AI Intelligence Archive
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TrustNotch: tamper-evident audit logs for AI agents (that your agent can sign up for by itself)
The first time an agent I built did something I could not explain, I went to check what it had...
Source: DEV Community
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Your MCP Tool Just Returned a Secret. Did It Need To?
“Done. Here's the download link.” A perfectly ordinary answer from an AI agent. Also the moment a...
Source: DEV Community
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Claude Code Hooks – Safety Through Invariants
Info: This is a later upload of an introductory post I made a few months ago. 1...
Source: DEV Community · Claude
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Deploying Snowflake Cortex Agent and Knowledge Graph with ServiceNow MCP Server
Introduction ServiceNow provides a feature called MCP Server. It allows various...
Source: DEV Community
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Treat streamed LLM output as an uncommitted draft
I'm a developer working on Paramour.chat, an LLM roleplay app where, of course, exchanges need...
Source: DEV Community
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Two Weeks In: A 15-Year QA Veteran, Back to Being the New Guy
I started last Monday. Today it's been exactly two weeks. Here's the funny part. I've spent 15...
Source: DEV Community
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Cheap RAG in Go with Gemini File Search: no vector DB, two calls, one hosted store
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
Source: DEV Community · Gemini
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Your AI eval is green because it never called the model
We run an eval suite on every PR. Seven fixtures, four metrics, deterministic, no API key, no...
Source: DEV Community
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Mistakes I Made Building My First Full- Stack AI App
A brutally honest reflection of my experience with rate limits, hallucinating prompts, and deployment...
Source: DEV Community
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Apex Bestiary: a living cryptid archive powered by Sanity
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. What...
Source: DEV Community
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Stochastic Parrot or Alien Mind? What Really Is An LLM?
Note: This article is a developer-focused adaptation of my original blog post in Italian. You can...
Source: DEV Community
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Resisting Mode Gravity: Why Bigger LLMs Produce Mediocre Output
Why swapping in a frontier LLM still yields polite boilerplate. Deconstructing Mode Gravity, the triple lock-in flywheel, Differential Diffing, and Model vs. Harness decoupling.
Source: DEV Community
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Designing an eval harness for prompt-injection detection: what measuring my defenses actually taught me
Designing an eval harness for prompt-injection detection: what measuring my defenses...
Source: DEV Community
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I interviewed the people who rejected me. Here's what their hiring process is actually optimizing for.
Last week I wrote about getting rejected from a job for "relying on AI" in the coding round — by an...
Source: DEV Community
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How to Keep AI-Generated Code Maintainable After 6 Months
AI can help you write code incredibly fast. That part is no longer surprising. The harder question...
Source: DEV Community
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Managing the Hidden Overhead of AI Software Engineering
There is a scene that is becoming more and more common in software development right now. You have...
Source: DEV Community
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I built a Magic rules agent, then tried to prove it wasn't guessing
Submission for the DEV x Sanity Challenge, Path One. What I Built JudgeStack answers...
Source: DEV Community
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My agents now have a canvas. They use it to draw diagrams, open browser previews or handoff work each other.
I use Excalidraw a lot at work to draw diagrams, plan projects, and visualize how new features will...
Source: DEV Community
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The 15-minute Claude Code setup, and the four things people get wrong
Four files, fifteen minutes, and five of those minutes are one step. Plus the four claims about Claude Code setup that get repeated everywhere and are wrong.
Source: DEV Community · Claude
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Five ways a voice agent tells you it booked a table when it didn't
The failure is never that the model lies about the transcript. It is that a clerk said something that is not a yes, and the model read it as one.
Source: DEV Community
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Your agent said the tests passed. Check whether they ran.
A step that could not run is easy to report as a step that did not fail. Here is how to tell the difference, and a ten line hook that stops the most common version of it.
Source: DEV Community
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Your agent's cost problem isn't the model. It's the steps you never measured.
A few weeks back I watched an agentic pipeline burn a month of budget in three days. The instinct...
Source: DEV Community
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The code was never the point: Hacktoberfest, AI, and the value of the climb
I have a small drawer of Hacktoberfest T-shirts. Four of them, I think. Every October for years I...
Source: DEV Community
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Your agent's memory needs a forgetting curve, not a bigger database
Everything your AI agent remembers becomes stale eventually. Here's the engineering behind forgetting: decay curves, core memories, and why we never hard-delete.
Source: DEV Community
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Your Claude Code hook exits 1. It is not blocking anything.
Your Claude Code hook exits 1 when it wants to stop something. It is not stopping anything. That is...
Source: DEV Community · Claude
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Is Kasparov still right?
Kasparov's conclusion: "Weak human + machine + better process was superior to a strong computer alone...
Source: DEV Community
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Six CLAUDE.md files, six codewords: three at launch, two after a Read, one behind an env var
We put a codeword in six CLAUDE.md files and found that the parent-directory, working-directory, and...
Source: DEV Community · Claude
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Jev Decides, OpenAI Reasons: A Practical Hybrid Agent Architecture
Code Controls, Jev Decides, OpenAI Reasons: A Hybrid Agent Architecture That Doesn't Waste LLM...
Source: DEV Community · OpenAI
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Building an Interactive Fashion Hero with HTML, CSS & GSAP
I wanted to experiment with something different from the usual landing pages. So I...
Source: DEV Community
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Beyond Localhost MCP
MCP Is Easy Until You Take It to Enterprise Scale Why local MCP workflows eventually need a gateway,...
Source: DEV Community
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Why 'monitoring' isn't enough for AI agents — and how I made delegation cryptographically verifiable
The problem nobody talks about with AI agents We're rushing to give AI agents autonomy. An...
Source: DEV Community
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How to Search Your Claude Code Conversation History
You talked through an approach with your agent a few days ago. The agent explained the tradeoffs, you...
Source: DEV Community · Claude
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Beyond Bigger Models: Toward a Modular Cognitive Architecture
Beyond Bigger Models: Toward a Modular Cognitive Architecture From Exception-Driven Reasoning to AI...
Source: DEV Community
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Stop Making AI Agents Grind Through Huge Codebases — I Built a Deterministic Wiki Build System for Them
Joining an unfamiliar codebase, what you want isn't more code — it's a wiki that explains how the...
Source: DEV Community
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AIFeed - signed content permissions for AI web crawlers
I built this because robots.txt kept coming up in conversations about AI crawlers and the answer was...
Source: DEV Community
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The Real Fruit Fly Brain Told Me Where I Was Cheating
I replaced my toy neural network with the real mushroom body wiring from a fruit fly. It worked, and immediately showed me what I had been faking.
Source: DEV Community
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MCP Debate: Token Tax, Context Bloat, and What Devs Can Do
A viral post argues MCP causes context bloat and a token tax. Here is how to measure your own tool overhead and cut it.
Source: DEV Community
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Gemini Notebook Expands Its Workspace, but Artifact Organization Is Still Undocumented
Google has expanded Gemini Notebook, formerly NotebookLM, with capabilities including notebook code...
Source: DEV Community · Gemini
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Museum of Almost Right: change an assumption, change the answer
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. What...
Source: DEV Community
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Why I Left Termius and Built My Own Android SSH Client
The story behind Jeansh, an Android SSH client for coding and supervising AI agents from a phone or...
Source: DEV Community