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Section 22 / 160 页 · 每页 40 stories

ResearchOrdinary
Beyond Spatio-Temporal Priors: A Generalizable Approach for Dense Correspondence Matching
Dense correspondence matching has historically been bounded by simplifying spatio-temporal priors, such as smooth motion and rigid geometry. While effective for classical tasks, these assumptions break down in image editing and reference-g…
Source: arXiv
ResearchOrdinary
A Unified Bellman Operator for Safety-Critical Reinforcement Learning
Reinforcement learning in safety-critical domains requires maximizing task performance while strictly adhering to safety constraints. Existing safe reinforcement learning paradigms typically force a trade-off: they either require a priori …
Source: arXiv
ResearchOrdinary
WOVEN: Weaving Visual World Modeling into Multimodal LLMs
Multimodal large language models (MLLMs) struggle with spatial, embodied, physical, and temporal reasoning. We hypothesize that these failures reflect a shared deficit in visual transition reasoning, and test whether this capability can se…
Source: arXiv · GPT / Qwen
ResearchOrdinary
MAMHOI: Factorizing Scene-Aware Human-Object Interaction through Affordances
Generating realistic human-object interactions (HOI) in complex 3D scenes requires two complementary capabilities: reasoning about interaction feasibility in the environment and synthesizing realistic human-object motion. However, supervis…
Source: arXiv
TutorialsOrdinary
I Built a World With Rules. Then I Changed Them.
The Rules Are Hidden. The Timeline Isn't. What happens when you put something inside a...
Source: DEV Community
TutorialsOrdinary
WanderLog: an offline field journal that answers "where did I see that kingfisher last time?"
A trail voice memo becomes structured sightings and walks, parsed by open-weight gemma3:4b on your own machine — no dashboard, no cloud, no typing.
Source: DEV Community
TutorialsOrdinary
AI coding agents and Theo's Rust TypeScript compiler: the caveats
AI coding agents produced Theo's Rust TypeScript port. Its project benchmarks are promising; version matching and maintenance still need review.
Source: DEV Community
TutorialsOrdinary
Side Quest: an AI that sends you on a walk, and never learns where you are
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 1 — Touch Grass. ✏️ TODO...
Source: DEV Community
TutorialsOrdinary
AllergyGuard — Open-Source Offline Dietary Safety & Recipe Transformation Engine
What I Built Shared living arrangements create significant friction when one roommate...
Source: DEV Community
TutorialsOrdinary
Your coding agent's work is lost in .md file
A good part of what my coding agents make now isn't code. A rollout plan. A comparison of three queue...
Source: DEV Community
TutorialsOrdinary
The September cut took 17% of my Claude Code week. Subagents were taking 48%.
My Claude Code week started ending on Wednesday. I blamed the September 14 cut, like everyone on...
Source: DEV Community · Claude
TutorialsOrdinary
What decision models can't do: six honest limits
Two of the six new local decision models are non-commercial, none of them explain themselves, and the confidence number is a claim until you bench it.
Source: DEV Community
TutorialsOrdinary
Stop Rebuilding Your Agent Loop Just to Train It with RL
Reinforcement learning for language agents has had an annoying operational tax. If you wanted to run...
Source: DEV Community
TutorialsOrdinary
Breaking the Subword Boundary: Probing Architectural Vulnerabilities in Modern LLMs (ASTRAL-Bench on Kaggle)
This is a submission for the Kaggle Benchmarking Challenge When we look at standard LLM...
Source: DEV Community
TutorialsOrdinary
100 Actions, 110 Side Effects: A Crash Test for AI Agent Tools
Your agent chose the right tool. The arguments were valid. The action was allowed. Then the worker...
Source: DEV Community
TutorialsOrdinary
Spring AI vs LangChain4j in October 2026: Both Shipped Big. Here Is How to Pick.
On September 25, 2026, both of the serious Java options for building AI applications shipped releases...
Source: DEV Community
TutorialsOrdinary
CodeSmith Context Engineering: Append-Only Conversation History for Agents
Context Engineering: A Conversation History That Never Gets Rewritten Source version of...
Source: DEV Community
TutorialsOrdinary
Dev Tool GTM, Done Agentically
I'm Founding Technical GTM at Tabstack. I run GTM with a stack of agents and tools, and I stay in...
