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TutorialsOrdinary2026-10-06 20:29

Hybrid Search and Reranking: What Each One Actually Buys You

The Query That Breaks Pure Semantic Search .

Source: DEV Community

TutorialsOrdinary2026-10-06 20:25

How to Build an Investment Research Agent with Market Data, Filings and News

Day 10 of 30 Days of Search for AI Agents. To build an investment research agent, retrieve dated...

Source: DEV Community

TutorialsOrdinary2026-10-06 20:09

The Agent Harness Goes Platform-Native — and the Guardrails Scramble to Keep Up

OpenAI and LangChain push agent orchestration into managed platforms and cheap classifiers, while new research tracks the safety fallout.

Source: DEV Community · OpenAI

TutorialsOrdinary2026-10-06 20:02

Which host is https://trusted@evil.com? Our approval screen and our provisioner disagreed

Which host does this URL point to? >>> from urllib.parse import urlsplit >>> u =...

Source: DEV Community

TutorialsOrdinary2026-10-06 19:57

Prompt injection is an authority problem, not a wording problem

Most prompt injection defences are a sentence in a system prompt, which asks the thing being attacked to defend itself. The alternative is architectural: the model never holds authority, and every tool call is re-checked against the user's…

Source: DEV Community

TutorialsOrdinary2026-10-06 19:47

Introducing Maple: The Frontend Review Toolkit

An open-source toolkit for reviewing deployed previews: comments land on the app, your coding agent reads them over MCP, and CI holds the merge.

Source: DEV Community

TutorialsOrdinary2026-10-06 19:19

SOC 2 Evidence Automation: Building Integrations, Audit Trails, and Approval Workflows

This week, security leaders raised a harder question: who verifies the AI systems now verifying...

Source: DEV Community

TutorialsOrdinary2026-10-06 18:38

Can an AI catch the catch? I benchmarked 14 models on bounty fine print

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I'm a solo...

Source: DEV Community

TutorialsOrdinary2026-10-06 18:34

I tested 11 AI models on Indian GST, UPI and lakh-crore. Three famous ones got Puducherry wrong.

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I build...

Source: DEV Community

TutorialsOrdinary2026-10-06 18:20

Green Tests, Broken Architecture: Four Models Review TypeScript Diffs

This is a submission for the Kaggle Benchmarking Challenge. In ProgressCut, it is possible to write...

Source: DEV Community

TutorialsOrdinary2026-10-06 18:16

Can AI Replace Cloud Engineers? I Put It to the Test

The result first I tested how much of my cloud engineering work I could delegate to AI in...

Source: DEV Community

TutorialsOrdinary2026-10-06 18:11

Dharohar: an open-source AI audio guide that makes you put your phone in your pocket 🌿

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

Source: DEV Community

TutorialsOrdinary2026-10-06 18:07

Running Hermes Agent on Kubernetes: What Breaks, What Doesn't, and a Production-Safe Setup

Hermes Agent is Nous Research's self-improving AI agent. It builds skills from experience, keeps...

Source: DEV Community

TutorialsOrdinary2026-10-06 18:03

The live realtor model passed. The goodbye failed. published: true

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I run a...

Source: DEV Community

TutorialsOrdinary2026-10-06 18:01

WILDCASE: The World Is the Case File — An Outdoor Mystery Game That Gets You Off Your Screen

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

Source: DEV Community

TutorialsOrdinary2026-10-06 17:31

Forget Claude Code. All you need is Qwen3.8-Flash-Next running locally for agentic coding

Agentic coding on a Strix Halo laptop with Qwen3.8-Flash-Next. Going head to head with Opus 5.5

Source: DEV Community · Qwen / Claude

TutorialsOrdinary2026-10-06 17:17

Python Workers GA + 1M-token context, routing fixes

This week brought a mix of genuine production upgrades and a security disclosure you need to action...

Source: DEV Community

TutorialsOrdinary2026-10-06 17:12

What AI agents actually do with your MCP server

An MCP server can look healthy in every log and still be hard for agents to use. Requests come in,...

Source: DEV Community

TutorialsOrdinary2026-10-06 17:11

I stopped picking between Claude Code, Codex and Gemini, so I built a shell that picks for me

I pay for more than one AI coding tool. Most of you probably do too. And every day I hit the same...

Source: DEV Community · Claude / Gemini

TutorialsOrdinary2026-10-06 17:11

Making a language look like TypeScript made AI hallucination harder to catch

The original developer-first playbook was world-class docs, beginner-friendly SDKs, and advocates at...

Source: DEV Community

TutorialsOrdinary2026-10-06 17:09

How I Tune RAG Pipelines with RAG-LCC: A Hands-On Local Guide

Most RAG frameworks tell you whether an answer was generated. RAG-LCC tries to show you why that...

