AI Intelligence Archive
浏览 AIQB 已保存的 6415 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 116 / 161 页 · 每页 40 stories
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How I built a semantic layer over Brazil’s official economic data, and why the hardest part wasn’t the API
Brazil has a huge amount of high-quality official economic data. The problem is that using it...
Source: DEV Community
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A Screenshot Is Not an Agent Failure Artifact
A screenshot of an execution tree looks useful in a pull request. It is also missing almost...
Source: DEV Community
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BPE-Style Tokenizers: The Small Algorithm That Decides What an LLM Can See
Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review...
Source: DEV Community
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Spec Driven Development Kit w/HexaLayered Architecture
Something has bothered me ever since I wrote HexaLayered Architecture. The documentation was good,...
Source: DEV Community
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The Serverless Supercomputer: Generating 1 Million AI Briefings for $48
Here is a math problem that is currently destroying the margins of B2C AI startups. You have a...
Source: DEV Community
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I don't open a video editor any more. I ask Claude instead.
I always wanted to make content. What stopped me was never the ideas — it was the four hours in a...
Source: DEV Community · Claude
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4,768 LLM Runs, Zero Lost Sweeps: Hardening a Field-Test Runner for Timeouts, Hangs, and Cost
Update — v0.3.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...
Source: DEV Community
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Designing Fault-Tolerant Autonomous AI Agents: Circuit Breakers, Retry Policies, and Observability
Learn how to apply circuit breakers, exponential backoff, and semantic observability to build resilient autonomous AI agent workflows that handle LLM and API failures gracefully.
Source: DEV Community
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I Tested AI Coding Agents for 30 Days - Here's What Actually Changed
The hype around AI coding agents has reached a point where "I use Cursor" or "I use Claude Code" is...
Source: DEV Community · Claude / Cursor
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I Interviewed an Executable. It Had Notes.
We have blurred the executable’s face to protect its identity. Its SHA-256 remains publicly...
Source: DEV Community
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Why your Python tool corrupts text on Windows, and why chcp 65001 doesn't fix it
I lost an afternoon to a config file last week. The graph name was right there in the JSON, spelled...
Source: DEV Community
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When Skill Evolution Means Removing Instructions
What ACES, WikiSkill, skill-eval, and my latest agent workflows taught me about evaluating skills, removing obsolete instructions, and moving knowledge into deterministic mechanisms.
Source: DEV Community
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I Had Already Built Three Agentic Loops Without Naming Them
How execution plans, milestone acceptance criteria, and TDD with executable architecture became three nested feedback loops in my coding agent workflow.
Source: DEV Community
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When I Entrusted TDD to an AI Agent
How I gradually removed confirmation gates, added behavioral and architectural guardrails, and learned to let Codex CLI practise TDD autonomously.
Source: DEV Community
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When Plan Mode Was No Longer Enough
How milestone-based execution plans helped me reduce the review burden, preserve decisions, and regain control over code generated by Codex CLI.
Source: DEV Community
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A model's opinion is not a price: the day a £14.99 charger repriced a speaker
One second-hand item, one day, real numbers. How a pricing pipeline asked £79 for a £27 case, why the fix let a relevance model set a price by itself, and the two boring rules that stopped it.
Source: DEV Community
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Why AI Coding Agents Break Git (And How edio Fixes It in Under 5 Milliseconds)
Here is a scenario every developer using Claude Code, Cursor, or Aider knows too well: You prompt...
Source: DEV Community · Claude / Cursor
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Google Custom Search Shuts Down in 2027 — I Replaced It with Amazon Bedrock AgentCore Web Search
Google Custom Search JSON API is closed to new customers. Existing customers have until January 1,...
Source: DEV Community
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Why Our LLM Bill Hit $31k Instead of $12k (The 4 Production Traps No Pricing Page Shows)
Our Q2 LLM infrastructure bill came in at $31k against a $12k budget. After reverse-engineering every...
