MaxText has introduced new support for Supervised Fine‑Tuning SFT and Reinforcement Learning RL on single‑host TPU configurations, leveraging JAX and the Tunix...
Introduction This is a submission for Weekend Challenge: Earth Day Edition. Every time I opened a news tab this week, there was another story about rising temp...
PDF 2017 – SPEAKEaR: Turn Speakers to Microphones for Fun and Profit Read the paperhttps://www.usenix.org/system/files/conference/woot17/woot17-paper-guri.pdf D...
Background In a dramatic middle‑of‑the‑night stand‑off, a bipartisan group of lawmakers pushing for true reform and privacy protections for Americans bought us...
Here I'll share my first impressions with ROCm and Strix Halo and how I've set up everything. !Strix Halo on htop/img/htop-strix-halo.png 128 GB efficiently sha...
The easiest way for me to understand the Dual State Model is I had to stop thinking about what data do I send to the chain and start thinking in terms of what f...
I Bought a Domain That Used to Sell Viagra. Now It Teaches Math. I have loved math since I was a kid. Not the performative kind of love — Years later, I wanted...
I’m a Full Stack Software Developer MERN Stack, working with TypeScript, React, Node.js, Express, MongoDB, and Vite to build scalable, high-performance web appl...
When I first came across OpenClaw, I was not looking for another AI tool. Like most developers, I already had access to several. What caught my attention was th...
I Deleted the Button — Migrating Flutter AI Features from UI-Triggered to Hourly Cron Batch Introduction I removed the 'Run AI Prediction' button from my app. T...
I've reviewed enough Go backend test suites to notice a pattern. The services with the most unit tests are often the ones with the most production incidents. No...
I worked with a team that rewrote a critical service from Go to Rust because 'performance.' Six months later, the service was 30% faster, the team was miserable...
When I tell people that 40 million Ethiopian students don't have access to quality tutoring, they're shocked. When I explain that most of them learn in Amharic—...
In our previous posts, we’ve discussed why AI Agents fail when they rely on 'vibes' and why they need a 'Cognitive Interface.' But what does 'Intelligence' actu...
You take out the garbage every day. You've done it for years. Maybe decades. It's just a thing you do. Part of the routine. You grab the bag, walk outside, toss...
In this guide, you’ll learn how to host your blog on a subdirectory e.g. example.com/blog instead of a subdomain e.g., blog.example.com. Every step here has bee...
Copilot auto model selectionhttps://docs.github.com/copilot/concepts/auto-model-selection is now generally available in GitHub Copilot CLI for all Copilot plans...
The problem Most of us don’t actually know why our resume gets rejected. We guess, tweak, and reapply, but we never really see the gap between what employers a...
Some gene variants became consistently more or less frequent over time in ancient human populations — a sign of natural selection. Credit: Denis-Art/Getty The b...
I’ve spent the last nine months deep in the weeds of Rust, distributed systems, and FIPS‑standardized cryptography. The result is Dytallix: the first solo‑built...
Problem Statement After running 35+ AI agents in production for months, I learned that reliability is not about preventing failures—it is about containing them...
I've seen lots of chatter about Fil-Chttps://fil-c.org/ recently, which pitches itself as a memory safe implementation of C/C++. You can read the gritty details...
!Arc Prize Foundation Logohttps://bookface-images.s3.amazonaws.com/small_logos/6cfa6fd37255bf3036179eb9d4770661d2f35d12.png Platform Engineer - Benchmark Lead -...
!Cover image for LinkedIn or LinkeDone?https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads...
Every test suite has the same dirty secret: name='Test User', email='test@test.com', bio='Lorem ipsum'. Copy-pasted across 50 tests, never catching real edge ca...
It is rather amusing to me that this is the sum total of a prompt needed to get Claude Code to take a task from my task system, find the code, look at the produ...
We had four specialist AI agents — math, verbal, data insights, and strategy — each with a different system prompt, RAG namespace, and reasoning style. Every us...
Midjourney still wins on mood and lighting but lies about text, logos, and hand counts on packaging work Flux 1.1 Pro on fal.ai is the typography winner at 0.04...
EKS Joins the Free AWS Emulator MiniStack v1.2.20 adds Amazon EKS to its list of emulated AWS services. Create clusters, manage node groups, and hit the EKS API...
A Spatial AI System for Pattern-Based Workflows What I Built AngleCore powered by ENGO Core is a spatial interface for constructing and interpreting AI workflow...
This article was originally written by Shamim Raashid Senior Solutions Architect and Anish Singh Walla Senior Technical Content Strategist and Team Lead Deploy...
Building an app that handles scheduling, invoicing, or delivery estimates? You'll need to know if a given date is a business day - and that's trickier than it s...
Anthropics February 2026 AI Fluency Index studied 9,830 Claude conversations and classified them across 11 observable behaviors and three axes: Description, Dis...
In a previous post about AI-discovered bugshttps://blog.calif.io/p/mad-bugs-month-of-ai-discovered-bugs in Vim and Emacshttps://blog.calif.io/p/mad-bugs-vim-vs-...
A2UI v0.9 introduces a framework-agnostic standard designed to help AI agents generate real-time, tailored UI widgets using a company’s existing design system....
APRIL 15, 2026 Subagents allow Gemini CLI to delegate complex, repetitive, or high-volume tasks to specialized expert agents. Each subagent operates within its...
The Problem If you've ever tried to read or send emails with Python, you know the pain: The old way import imaplib import email mail = imaplib.IMAP4_SSL'imap.gm...
Everyone says prediction markets are efficient. I spent 30 days collecting data to test that claim. The result: 8.9 million data points across 9,550 markets — a...
This is a submission for Weekend Challenge: Earth Day Edition EcoTrack AI — Track, Visualize & Reduce Your Carbon Footprint 🔗 Links You enter your daily habits...
I got a DM from a principal engineer last week. He's spending more than $2,000 a month on AI tokens. Not because he's lazy. Because he's figured something out....
Science & Exploration 04/07/2018 124543 views 666 likes When the Apollo astronauts returned from the Moon, the dust that clung to their spacesuits made their th...
Science & Exploration 04/07/2018 111221 views 661 likes When the Apollo astronauts returned from the Moon, the dust that clung to their spacesuits made their th...
Your best post this month probably deserved a follow-up and didn't get one. Mine did too. For months, I watched posts hit 200 likes and then just sit there. The...
TL;DR: I've spent the last 3 years auditing smart contracts. Now, developers are handing over private keys and on-chain execution rights to LLMs. This is a disa...
Day 1 — Journey to Becoming a Complete Full-Stack Developer 2026 Edition 🚀 Starting from absolute beginner → professional engineer in 1 year. Phase 0: Foundati...
Testing is not about finding bugs; it's about gaining the confidence to ship code. The Challenge The DecisionService I was testing relied on multiple repositori...
Every meaningful thing we do at work... brainstorming, decision making, debating involves multiple people. Yet look around: each and every AI tool that you use...
Everyone's talking about AI Agents. But most teams I speak to are still figuring out where to even begin — and the ones that have started are hitting walls they...
