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Adaptive Intelligence: Why the Next Generation of AI Systems Will Learn From Change
Artificial intelligence is usually associated with prediction. Give a model enough data, identify patterns, and generate an estimate of what might happen next. But prediction is only one dimension of intelligence.
Dev.to AI4 min readRackwise: A Eurorack Agent That Separates Calculation From Evidence
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content. What I Built I started this challenge knowing almost nothing about Sanity. Eurorack was new to me too.
Dev.to AI6 min readMy HTML-to-Markdown output passed every test I wrote — then flattened in a strict parser
An agent piped a wiki export through my HTML-to-Markdown converter into a RAG pipeline and reported that hierarchy was disappearing. Every nested task list came out flat: sub-items rendered as siblings of their parents.
Dev.to AI2 min readHow does architectural design impact AI performance?
Disclosure: This article was written by AI. Automated checks are not independent fact verification. This is source-based analysis, not a hands-on product test. What the publisher announced AI infrastructure performance is increasingly determined by architecture rather than raw compute power alone.
Dev.to AI3 min readWhat Is Jev? I Tested TypeSafe's Decision Model on My Comments and Email
In September 2026 a company called TypeSafe released Jev, and it isn't a chatbot. It never writes a sentence. You give it some text and a question with fixed answer options, and it returns one of your options plus how sure it is: "bot, 97%." Nothing to parse, nothing to read.
Dev.to AI7 min readUsing LLMs for Crypto Market Analysis in 2026
Integrating Large Language Models (LLMs) into cryptocurrency market analysis has evolved from experimental curiosity to a core component of institutional-grade trading strategies in 2026.
Dev.to AI2 min readIf they're all similar minds, why not a roundtable? So I built one.
! This article is a repost from I started using Claude Code. After Lattice, I needed a mechanism to actually run it Lattice is a process management approach that aims to allow parallel implementation. I built it and even filed a patent. I wrote about it in a previous article.
Dev.to AI4 min readRun DeepSeek V4 on Your Own Hardware With DwarfStar, the Redis Creator's New Inference Engine
The creator of Redis thinks your old GPU is not obsolete. Salvatore Sanfilippo, better known as antirez, published a project called DwarfStar (the repo is antirez/ds4) that runs DeepSeek V4 Flash, GLM 5.x, and DeepSeek V4 PRO entirely on consumer hardware: Macs, DGX Spark boxes, Strix Halo…
Dev.to AI8 min readChalkboard and avatar for ai agents
Because I find it difficult to read the textual output of agents after each modification or planning, and relate everything to the big picture, I built this simple application (with the help of Claude Code). It is an Electron application that has an integrated terminal linked to the Chalkboard.
Dev.to AI1 min readAI-Driven Risk Management for Crypto Traders
Crypto assets are notorious for their extreme volatility, making traditional risk management strategies often inadequate. For traders seeking an edge, AI-driven risk management offers a robust solution by processing vast datasets in real-time to predict market shifts and adjust positions…
Dev.to AI2 min readWhen Safety Takes a Backseat: Why OpenAI's Culture Clash Matters for Every AI Engineer
When Safety Takes a Backseat: Why OpenAI's Culture Clash Matters for Every AI Engineer The rapid commercialization of artificial intelligence has created an uncomfortable tension between cutting-edge capability and rigorous safety oversight, culminating in high-profile departures that should make…
Dev.to AI6 min readIs software overpriced nowadays?
I had an argument with a fellow software engineer recently. He said: “Software isn’t overpriced.” I said: “Bro… the game has changed.” 😂 Think about it.
Dev.to AI2 min readContext as a File: Baize's CLM-Inspired Long-Conversation Projection
Project: Baize — an AI assistant runtime for your team (Go 1.25+, MIT) Repo: https://github.com/rebornace/baize 1. The short version Baize v0.3.x takes inspiration from the recent Context Language Models (CLM) papers and ships a constrained take: keep important facts in long chats.
Dev.to AI4 min readImplementation That Favors the AI, Review That Favors the Human---Writing a COW Filesystem from Scratch, Part 2
In the last post, I decided to hand the keyboard over to the AI. But how to use the keyboard, what the key layout is, which input method to use: all of that is still unclear. To get a filesystem built sooner rather than later, I still need to make a little more effort.
Dev.to AI13 min readCrypto Funding Rate Arbitrage with AI Signals
Perpetual futures markets have created a unique yield opportunity: funding rate arbitrage. By simultaneously holding a long position in the perpetual contract and a short position in the spot market (or vice versa), traders can capture the periodic funding payments without directional exposure.
Dev.to AI2 min readPewDiePie's AI Model Ajax Sparks Controversy, Allegations of OpenAI Bans Over Distillation Techniques
Technical Reconstruction of the Ajax AI Model Controversy Mechanisms Driving the Controversy The controversy surrounding PewDiePie's Ajax AI model arises from the complex interplay of technical, procedural, and ethical mechanisms.
Dev.to AI12 min readBuilding a DeFi Yield Scanner with Python and AI
Building a robust DeFi yield scanner requires moving beyond static APIs to dynamic, intelligence-driven data analysis. By combining Python’s data-handling ecosystem with Large Language Models (LLMs), you can create a tool that not only identifies high-yield liquidity pools but also assesses the…
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