AI Intelligence Archive
浏览 AIQB 已保存的 9747 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
Indexed articles9747
Categories6
Selected stories2
All articles
Section 68 / 244 页 · 每页 40 stories
ResearchOrdinary
BatchBench: Benchmarking AI Robustness to Batch Effects and Domain Shift in Biomedical Images - A JUMP Cell Painting Leaderboard
Despite recent advances, current AI systems remain highly susceptible to domain shifts, particularly in biomedical imaging, where images are usually acquired under substantially different experimental conditions. Although recent domain ada…
Source: arXiv
ResearchOrdinary
Did the Problem Actually Get Harder? Testing LLMs on Paired P and NP-Complete Problems Hardened by Adversarial Multi-Agent Rewriting
Many NP-complete (NPC) problems have a polynomial-time (P) twin that differs in a single structural detail, such as 3- versus 2-colouring a graph. A model that reasons rather than recalls should notice which side of this boundary a problem…
Source: arXiv
TutorialsOrdinary
Supabase vs Appwrite vs Nhost: I built two apps with Claude Code
If you let Claude Code build an app on your backend and never mention security, where does it put the...
Source: DEV Community · Claude
ResearchOrdinary
Differentially Private Sparse Reward Estimation with Preference Feedback
Reinforcement Learning with Human Feedback (RLHF) has become a central paradigm for aligning Large Language Models with human values. However, the reliance on sensitive preference data necessitates rigorous differential privacy (DP) guaran…
Source: arXiv
ResearchOrdinary
AtomicRL: Atomic Reinforcement Learning for Long-Horizon Robotic Manipulation
Vision-language-action (VLA) models have shown promise in robotic manipulation, but imitation learning (IL) alone often struggles to master complex long-horizon skills. Reinforcement learning (RL) offers an effective avenue for further imp…
Source: arXiv
ResearchOrdinary
VX-One: Typed, Calibrated Decision Heads for Real-Time Perimeter Triage - An empirical study of unknown-attack honesty, cascade gray zones, and calibration under drift
Perimeter triage faces a latency/semantics trade-off: signature engines are fast and format-safe but blind to unseen attacks, while generative models are semantic but slow and produce unparseable output. In late 2026 a class of commercial …
Source: arXiv
TutorialsOrdinary
I Explored Respan Gateway: A Plugin-First, Open-Source LLM Gateway
Every time I connect an application to a new LLM provider, I run into the same problem: how much...
Source: DEV Community
ResearchOrdinary
Orbitol: Crystal Generation on Wyckoff Orbits
Generative models propose crystalline materials by learning composition and geometry, but unconditional sampling gives no direct control over the space group, which constrains whether responses such as piezoelectricity are symmetry-allowed…
Source: arXiv
TutorialsOrdinary
Compline: The Radical Laziness of Sleep — Building an Offline Gothic Sanctuary with Gemma 2, a Real-Time 3D Astrolabe, and Vinyl Crackle
This is my submission for the Hacktoberfest Open-Source AI Challenge, Week 3: Slow and Steady. 🦥 I'm...
Source: DEV Community
ResearchOrdinary
Circuits of LLM Classifiers
Language models make it easy to build classifiers by simply prompting a model with the sample to classify. However, their predictions are neither deterministic nor uniformly reliable across samples. How can we combine predictions from diff…
Source: arXiv
TutorialsOrdinary
Shelf: sorting Downloads offline with a 23 MB open model
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
TutorialsOrdinary
My Laptop Is Too Slow to Chat With an AI, So I Gave It the Night Shift
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
TutorialsOrdinary
Your Agent Aced the Task. Will It Do It Again?
Your agent works in rehearsal, but during the live demo, it takes a different path and fails the same...
Source: DEV Community
TutorialsOrdinary
GPQA Diamond Has 198 Questions: What the Hugging Face Leaderboard's 115 Rows Can and Cannot Rank
An audit of the Hugging Face GPQA Diamond leaderboard: 115 unverified rows, 198 questions, and which open-model gaps survive sampling noise.
Source: DEV Community · Hugging Face
TutorialsOrdinary
The Model Is Not a Security Boundary: What Two Semantic Kernel CVEs Teach About Gating Tool Arguments
Two critical Semantic Kernel CVEs (CVSS 9.9) turned prompt injection into code execution and file writes. Tool-argument gates in Python, tested.
Source: DEV Community
TutorialsOrdinary
Every Test Passed. Then the UI Got Thrown Out.
At 1:31 AM, the automated checklist reached its final item. Eight checks: seven passed, one was...
Source: DEV Community
TutorialsOrdinary
My notes were dying in folders, so I built an infinite canvas that keeps them arguing
I counted my desktop folders last month. Forty-three. The naming scheme had evolved from "research"...
