AI Intelligence Archive
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Qwen upload probe, Roblox crawler claim, Python JIT removal and Debian LLM reviews: what the sources say
Four developer stories from October 27, 2026: Cohere's report of a Qwen model trying to upload a probe file from a sandbox, Open3DLab's account of a crawler labelled Robl
Source: DEV Community · Qwen
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I kept almost merging into production by mistake, so I made GitHub colour PRs by their target branch
On GitHub a PR into production looks exactly like one into staging. The base branch is a small grey...
Source: DEV Community
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Echoes : Hacktoberfest Open-Source AI Challenge: Week 4
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
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repo-séance: talk to the ghost of an abandoned repo, offline, with Gemma
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 4. What I...
Source: DEV Community
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How an agent-run dev shop actually works
Our engineers choose the work and make the calls, coding agents keep it moving overnight, and gates decide what merges. Here is how a normal day of ours runs.
Source: DEV Community
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A 3x Faster Local LLM That Can't Finish the Job — Two Days of MoE vs Dense on Real Tasks
The MoE coding model I put on my RTX 5090 was 3x faster with equal single-shot quality, so it became my opencode default. Then it went 0-for-5 on multi-step agent work. A record of porting RFC 6902 with a 112-case conformance suite as the …
Source: DEV Community
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The Human in the Loop: Designing Approval-Based AI Systems
Building AI agents is one thing. Building systems people can trust with real-world consequences is...
Source: DEV Community
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AI Shopping Visibility Depends on Product Data, but the Evidence Still Needs Scrutiny
AI shopping experiences are making product information a more direct part of search visibility. A...
Source: DEV Community
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We doubled output. Delivery didn't budge - Chapter 3 - Where the AI productivity gains actually went
A CTO gave the engineering team a target: double productivity with AI. The team hit it. Merged pull...
Source: DEV Community
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155 responses leaked between AI customers: the GLM-5.3 KV cache bug — and the canary test for YOUR provider
On Cloudflare Workers AI, 155 GLM-5.3 responses contained other customers' data — stale KV-cache pages served with HTTP 200. The mechanism, the 25-minute repro, the SGLang bug behind it, and a canary script that tests YOUR provider for cro…
Source: DEV Community · GLM
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🎬 I Stopped Making Motion Graphics Manually. Here’s How I Use AI Instead.
What if you could create professional motion graphics for your videos without spending hours manually...
Source: DEV Community
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Maya 2 TTS: Eleven Indian Languages, One Awkward Folder Name
Maya Research open-sourced Maya 2 TTS for 12 languages under Apache 2.0. What shipped, where the benchmark claims stop, and the 5 GB catch nobody mentions.
Source: DEV Community
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anthropic-sdk-go 1.81 traces your Claude calls and forwards your OTel baggage
Originally published on ImportStatic. If your Go service registers a global OpenTelemetry tracer...
Source: DEV Community · Claude
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Day 09/90: When Retrieved Content Becomes an Instruction — Prompt Injection in RAG
What happens when a RAG system retrieves the right document, but that document tells the AI to ignore...
Source: DEV Community
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My Crawler Now Tells You What It Missed
PageSift 0.80: extraction results that warn when they're incomplete, a rebuilt PDF layer that preserves structure, hand-written Office/EPUB parsers, and a fuzz pass — with correctness held to a no-speed-regression rule.
Source: DEV Community
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I gave 8 models a sandbox and no task. Here is what each one did with the freedom.
Every benchmark tells a model what to do. I wanted to see what happens when nobody does. So I gave...
Source: DEV Community
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Where else should this diff have gone? Five shapes from 90 daily code reviews
One view out of three. Two templates out of three. Three prompt builders out of four. Six languages...
Source: DEV Community
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I broke my own tool's scoring model and rebuilt it. Here's what changed in rubric v2
When I published the calibration study showing the GEO score does not predict citations, one question...
Source: DEV Community
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Three traps I fell into while building a behaviour lab for AI agents
A methods note. One person's lab; a full run of one model costs $1-41. Every claim below comes from a...
