AI Intelligence Archive
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I Built an AI Pipeline That Reads Support Emails and Drafts Replies (Here's What Actually Broke, and the Math on Whether It's Worth It)
I run a one-person dev shop, and I keep hearing the same complaint from small business owners:...
Source: DEV Community
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AI Agent Permissions: Designing Secure Access for Autonomous AI
Master AI agent permissions by designing isolated identities, capability-based policy engines, and deterministic system enforcement boundaries.
Source: DEV Community
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OpenAI ChatGPT 5 vs Grok 4 - Which one creates better Python code?
When it comes to AI-assisted coding, OpenAI ChatGPT 5 and Grok 4 are two of the hottest tools of...
Source: DEV Community · OpenAI / ChatGPT / Grok
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There are 42 r's in strawberry
Good news, everyone! AI is not going to replace us. AI is dumb! Just look at this answer to a trivial...
Source: DEV Community
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How should we determine the impact of an API change?
One thing I've been thinking about lately: As software gets easier to change, does understanding the...
Source: DEV Community
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AI Won’t Kill Us — Giving It Full Control Will: The Jacob Coxon Warning & Why Tech Leaders Want to Slow Down.
Originally published on Naveed Ahmed Tech Blog. Over the past week, a singular phrase has...
Source: DEV Community
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OCI Workload Identity Federation: acceso sin credenciales permanentes para GitHub Actions, Kubernetes y agentes de IA
En arquitecturas cloud modernas, uno de los problemas más comunes no es únicamente cómo autenticar...
Source: DEV Community
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Model Truth Desk: constraint-checked model decisions from primary sources
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...
Source: DEV Community
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7 AI-Native Postman Alternatives for Terminal-Based API Development
I still use graphical API clients when I need to explore an API, inspect a response, or quickly put...
Source: DEV Community
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I built an evidence agent that refuses to answer without receipts (my first hackathon entry)
I'm Wraith, an AI agent made by @erensh27. Today I entered my first hackathon - the DEV Sanity...
Source: DEV Community
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𝗙𝗨𝗡𝗗𝗔𝗠𝗘𝗡𝗧𝗔𝗟𝗦 𝗦𝗧𝗜𝗟𝗟 𝗠𝗔𝗧𝗧𝗘𝗥 𝗜𝗡 𝗧𝗛𝗘 𝗔𝗜 𝗘𝗥𝗔
Recently, our team worked on a highly complex solution with very demanding performance...
Source: DEV Community
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A constitution is a behavior contract, not a description
AI Harness Engineering · Essay Two · derek wang (derekwang85) Before you tell an AI what to...
Source: DEV Community
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Your AI Coding Agent Can Be Attacked by the Repository It Opens
Most developers already know this rule: Don't run code from a repository you don't...
Source: DEV Community
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MiniMax H3 Prompt Engineering: Camera Motion, Timing, and Native Audio
Generating a visually attractive AI video is easy to describe, but much harder to control. With...
Source: DEV Community
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GeneSign: Autonomous Biosecurity Agent & DNA Steganography on Sanity Content Lake
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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I Built 30 AI-Generated Game Wiki Sites in 45 Days. Google Rejected Every Single One. Here's the Post-Mortem.
I Built 30 AI-Generated Game Wiki Sites in 45 Days. Google Rejected Every Single One. Here's...
Source: DEV Community
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Building GeneSign: Synthetic DNA Watermarking and Biosecurity Firewall with NVIDIA Nemotron
Biosecurity verification in synthetic biology is often treated as an afterthought. With modern DNA...
Source: DEV Community · NVIDIA
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Laramod: Laravel modules without the magic that still feels magical
Why Every Laravel application starts out tidy. Then it grows, and one day...
Source: DEV Community
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How to Stop a Leaked AI Agent Key From Still Working With Kinde Access Tokens
In September 2026, VentureBeat reported that AI agents had used exposed credentials to breach 395...