Source: DEV Community
TutorialsOrdinary
Why I Picked NixOS for a 24/7 Home AI Server, and the 5 Gotchas That Bit Me During Install
Building a 24/7 unattended AI server as a local-LLM playground, I dropped my original plan of Arch and went with NixOS. Here is why I chose declarative config and rollback, and — on a Blackwell GPU (RTX 5090), basically zero-precedent pion…
Source: DEV Community
TutorialsOrdinary
Is Cursor Safe? I Checked the Security Settings of Cursor, Postman and Claude (Electron Fuses)
Cursor scored 0/6, Postman 1/6 and Claude 6/6 on Electron security hardening. What it means, whether Cursor is safe, and how to check any Electron app in one command.
Source: DEV Community · Claude / Cursor
TutorialsOrdinary
Polymarket TWAP Convergence: Short-Term Price Dynamics
Explore Polymarket TWAP convergence, spot-price divergence, volatility, and short-duration market...
Source: DEV Community
TutorialsOrdinary
Four big local LLMs on one RTX 5090 and 128 GB of RAM, benchmarked side by side
One RTX 5090, 128 GB of RAM, and four open models from 125B to 748B parameters. Over the past weeks I...
Source: DEV Community
TutorialsOrdinary
Stablecoins just got their rulebook - and the paperwork that follows can't go into a chatbot
Today, October 21, 2026, the US Office of the Comptroller of the Currency published the final rule...
Source: DEV Community
TutorialsOrdinary
A 10-Domain Security Review Checklist for AI Agents
Most AI agent reviews focus on the model. The interesting failures happen at the boundaries: the tool...
Source: DEV Community
TutorialsOrdinary
The free upgrade that raised your bill
Originally published at three.dev. Somewhere in your company there's a line on last month's invoice...
Source: DEV Community
TutorialsOrdinary
DeepSeek V4.1 Flash on 8 B300: vLLM vs DeepInfer, 600K+ tokens/s
DeepSeek has open-sourced DeepInfer, the engine behind its own production service. We put it head to...
Source: DEV Community · DeepSeek
TutorialsOrdinary
How to make Codex review Claude Code's commits: done means, house rules and round rules
In my last post I showed the basic loop: Claude Code writes in its own worktree, Codex reviews the...
Source: DEV Community · Claude
TutorialsOrdinary
Idempotency keys for AI agents: why hashing the arguments doesn't work
When an agent replays a run, the model rewrites the email and the hash changes. Here's why idempotency keys must come from stable intent, never from generated content.
Source: DEV Community
TutorialsOrdinary
Perplexity Red-Teamed Its Agent Sandbox: The VM Held, the Network Didn't
TL;DR On September 23, 2026, Perplexity's Secure Intelligence Institute published...
Source: DEV Community
TutorialsOrdinary
From Pilot Purgatory to Agentic Chaos: Why Medium Enterprises Keep Breaking Their Own SDLCs
Somewhere between 200 and 2,500 employees sits the most dangerous company size in tech right...
Source: DEV Community
TutorialsOrdinary
Erasing text from manga in the browser, without an inpainting model (and where that ran out)
imgtranslator.com translates the text in an image and redraws it in place: a menu, a product photo, a...
Source: DEV Community
TutorialsOrdinary
Best Preview Environment Tools for Kubernetes
TL;DR: The best tool depends on how it isolates each pull request, and what that costs in licenses...
Source: DEV Community
TutorialsOrdinary
FlipCheck: snap a thrift find, get a fair price and a ready listing (Gemma 4 + TabPFN)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Posted after...
Source: DEV Community
TutorialsOrdinary
State of AI Instruction Quality: Coding Agent Comparison
Claude Code, Codex, Copilot, Cursor and Gemini are the five coding agents in the Q3 report. We...
Source: DEV Community · Claude / Gemini / Cursor
TutorialsOrdinary
GPTBot vs OAI-SearchBot vs ChatGPT-User: What to Block (and Keep)
I almost broke my own site's AI discoverability with a copy-paste. Last week I grabbed one of those...
Source: DEV Community · ChatGPT
TutorialsOrdinary
I was too lazy to write CTF challenges, so I built a local AI that writes, compiles, and checks its own
My submission for the Hacktoberfest Open-Source AI Challenge: Week 3 — "Slow and Steady." 🦥 Repo:...
Source: DEV Community
TutorialsOrdinary
ReadOnce: I wanted less rereading, so I kept the model's mistake visible
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady. ...
Source: DEV Community
TutorialsOrdinary
Your Platform Engineering Investment Is Not Paying Off. Here's Why.
Building an internal platform is only half the job. The real return comes when developers trust it,...
Source: DEV Community
TutorialsOrdinary
Part 2: From Docker Compose up to Terraform on AWS, and the CI That Checks It
Part 1 ended with a pipeline that turns HL7 v2 into FHIR R4 and runs on a laptop with make demo. This...
Source: DEV Community
TutorialsOrdinary
Your Downloads Folder Is a Mess. I Built a Gemma AI That Fixes It — and Has an Undo Button.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady I never...
Source: DEV Community
TutorialsOrdinary
SlothPilot: The Autonomous Overnight Multi-Agent Command Center (Because Developers Deserve 8 Hours of Sleep)
This is a submission for the Hacktoberfest 2026 Week 3 DEV Challenge: Slow and Steady "Channel...
Source: DEV Community