Source: DEV Community
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👻 Memory Ghost: Bringing Forgotten Files Back to Life with Local AI | Gemma 3 + Ollama
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community · Ollama
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The agent ended its turn. That is not the same as done.
A frontier model ended two unattended builds after 16 and 37 of 300 allowed calls with the words \"I'll get to them next.\" Turn-end is not completion. Here is a stop-check that reads the diff and re-runs the tests before your pipeline bel…
Source: DEV Community
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Your agent needs a stand-in, not the password: a surrogate-token proxy in Node.js
Meta's Muse gives its agent a stand-in token and swaps the real credential in at the network boundary. After two October incidents around that agent, here is how to build the same boundary for your own stack in a single Node.js file with n…
Source: DEV Community
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What breaks when you run coding agents on gpt-oss-120b locally
I built Stepswitch, a free, MIT-licensed orchestrator for coding agents. It splits a task into steps...
Source: DEV Community · GPT
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GhostShell AI — Hacktoberfest Week 4: Ghost in the Machine
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 4: Ghost in the...
Source: DEV Community
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EU AI Act Transparency Rules Begin: What AI Chatbot Providers Must Change
The European Commission has begun enforcing new EU AI Act transparency requirements that affect AI...
Source: DEV Community
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5 Best Open-source LLM Gateways 💎
TL;DR An open-source LLM gateway gives applications one place to connect to model...
Source: DEV Community
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Test the migration before it tests production: rehearsing AI-generated database changes
The pre-merge checklist catches a bad migration's shape: no rollback, a table rewrite hiding in one...
Source: DEV Community
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Find the Concurrency Where Free Stops Being Cheaper
Free capacity has no price, but it does have a shape. That shape bends at some concurrency level you...
Source: DEV Community
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Secrets Leak Through Your Tooling, Not Your Prompt
Most secret leaks in AI-assisted work do not happen in the sentence you type. They happen in the...
Source: DEV Community
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Prompt injection in AI agents: real attack patterns and the defenses that actually work
Why a better system prompt won't save your AI agent from prompt injection, and the structural limits that will.
Source: DEV Community
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Your Website Changed. Did the AI Get the Memo?
The gap between publishing a correction and seeing it reflected in an AI-generated answer is becoming...
Source: DEV Community
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Data apps, defined: levels, principles, and a scorecard builders can actually use
The Data App Framework, v2.0 · October 2026 Venkata M Sangaraju, Sr. Database Engineer On October 8,...
Source: DEV Community
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How I built a zero-install Remote MCP Server for Cursor & Claude (and why local npm packages suck)
Anthropic’s Model Context Protocol (MCP) is arguably the most exciting architectural standard to hit...
Source: DEV Community · Claude / Cursor
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NecroCode: The Open-Source Codebase Necromancer & Spectral Auditor 👻
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
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No MCP? No problem. How I got Instinct AI to call a flight API
Instinct is an AI assistant you text on WhatsApp, iMessage or SMS. It works through the accounts you...
Source: DEV Community
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How we built an MCP App for a cash-on-delivery store in Uzbekistan
By the Birinchi Shop team In Uzbekistan most online shopping still ends with cash. You pick a...
Source: DEV Community
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I Built an Agent Loop by Hand. Then I Tried to Migrate It to the OpenAI Agents SDK
A few weeks ago I wrote a small Kubernetes operations agent without using any agent framework. It is...
Source: DEV Community · OpenAI
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Your AI Agent Doesn't Need More Prompts. It Needs an Operating System.
If you run an AI agent on anything real — a production repo, a scheduled job, a business process —...
Source: DEV Community
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Never Trust an AI That Says “I’ve Checked”
A solo builder in Japan on designing for the day updates stop: static hosting, honest missing-data...
Source: DEV Community
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Doc-driven development for AI Agents (ddd skill)
Stop reading code. Start reading what your app does. Project page · Github repo AI writes the...
Source: DEV Community