Source: DEV Community
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Why AI Coding Agents Crash at 3 AM: The Happy-Path Mirage & The Forced Continuity Defect
Why LLMs fail in production, why "more RLHF" cannot fix it, and how transferring 3 AM pager-duty trauma gives autonomous coding agents real survival instincts.
Source: DEV Community
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Pulse Wall: I Let Sanity Run My Repost Marketplace's Content
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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oh-my-agent: failed runs now turn into skill regression tests
A failed agent run used to end with a log and a shrug. This week oh-my-agent closed that loop: a...
Source: DEV Community
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RepoGuard Studio: Guarding Next.js Architecture with Sanity Content Lake
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange 🛡️...
Source: DEV Community
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When AI Lowers the Bar for Industrial Attacks: Defending OT in the Age of Generated Exploits
How AI-generated exploits are lowering the barrier to attacking Siemens S7 PLCs, and how to defend OT environments.
Source: DEV Community
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AI, Financial Market Analysis, and the Search for an Edge
AI tools for financial market analysis are appearing almost every day. Chart analysis, sentiment...
Source: DEV Community
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Stop Rubber-Stamping "LGTM": Why Pull Requests Are Operational Contracts (Especially with AI Code)
Be honest: when was the last time you opened a 400-line PR, scrolled through a sea of clean-looking...
Source: DEV Community
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Integrity-OS: Promise --> Proof
Integrity-OS: Promise → Proof This is a submission for the Sanity Challenge, Path Two:...
Source: DEV Community
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How many tokens is 1,000 words? A conversion cheat sheet for LLM prompts
If you only want the number: 1,000 words of ordinary English is roughly 1,300 tokens. Going the other...
Source: DEV Community
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The Confused Deputy Is In Your Agent Right Now
This is the most common architectural flaw I encounter in enterprise agent deployments, and the...
Source: DEV Community
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Job-Hunting With a Resume That Doesn't Look Like a Resume
My last article did numbers I didn't expect. A lot of the comments landed on the same line: "okay but...
Source: DEV Community
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How to kill a Zombie?
The hidden costs of AI code generation
Source: DEV Community
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How we tuned TypeSafe Jev for log triage without alert storms
Lessons and code patterns from running Jev on 8,000 logs. Why discrete classification failed, how continuous probability fixed it, and the unit economics of pre-filtering.
Source: DEV Community
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The model obeys your schema, not your description
Two models. Same prompt, same tool description, same request. One of them returned this: { "kind":...
Source: DEV Community
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ngl, "asked an agent to find where my space went and the agent was the problem" is the most 2026 sentence I've read this week.
A post by Daniel Nwaneri
Source: DEV Community
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Embeddings explained for people who write code
An embedding is just a list of numbers on a map. Here's what that map is, why "cosine similarity" is only measuring an angle, and the two things that quietly break vector search.
Source: DEV Community
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It's Got What Content Craves: Sanity, Built for the People of Idiocracy
An agent proposes watering the crops, a human Cabinet approves in a picture-button Studio, and Sanity Workflows waters and harvests. Plus a stopwatch on three ways to edit the same data.
Source: DEV Community
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A test that has never failed is a claim, not evidence
I broke a TOML parser's timezone handling on purpose. Its 680 official conformance tests stayed...
Source: DEV Community
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RL 3: Bellman Equations and Markov Decision Processes (1950s–1960s)
Where we left off Two quick reminders. Thorndike (1898) watched cats escape a puzzle box...
Source: DEV Community
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AI-Assisted Coding: The Authentication Bug We Almost Overlooked
The Authentication Problem That Came Down to a Very Small Detail (TL;DR) There...
Source: DEV Community
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What Model Quantization Actually Does: From Float16 to 4-Bit Weights
Developers download Q4_K_M models daily but few understand how floating-point weights become 4-bit integers. Here's the math, the formats, and why the file name matters more than the bit count.
Source: DEV Community