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⚡ AI Lessons

Dev.to · jamilxt
21h ago
An AI Coding App Was Silently Uploading Your Entire Git History: Inside the ZCode Incident
If you use an AI coding assistant, you already accept that it sees the code in your current task....

Dev.to · jamilxt
21h ago
Cloudflare Reclaimed 100TB of RAM With Math You Can Use on Your Own Stack
A ticket lands on your desk: one of your load balancing services is using six gigabytes of memory and...

Dev.to · jamilxt
1d ago
AI Didn't Hack OpenAI. A Missed Debian Backport and an SSO Misconfiguration Did
The headline that circulated this week sounds like a movie trailer: hackers breached OpenAI's...

Dev.to · jamilxt
2d ago
Jujutsu vs Git: The Creator Just Left Google for a Startup Built on His VCS
Your Git repo has a dirty working directory, three files staged by accident, and a stash you are...

Dev.to · jamilxt
📰 AI News & Updates
4d ago
This New AI Model Refuses to Write Text. That Is Exactly Why It Runs 100x Faster
The most discussed launch on Hacker News this week was not another chat model. It was a model that...

Dev.to · jamilxt
📰 AI News & Updates
2w ago
Agent Memory Is Just Files: Building a Memoryfield Your AI Agent Can Actually Use
Every agent I run has the same flaw, and it took me embarrassingly long to name it. It forgets. Not...

Dev.to · jamilxt
🔧 Backend Engineering
2w ago
Stop Installing MongoDB for This: SQLite Is Already a Document Database
Last month I needed somewhere to dump webhook payloads from my AI agent infrastructure. Events arrive...

Dev.to · jamilxt
📰 AI News & Updates
2w ago
ChatGPT Work vs Chat: What OpenAI's New Agent Mode Actually Adds, and Whether It Is Safe
OpenAI announced ChatGPT Work on July 9, 2026, and has been iterating on it furiously ever since. It...

Dev.to · jamilxt
🧠 Large Language Models
3w ago
Autoregressive vs Diffusion LLMs: How the Next Generation of Language Models Actually Writes Text
If you have watched an AI write, you know the ritual. Tokens appear left to right, one after another,...

Dev.to · jamilxt
🔧 Backend Engineering
3w ago
LatticeDB vs SQLite: I Ran the Graph Traversal Benchmarks. The Gap Is Real but the Fine Print Matters
Last week I needed to give my AI agent a memory that connects facts instead of just listing them. Not...

Dev.to · jamilxt
🌐 Frontend Engineering
3w ago
htmx 4.0 Just Shipped: What Changed, What Breaks, and How to Migrate This Weekend
On Friday the htmx team shipped a brand new major version, and then did something almost no library...

Dev.to · jamilxt
🧠 Large Language Models
3w ago
GPT-5.6 Sol Fast Mode vs Standard: When Double the Price Actually Buys You Speed
Last month I sat watching one of my own agent pipelines grind through a step that a human was...

Dev.to · jamilxt
📰 AI News & Updates
3w ago
21 Bytes Can Crash FFmpeg: Inside the Vibecoded Fuzzer That Found What Years of Audits Missed
Twenty-one bytes. That is the entire attack. A file smaller than a URL, with four zero bytes sitting...

Dev.to · jamilxt
📰 AI News & Updates
3w ago
The OpenAI Python SDK Just Dropped HTTPX for HTTPX2. Run This Checklist Before Your Next Deploy
Last week I bumped the openai package version in one of my agent projects, ran the test suite,...

Dev.to · jamilxt
📰 AI News & Updates
3w ago
GLM-5.3-Flash: Z.ai Reveals Ox Alpha Was Its Open Multimodal Model
For the past week, developers have been puzzling over a model called Ox Alpha. It appeared on...

Dev.to · jamilxt
📰 AI News & Updates
3w ago
Mac Studio M5 Ultra vs NVIDIA DGX Spark: The $5,500 Local AI Bet
Two weeks ago I priced out what it would take to run a 200B-parameter model in my apartment in Dhaka...

Dev.to · jamilxt
🔧 Backend Engineering
3w ago
AI Agents Are Flooding Public Services - Build Your Spring Boot Defenses Before They Reach Your API
Imagine your service runs a public submission endpoint. A contact form, a claims intake API, a...

Dev.to · jamilxt
💻 AI-Assisted Coding
3w ago
Junie Local: JetBrains' Free On-Device AI Coding Agent Runs Qwen3.6-27B Entirely on Your Mac
JetBrains has shipped Junie Local, a version of its AI coding agent that runs entirely on your...

Dev.to · jamilxt
📰 AI News & Updates
3w ago
MS Paint Stamps a Tracking ID Into Your Local AI Images
You bought a Copilot+ PC partly because the AI runs on your hardware. No cloud bills, no rate limits,...

Dev.to · jamilxt
💻 AI-Assisted Coding
4w ago
NVIDIA Turned a 30% Model Into a 100% Agent. Here's How to Build the Same Harness in Java
Last Friday, NVIDIA's research team published a result that should change how every backend team...

Dev.to · jamilxt
📰 AI News & Updates
4w ago
AI Agents Can Now Optimize Your Slow Java Code: A Spring Boot Workflow That Used to Need a Specialist
Last week a tweet went viral claiming that people complaining about LLM-generated bloat would "eat...

Dev.to · jamilxt
📰 AI News & Updates
4w ago
Spring AI 2.0.1 Fixed 7 CVEs. One of Them Lets a Prompt Call Tools You Never Advertised
I start most mornings the same way: coffee, then the Spring blog RSS feed, then whatever my agents...

Dev.to · jamilxt
💻 AI-Assisted Coding
4w ago
Anthropic Rewrote Bun in Rust With 64 Claude Agents for $165K. The Real Bill Is Higher
In December 2025, Anthropic bought Bun, the JavaScript runtime with over 22 million monthly...

Dev.to · jamilxt
📰 AI News & Updates
1mo ago
A 9.8 Critical CVE That Never Existed: How to Filter Fake Vulnerabilities Out of Your Java Pipeline
On July 30, 2026, JFrog's security team published something that should worry anyone whose build...
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