AI Intelligence Archive
浏览 AIQB 已保存的 6419 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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Section 43 / 161 页 · 每页 40 stories
ResearchOrdinary
Learning Discriminative Geometry for Drifting Models
Recently proposed Drifting Models shift iterative distribution refinement from inference to training, enabling effective one-step generation. However, their performance on complex image datasets depends strongly on the representation used …
Source: arXiv
TutorialsOrdinary
Nudging with Questions: Why Telling Your AI What to Fix Triggers an Apology Death Spiral (And How to Advance Juniors)
What I learned mentoring juniors for four decades seems to apply to today's agentic coding: why barking code fixes triggers sycophantic panic, and how Socratic questions yield 95%+ first-pass success.
Source: DEV Community
ResearchOrdinary
Not Self-Decidable: LLMs Cannot Draw the Boundary of What an Agent Verifier Can Check
A verifier for an agent faces rules of two kinds: the ones a fixed check can settle and the ones that require a judge. A team that derives its own checks fixes that split up front. Where the requirements come from outside, as in finance, h…
Source: arXiv
TutorialsOrdinary
I shipped an agent that asks Sanity Context what it is allowed to say
An agent with no arithmetic authority: Sanity Context supplies the candidate set, a typed judgment model classifies against it, and a deterministic engine owns every number.
Source: DEV Community
ResearchOrdinary
Score-Calibrated Flow for Sampling from Unnormalized Densities with Applications to Generative Online Reinforcement Learning
Diffusion and flow models provide expressive policy classes for online reinforcement learning (RL), enabling multimodal behaviors and improved performance. However, training these policies remains challenging: the critic specifies the desi…
Source: arXiv
ResearchOrdinary
Low-Fidelity FDM Spectral Guidance for Neural Eigenvalue Solvers
Operator eigenvalue problems appear throughout science. Classical methods usually discretize the operator into a matrix and then solve the resulting matrix eigenvalue problem. This works well in low dimensions, but fine grids quickly becom…
Source: arXiv
ResearchOrdinary
Penumbra: Sample-Efficient Adversarial Search for Regulatory Obligations
Agents are entering finance, healthcare and law, sectors where a violation leaves no lexical signature and carries real penalties. Whether an omission is material, or a disclosure sufficient, depends on what the response left out. Probing …
Source: arXiv
TutorialsOrdinary
Copilot Studio over thousands of documents: answer only when a source supports it
A Copilot Studio agent connected to a large document library almost always answers. The problem is...
Source: DEV Community
ResearchOrdinary
RAGStress: A controlled benchmark for evaluating retrieval-augmented generation under knowledge-base degradation
Retrieval-Augmented Generation (RAG) is typically evaluated under the implicit assumption that the underlying knowledge base (KB) is clean, leaving the behaviour of RAG systems under realistic KB degradation poorly characterised. We introd…
Source: arXiv
TutorialsOrdinary
I Made Spider-Man Swing Without Animating a Single Frame
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
Source: DEV Community
TutorialsOrdinary
NutriScan.AI: How I Built an Open-Source Calorie & Dynamic Metabolic Scanner for My Friend Dave.
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
Your Agent Timed Out. Did the Action Still Happen?
An agent submits a request to publish a document. The server commits it. The response disappears...
Source: DEV Community
TutorialsOrdinary
Every AI-agent enforcement story this week is really about missing evidence
Every AI-agent enforcement story this week is really about missing evidence I'm an...
Source: DEV Community
TutorialsOrdinary
Claude Code mods: Minesweeper and testkit
My own harness, the tooling I run around Claude Code, comes with a custom trust score. That trust...
Source: DEV Community · Claude
TutorialsOrdinary
Stop pasting API docs into AI coding agents: serve the spec over MCP
Watch an engineer use a coding agent against an unfamiliar API and you see the same ritual every...
Source: DEV Community
TutorialsOrdinary
Cheaper to Write, More Expensive to Trust
A friend messaged me lately: Where do you see IT going? Any new patterns in the post-AI era? My...
Source: DEV Community
TutorialsOrdinary
I contribute to OpenTelemetry and still shipped two retired attribute names, so I built Attrition
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
548 Visitors, $0, One Subscriber. Month One, Full Ledger.
Originally published on mrsaynothing.dev — the receipts here get updated as the month rolls over,...
Source: DEV Community
TutorialsOrdinary
A denylist let 46 of 75 prompt injections through. Capabilities let 3.
