AI Intelligence Archive
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ResearchOrdinary
H-JEPA: End-to-End Learning of Hierarchical World Models for Visual Planning
Long-horizon planning with latent world models requires reasoning across timescales and levels of abstraction. Existing task-agnostic JEPA world models predict and plan at a single timescale or with multiple horizons in one shared latent s…
Source: arXiv
ResearchOrdinary
Sharpen Without Search: On-Policy Distillation of Sequence-Level Power Distribution
A language model can give a correct answer more probability than any single incorrect answer and still usually sample an incorrect one, because the incorrect answers together hold more probability. The power distribution raises each comple…
Source: arXiv
TutorialsOrdinary
Allocating Intelligence. Rethinking Where AI Belongs in Software
Over the last few years, AI tools have progressively become part of our everyday workflows. We use...
Source: DEV Community
TutorialsOrdinary
Google Search Console Adds Multimodal Reporting for Lens and Visual Search Traffic
Google has introduced Web multimodal search performance reporting in Search Console, giving site...
Source: DEV Community
TutorialsOrdinary
Claude’s Invisible Text Watermark Changes Provenance, Not Google SEO Rankings
Anthropic has begun embedding an imperceptible, machine-readable watermark in Claude-generated text...
Source: DEV Community · Claude
TutorialsOrdinary
Professional Antipatterns: The CTO Who Chose Agentic Development Over Agentic Development
A colleague recently gave an internal presentation about GitHub's Spec Kit and spec-driven...
Source: DEV Community
TutorialsOrdinary
Scaffolded Trajectories Make Terrible Agent Training Data
When an autonomous agent struggles on long terminal tasks, the standard engineering response is to...
Source: DEV Community
TutorialsOrdinary
Claude Code mods: but does it run Doom?
Yes ... Yes it does. The Minesweeper was the warm-up. A pane that can draw pixels and take the...
Source: DEV Community · Claude
TutorialsOrdinary
How to build a Financial Research Agent with SEC Filings and Market Data
Day 5 of 30 Days of Search. Quick Summary: You read the company’s filings, check the share price,...
Source: DEV Community
TutorialsOrdinary
Deploying an open-source AI agent platform to Kubernetes: the honest one-command version
Most 'deploy to K8s in one command' posts quietly skip the cluster prerequisites. Here's the real path for ApowerB's Helm chart: one command to install, plus the storage, ingress and TLS steps nobody shows you.
Source: DEV Community
TutorialsOrdinary
I Built My Friend a Mock Interviewer That Read His Rust Code
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
I Built an AI That Reads Eviction Notices and Refuses to Lie to You
A weekend AWS build for the Zero to Shipped hackathon. Textract reads the notice, code finds the facts, and Bedrock only narrates, so it can't lie about your deadline.
Source: DEV Community
TutorialsOrdinary
Better Prompts Aren't Enough for Reliable AI Coding
When a coding agent gives you a confident answer, it's easy to treat that confidence as evidence. I...
Source: DEV Community
TutorialsOrdinary
How Hard Should You Review This? Ask What It Touches.
When a pull request shows up and an agent helped write it, the first question a lot of reviewers ask...
Source: DEV Community
TutorialsOrdinary
My AI Team Followed Three Rules. It Kept Two.
At eleven last night a message arrived in my Slack channel: the schedule was at risk. Below that came...
Source: DEV Community
TutorialsOrdinary
Your prompt-cache fix is worth 0% if your users only send one message
A 30-turn measurement of how the saving amortises — and why the "one-line fix" quietly decays as...
Source: DEV Community
TutorialsOrdinary
I forked a live AI agent three ways, and every copy came up with its web server already running
An agent built an app inside a DigitalOcean Managed Agents microVM. I checkpointed it, forked it three ways, screenshotted every branch, then deleted the app and rolled back in 5.6 seconds. The process I had killed came back at the same PI…
Source: DEV Community
TutorialsOrdinary
Tell your AI agent what it's about to break, before it breaks it
Tell your AI agent what it's about to break, before it breaks it AI coding agents are...
Source: DEV Community
TutorialsOrdinary
Would an AI let my patient drink thin water? Benchmarking LLMs on dysphagia diet safety
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I'm a...
Source: DEV Community
TutorialsOrdinary
🤖 AI Can Write My Code. But Apparently, I Still Need to Know How to Press Enter.
AI coding tools are getting crazy good. They can read your project, understand multiple files, write...