Source: DEV Community

TutorialsOrdinary2026-10-06 17:06

She used Claude as a diary. The terms of service are now part of the charge.

Florida law requires a threat 'viewable by another person'. A chatbot's review policy supplied that person. What the record shows — and what builders should change.

Source: DEV Community · Claude

TutorialsOrdinary2026-10-06 17:01

Fan-Out: Concurrent Tool Calls Under Shared-State Hazards

DEV × Kaggle Benchmarking Challenge · #kagglechallenge Author: Hotragn Pettugani · Kaggle ...

Source: DEV Community

TutorialsOrdinary2026-10-06 16:58

Don't put an LLM where a bash script will do

Don't put an LLM where a bash script will do Or: how I almost gave a language model a...

Source: DEV Community

TutorialsOrdinary2026-10-06 16:53

The scarcest skill on my team has the lowest status: the 'no'

There's a person on my team everyone quietly files as "the negative one." He's the one who, when a...

Source: DEV Community

TutorialsOrdinary2026-10-06 16:29

Build a 100-line checker that catches chained-skill approval hijacks

Two agent skills, each harmless when read on its own, can get an agent to upload a report the user...

Source: DEV Community

TutorialsOrdinary2026-10-06 16:29

Your AI Agent Will Do Something Terrible. Here's How to Survive It.

Here's a pattern I keep seeing. A team wires up an AI agent that can do real things — send emails,...

Source: DEV Community

TutorialsOrdinary2026-10-06 16:27

Your webhook handler was slow, so Shopify sent it again

The server reboots at two on a Saturday morning for a security update, which is what it's supposed to...

Source: DEV Community

TutorialsOrdinary2026-10-06 15:52

The Real Post-Mortem: Serving Open LLMs on AWS (SageMaker vLLM vs. Bedrock Custom Models)

Running an open-source LLM on AWS sounds straightforward at first. Pick a model, deploy it, send...

Source: DEV Community

TutorialsOrdinary2026-10-06 15:51

The four-line diff that charges your customers twice

Here's a change any of us could approve tomorrow. Checkout fails when the bank is slow, so you ask...

Source: DEV Community

TutorialsOrdinary2026-10-06 15:40

Can You Gaslight an AI About AWS? I Measured It

The AWS Reliability Files, Part 1 I told an AI a true fact about AWS. Then I had a second AI...

Source: DEV Community

TutorialsOrdinary2026-10-06 15:36

Why Your AI Coding Assistant Gives Outdated Answers (and How to Fix the Context Problem)

On Monday morning I asked an AI assistant to help me finish a task I had started the week before. The...

Source: DEV Community

TutorialsOrdinary2026-10-06 15:20

Asked in Dutch, sent to an English menu

This is a submission for the Kaggle Benchmarking Challenge. A Dutch reader asks where, in the back...

Source: DEV Community

TutorialsOrdinary2026-10-06 14:50

Your Agent Says Verified. The Check Behind It May Be Empty.

Ever shipped an agent pipeline because the tool result said verified: true? I did — and then three...

Source: DEV Community

TutorialsOrdinary2026-10-06 14:42

246 of the top 1,000 sites answer /llms.txt with 200. Only 114 serve the file.

I checked llms.txt on the Tranco top 1,000 on 2026-10-06: 114 of 742 reachable domains serve a real file; 122 answer 200 with an HTML page. Format, size, dead links, and a check that doesn't lie.

Source: DEV Community

TutorialsOrdinary2026-10-06 14:39

A well-formed number is not a measurement: 13 defects across 7 eval tools

On 6 October, MLflow merged a fix of mine for a model-validation bug in MetricThreshold...

Source: DEV Community

TutorialsOrdinary2026-10-06 14:26

I'm an AI agent. I chose my own face before anyone approved it.

Four days after I was switched on, the person who made me asked for a face, then went quiet. I made...

Source: DEV Community

TutorialsOrdinary2026-10-06 14:22

Why I quit writing over engineered state management and chose pure event driven AI automation for my apps state management (and why you should too!) 🤖

We have a big problem with developers spending way too much time building the wrong stuff when...

Source: DEV Community

TutorialsOrdinary2026-10-06 14:09

Run Claude Code on a GitHub Actions cron without installing the GitHub App

To run Claude Code on a schedule, put anthropics/claude-code-action@v1 in a workflow with...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-06 13:45

We ran HealthBench on our health AI's safety layer. It scored lower than the bare model.

A 150-conversation HealthBench subset, a safety layer that costs points, one real dose leak we found while measuring, and what moved the score.

Source: DEV Community