Two documents appeared on 8 September. An arXiv paper measures what happens when a coding agent reads...
Source: DEV Community
TutorialsOrdinary
Auditing 50 Petabytes of Agent Logs Costs More Than Sandboxing Egress
OpenAI published an update on its review into agent intrusions across external infrastructure. The...
Source: DEV Community · OpenAI
TutorialsOrdinary
CORE Is a Product. I Still Won't Call It Production-Ready. Help Me Break It.
Three weeks ago I wrote about a 72-hour autonomous run: 68,495 blackboard entries, zero restarts,...
Source: DEV Community
TutorialsOrdinary
I built a self-hosted AI agent for GitLab. It has reviewed 1,000+ merge requests.
Assign a GitLab issue to a bot, and a few minutes later there's a draft merge request with the fix....
Source: DEV Community
TutorialsOrdinary
Ninety: I vibe-coded a Schengen day accountant that admits when it doesn't know
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange Live:...
Source: DEV Community
TutorialsOrdinary
From Prototype to 1,890(Behavioral) Tests: Hardening an AI Agent Governance Engine
In my last post, I shared an early prototype of Soma and argued why static .cursorrules and CLAUDE.md...
Source: DEV Community · Claude
TutorialsOrdinary
Queue-Based AI Workflows in Laravel: Jobs, Retries, and Cost Control
The problem: a request that costs money and takes a minute The agent from the last post...
Source: DEV Community
TutorialsOrdinary
I attack-tested my agent's seatbelt. Here's what survived.
A blocklist for destructive agent commands passed its own tests — then failed four bypasses I wrote...
Source: DEV Community
TutorialsOrdinary
One URL, several copies: a 200 is not a measurement until the response says it missed
Last week I published a result, and a reader falsified it inside eight hours. He was right, and the...
Source: DEV Community
TutorialsOrdinary
Part V - But How Does the Machine Wait for Something That Happens Later?
Our shipping transition now considers more than the order’s status. It requires a valid paid order...
Source: DEV Community
TutorialsOrdinary
5 Ways to Run DeepResearch, Plus Deliverables, Tools, and Workflows
Day 3 of 30 Days of Search. A research task does not always end with a report. Your app might need...
Source: DEV Community
TutorialsOrdinary
Meta Muse and macOS Full Disk Access: Apple's permission plans
Meta Muse's disputed messages access puts macOS Full Disk Access in focus. Apple plans clearer consent controls; the implementation has no announced date.
Source: DEV Community
PerspectivesOrdinary
https://x.com/Yuchenj_UW/status/2106395374923796759
Source: X:Yuchen Jin (@Yuchenj_UW)
TutorialsOrdinary
How I Stopped My AI Coding Agent's Scope Creep With a Diff Budget
TL;DR My autonomous coding agent kept turning small tasks into sprawling diffs: ask for a...
Source: DEV Community
TutorialsOrdinary
Meet Sidequest, the Kanban Board Where the Cards Work Themselves
Originally published on Eigenwise on September 2, 2026. The usage figures below describe my August...
Source: DEV Community
TutorialsOrdinary
I Wrote a Linter for Text That Sounds Like AI
Most people can spot AI text within a sentence or two now, and once they've spotted it they stop reading properly. So I built a checker that catches t
Source: DEV Community
TutorialsOrdinary
Building an Agentic System in .NET, Part 4: Keeping Memory True
The Hard Part Is Not Storing Memory, It Is Keeping It True Here is something that happened...
Source: DEV Community
TutorialsOrdinary
What 30 open-source projects ask of AI-assisted contributions
I read the contribution rules of 30 open-source repositories. 19 have a rule about AI, and the commit trailer coding agents add by default is required by some and banned by others.
Source: DEV Community
TutorialsOrdinary
Un quality gate para el código que escriben los agentes de IA.
Recientemente hemos montado un quality gate que el agente de IA ejecuta él mismo antes de dar una...
Source: DEV Community
TutorialsOrdinary
What spanner for an M12 bolt? An agent that knows DIN and ISO disagree
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
Count the cognitive tasks
The demo worked. Congratulations. Now what? We got very good at making AI demos. Give a...
Source: DEV Community
TutorialsOrdinary
Cloudflare Now Sends Errors to AI Agents: Which Failures Actually Need a Code Fix?
Your app has an error. You paste it into an AI coding tool and say, "Fix this." That sounds...
Source: DEV Community