Source: DEV Community
TutorialsOrdinary
The Framework Nobody Wrote Down: Taking a Backbone App to React
Backbone gave you models, views, a router and events, and left the rest to you. So most Backbone apps...
Source: DEV Community
TutorialsOrdinary
AI Recommends Packages Attackers Registered First
The model invents a package name, someone registers it, and the agent installs it with no human in the loop. USENIX measured it at 19.7% of generated samples, and Anthropic watched 15 real systems pull a malicious package within the hour.
Source: DEV Community · Claude
TutorialsOrdinary
How To Write Playwright tests in minutes with Playwright MCP and Claude Code
This article was originally published on the Endform blog. By the end of this walkthrough you'll...
Source: DEV Community · Claude
TutorialsOrdinary
Your bugs used to burn CPU. Now they burn money.
In traditional software, a badly written loop gives you a CPU spike. Somebody gets paged, the graph...
Source: DEV Community
TutorialsOrdinary
Your agent says verified. Nothing binds it to the artifact
Has an agent ever told you it "verified" something and you just... believed it? I have. So this time...
Source: DEV Community
TutorialsOrdinary
Ephemeral Autonomy: Securing On-Chain AI Agents with ERC-7702 and Scoped Session Keys
Giving an autonomous AI agent an unconstrained private key creates critical attack vectors: prompt...
Source: DEV Community
TutorialsOrdinary
The best engineer on my team ships the least code.
The best engineer on my team almost got a bad review last quarter for shipping too little code. I'm...
Source: DEV Community
TutorialsOrdinary
Does Your Favorite AI Tool's Cache Hit Mean Your Project's Uniqueness Miss?
I was checking out Hacktoberfest Weekend Challenge submissions. I do this from time to time on DEV...
Source: DEV Community
TutorialsOrdinary
I Gave My AI Agents Their Own Documentation Crawler, and Pulled 60 Pages of Clean Markdown in 49 Seconds
It's not just that I made a crawler, but it's how the docs actually look that makes me love this so...
Source: DEV Community
TutorialsOrdinary
AI Compliance Automation Software: Features, Architecture & Development Cost
AI compliance just stopped being a policy problem. On October 4, 2026, Reuters reported Sam Altman...
Source: DEV Community
TutorialsOrdinary
What stateless MCP changes for gateways
The MCP spec went stateless on July 28. If you run one MCP server, that mostly means deleting your...
Source: DEV Community
TutorialsOrdinary
✍️ MagenticCMS: Rehearse the Comments Before You Publish the Post
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. Thanks to...
Source: DEV Community
TutorialsOrdinary
Keepsake: Everyone's Trip Photos, Sorted into Moments Without Anyone Lifting a Finger
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
ResearchOrdinary
Off-Policy Merging Beats On-Policy Self-Distillation for Continual Learning
A long-standing goal of AI is a model that can continually learn and improve itself. On post-trained models, supervised finetuning (SFT) on new data often causes poor generalization and catastrophic forgetting. As such, the conventional wi…
Source: arXiv
TutorialsOrdinary
Warp: An Evidence Graph for Procurement Incidents
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
ResearchOrdinary
Finite-Sample Distribution Theory and Efficient Large-Scale Inference for Online Quantile Regression
This paper studies online quantile regression for large-scale and streaming data using Stochastic SubGradient Descent (SSGD) with constant learning rates. Classical offline inference for quantile regression is computationally and memory in…
Source: arXiv
TutorialsOrdinary
My friend runs her supplements shop from WhatsApp voice notes, so I built her a shop helper
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend Her day,...
Source: DEV Community
ResearchOrdinary
Weave Mamba Fusion: Global Cross-Scale Interaction for Lightweight Face Detection
Feature pyramid methods, from FPN to BiFPN, have achieved strong performance in face detection by fusing multi-scale features. However, detecting faces under unconstrained conditions, such as small scale, occlusion, and extreme pose, remai…
Source: arXiv
ResearchOrdinary
CCQ: A Multi-State Child Care Quality Dataset to Support AI for Children's Health Research
High-quality child care in early life is a critical determinant of children's growth and development. Research on child care quality has been constrained by fragmented, non-research-friendly, and privacy-bound datasets. We present CCQ (Chi…
Source: arXiv
ResearchOrdinary
Imagine to Act: High-Fidelity Data Synthesis via Image Editing World Model for Scalable GUI Agent Training
Graphical User Interface (GUI) agents have emerged as a promising paradigm for automating complex digital workflows across diverse applications. However, training highly capable and generalizable agents fundamentally relies on massive, hig…
Source: arXiv · Qwen