · Kunal
1mo ago
Full-Stack Developer Roadmap [2026]: The 5 Skills That Actually Get You Hired
Traditional full-stack roadmaps list 90+ technologies. Here's the opinionated, minimal roadmap that reflects how hiring actually works in 2026.
![PostgreSQL Performance Halved on Linux Kernel 6.8: The THP Bug Every DBA Needs to Know [2026 Guide]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0bo49eri9oacgkx61hr3.png)
Dev.to · Kunal
1mo ago
PostgreSQL Performance Halved on Linux Kernel 6.8: The THP Bug Every DBA Needs to Know [2026 Guide]
A single kernel commit halved PostgreSQL throughput on Linux 6.7 and 6.8. Here's exactly what happened, why Transparent Huge Pages were the culprit, and how to
![Native Browser APIs That Make Your Frontend Framework Overkill [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fp8e1e3wuvy2qqo3ndpt5.png)
Dev.to · Kunal
1mo ago
Native Browser APIs That Make Your Frontend Framework Overkill [2026]
9 native browser APIs now handle transitions, popovers, i18n, and more — here's why your JavaScript dependencies are becoming dead weight.
![NPM Supply Chain Attacks in 2026: Why Libraries Like Axios Are Prime Targets [Guide]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F21hlf4sm1mzw1x39pe70.png)
Dev.to · Kunal
2mo ago
NPM Supply Chain Attacks in 2026: Why Libraries Like Axios Are Prime Targets [Guide]
NPM supply chain attacks are escalating fast. Here's how typosquatting, dependency confusion, and malicious packages actually work — and 5 defenses every JavaSc
![Cloudflare Workers V8 Isolates: 100x Faster Cold Starts for AI Agents at the Edge [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fy1yg99w87lhnxsfsnwgk.png)
Dev.to · Kunal
2mo ago
Cloudflare Workers V8 Isolates: 100x Faster Cold Starts for AI Agents at the Edge [2026]
Cloudflare Workers use V8 Isolates instead of containers, delivering cold starts under 5ms — roughly 100x faster than traditional serverless. Here's why that ma
![Jujutsu (jj): The Git-Compatible Version Control Tool That Might Actually Fix Git's Worst Problems [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmyaazgjwkyear9c4auv3.png)
Dev.to · Kunal
2mo ago
Jujutsu (jj): The Git-Compatible Version Control Tool That Might Actually Fix Git's Worst Problems [2026]
Jujutsu doesn't replace Git — it wraps around it and fixes the parts that make you lose work. After using it on real repos, here's why 27,000+ developers on Git
![JavaScript Bloat in 2026: 3 Architectural Root Causes Killing Your Web Performance [Guide]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fftil8h8moj2by5gcctox.png)
Dev.to · Kunal
2mo ago
JavaScript Bloat in 2026: 3 Architectural Root Causes Killing Your Web Performance [Guide]
Most JavaScript bloat advice stops at tree-shaking and code-splitting. The real problem is architectural: client-side rendering, zombie polyfills, and third-par
![Rust WASM vs TypeScript Performance: Why the 'Faster' Language Lost by 25% [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fumdpbkj4vn88g7zd603u.png)
Dev.to · Kunal
2mo ago
Rust WASM vs TypeScript Performance: Why the 'Faster' Language Lost by 25% [2026]
A developer rewrote a Rust WASM JSON parser in TypeScript and it ran 25% faster. Here's why the JS/WASM bridge kills performance for the wrong workloads.
![Temporal Workflow Engine: The Reliability Layer Your Distributed System Is Missing [2026 Guide]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F7vnkcb0wj1utr065a9a9.png)
Dev.to · Kunal
2mo ago
Temporal Workflow Engine: The Reliability Layer Your Distributed System Is Missing [2026 Guide]
Every distributed system eventually needs durable execution. Temporal gives you that without building a fragile state machine from scratch. Here's why it matter

Dev.to · Kunal
2mo ago
MediaTek Audio DSP Vulnerability: How a Nothing Phone Could Have Been Hacked (Except It Wasn't)
Check Point Research found vulnerabilities in MediaTek's audio DSP that could have turned 37% of the world's phones into eavesdropping devices. Here's why your

Dev.to · Kunal
2mo ago
Chrome Zero-Day Exploits: 4 Vulnerabilities Exposed in May 2024's Most Aggressive Attack Wave
Four Chrome zero-days exploited in the wild within two weeks. Here's what each vulnerability actually does, who was targeted, and what this signals about browse
![Patch Tuesday Zero-Day Lessons: What February 2024's Two Exploited Flaws Still Teach Us [2026]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fydio5na7qhr5qpjnv5j2.png)
Dev.to · Kunal
2mo ago
Patch Tuesday Zero-Day Lessons: What February 2024's Two Exploited Flaws Still Teach Us [2026]
Two zero-days from February 2024's Patch Tuesday — a MotW bypass and a kernel privilege escalation — were actively exploited before Microsoft shipped fixes. Two

Dev.to · Kunal
2mo ago
jemalloc vs malloc vs tcmalloc: Why Your Server's Default Allocator Is Killing P99 Latency
I benchmarked jemalloc against glibc malloc and tcmalloc for multi-threaded server workloads. The default allocator is almost never the right choice.
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