Source: DEV Community
TutorialsOrdinary
Codex Pricing in 2026: Every Plan, Usage Limit and Credit Rate, Explained
Codex pricing is not one number: Codex is bundled into ChatGPT Free, Go, Plus, Pro, Business and Enterprise, each with its own usage allowance, and...
Source: DEV Community · ChatGPT
TutorialsOrdinary
Building Resilient LLM Function Calling in Node.js: Circuit Breakers, Fallbacks, and Schema Validation
Function calling (a.k.a. tool use) is what turns an LLM from a text generator into something that can...
Source: DEV Community
TutorialsOrdinary
TrustBoundary Bench: when JSON formatting masquerades as an AI security failure
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Can an AI...
Source: DEV Community
TutorialsOrdinary
Acoustic Atlas: An Offline Open-Weight Model That Finds the Best-Sounding Places to Touch Grass
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
EventSource can't POST. Your LLM stream needs it to.
You want to stream a chat completion. The response is a text/event-stream, so the browser's built-in...
Source: DEV Community
TutorialsOrdinary
Cloudflare AI Bot Controls Can Affect Googlebot: What Website Owners Need to Check
Cloudflare has clarified that its AI traffic controls can affect more than specialist AI crawlers....
Source: DEV Community
TutorialsOrdinary
A Game That Replaces Doomscrolling, Powered by Local AI (Ollama)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community · Ollama
TutorialsOrdinary
Human-in-the-Loop
Should Agentic AI be in complete control of my codebase?
Source: DEV Community
TutorialsOrdinary
How I Broke 37 Circular Imports in a Python Codebase With Claude Code
TL;DR I had a ~180k-line Python service with 37 circular import chains, held together by...
Source: DEV Community · Claude
TutorialsOrdinary
What My AI Broke This Week #1: Nothing. It Was Me, Three Times
This week the agent broke nothing. I broke three things, and it spent the week politely proving...
Source: DEV Community
TutorialsOrdinary
How to Protect Local Credentials from a Coding Agent with Agent Guard
ou have a local project that a coding agent needs to work on, and the same Mac also holds the AWS...
Source: DEV Community
PerspectivesOrdinary
https://github.com/humanlayer/fold
https://github.com/humanlayer/fold
Source: X：Dex Horthy（HumanLayer）(@dexhorthy)
TutorialsOrdinary
5 Best AI-Native API Platforms for Developers in 2026
APIs have always been an important part of software development. But in 2026, they are becoming even...
Source: DEV Community
TutorialsOrdinary
I asked 63 models the same 76 questions, with and without web search
The 2026 standard deduction for a single filer is $16,100. I asked 63 models what it was. Asked from...
Source: DEV Community
TutorialsOrdinary
grasscast: a "should I go outside?" forecast that learns your taste from a few dozen outings (TabPFN + Temporal)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Teaching AI Security: Hands-On LLM Hardening with Docker Desktop and Security Gateways
A complete guide to teaching AI security on student laptops with zero API costs using Docker, Ollama,...
Source: DEV Community · Ollama
TutorialsOrdinary
Same bug, two IDs: an open RL dataset shares 15% of CyberGym's bugs, and a plain ID join misses 38% of them
Open RL environments are great for research. They also open another route for benchmark overlap. Here...
Source: DEV Community
TutorialsOrdinary
I Tested Whether Frontier AI Can Do a Texas Real Estate Agent's Desk Work — Here's What 3 Models Taught Me (and What the 4th Taught Me About Benchmarks)
I'm a Texas real estate agent (eXp Realty). I spend my mornings doing desk work that has to be...
Source: DEV Community
TutorialsOrdinary
Local LLM on a Laptop: 7 Surprising Speed Facts
Published: 2026-10-03 Table of contents What a local LLM actually is Why run a model on...
Source: DEV Community
TutorialsOrdinary
Chrome DevTools MCP for Claude Code: Let It Read the Console, Network, and Performance (2-Minute Setup)
Stop being the copy-paste middleman between DevTools and Claude Code. The official Chrome DevTools MCP lets the agent read console errors, network req
Source: DEV Community · Claude
TutorialsOrdinary
IRL Quest — AI That Gives You a Reason to Put Your Phone Down 🌿
IRL Quest 🌿 AI that gives you a reason to put your phone down. Built for the Hacktoberfest...
Source: DEV Community
TutorialsOrdinary
Group chat orchestration: the pattern that works beautifully until it doesn't
I once watched a group chat of eleven agents spend forty minutes debating whether a research summary...
Source: DEV Community