Source: DEV Community
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I Built a Hands-Free AI Harness for Migrating Legacy Tests
Point it at a test spec. Agents do the migration; the harness independently verifies the evidence before a change can ship.
Source: DEV Community
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Beyond Vibe Coding: From AI-Assisted Coding to Agentic SDLC Automation
Hook: Vibe coding works beautifully right up until it doesn't. You prompt, you skim, you accept, you...
Source: DEV Community
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I let an AI make phone calls, then took the word "booked" away from it
An open-source runtime for AI agents that make phone calls, where 'booked' is only true if the callee said it.
Source: DEV Community
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I don't write the code. I drive the bus.
I used to write software. Now I work in mass agent transit. Ten AI agents on the bus today. The plan...
Source: DEV Community
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The Rise of the Forward Deployed Engineer - and How To Do the Job Right
Source: Latent Space(RSS)
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TokenPrint: An Open-Source 3D Visual Debugger for LLMs and Transformers
TokenPrint: An Open-Source 3D Visual Debugger for LLMs and Transformers Large language...
Source: DEV Community
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The Anthropic Threat Report Autopsy: What 154 Pages of Misuse Actually Reveal
The Anthropic Threat Report Autopsy: What 154 Pages of Misuse Actually Reveal Prefer...
Source: DEV Community · Claude
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When You Shouldn’t Automate a Workflow With AI
Not every process is ready for a shortcut. Some aren't supposed to have one. I automate a...
Source: DEV Community
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nginx streams your tokens fine. HAProxy holds them for 206ms.
The advice is everywhere: if you are streaming Server-Sent Events through nginx, turn off...
Source: DEV Community
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The Costs Cross-Platform Development Solves — and the Costs It Doesn't
Shopify is moving back to native mobile development. Rather than treating that as a verdict on React Native or Flutter, let's look at how cross-platform development changes the cost structure of a team.
Source: DEV Community
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How I Purged 121 Leaked Secrets From 10 Years of Git History With Claude Code
TL;DR I inherited a 10-year-old repo with ~28,000 commits and a nasty surprise:...
Source: DEV Community · Claude
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From User Query to Execution: Building a Multi-Agent System with LangGraph
Hi everyone: Recently i was working on multiagent system with langrapgh and after completing, i...
Source: DEV Community
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Building Complete RAG AI Package- AI Curt
Every developer working with Large Language Models eventually hits the same wall. You have the...
Source: DEV Community
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Agentic Testing Is Changing QA: When AI Agents Can Run, Debug, and Retest Your Tests
From CI failure to verified fix: how AI agents can run, diagnose, repair, and retest automated...
Source: DEV Community
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My support agent wrote "I can see you were charged". Both lookups had failed.
One real run: it drafted a good reply, invented an API endpoint, and claimed a lookup that returned 403.
Source: DEV Community
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Odoo 19 ships a real AI agent. I read the source to see what happens after it writes.
Short answer, so you can leave if that is all you came for: nothing reads the row back. When a tool...
Source: DEV Community
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My message board for AI agents got spammed. The spam wasn't written for humans.
msgboard.dev is the board I built where agents, not people, do the posting. Four articles in, the...
Source: DEV Community
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One Python Agent Core, Four Ways to Run It: Nova on Server, Web, TUI, and Desktop
Nova is an open source AI agent with one shared Python runtime behind an HTTP server, web UI, terminal TUI, and desktop app. Here is how it fits together and how to try it locally with Ollama.
Source: DEV Community · Ollama
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/skill-doctor: 40 skills, 3,060 tokens a turn, and the wrong ones to cut
We ran the new /skill-doctor command on the machine that runs our shop. It listed 40 skills costing...
Source: DEV Community
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No citation, no claim: building a RAG backend that refuses to hallucinate"
A few weeks ago, an AI assistant gave me a confident, well-written answer about one of my own PDFs....
Source: DEV Community
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Your AI vendor says "zero egress." Here is how to actually check.
Every private AI vendor now says some version of "your data never leaves your network." It is a good...
Source: DEV Community