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Home/Articles/#ai-guardrails

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20 articles found

· · Dev.to

Disabling Codex's SQLite Logs: What Preserves Your Project's Memory?

Developers have recently been discussing Codex continuously writing large amounts of diagnostic data into: ~/.codex/logs_2.sqlite The visible database may remain relatively small while its SQLite WAL file keeps receiving frequent writes in the background. Some users have reported: excessive SSD writ

#cloud-computing#sqlite#diagnostic-data#codex#project-memory
· · Dev.to

Day 1 launch numbers and why I'm ignoring the upvote count today

Yesterday XEdge launched on Peerlist's Launchpad. They tell you people saw your launch and clicked one button. That's worth something for visibility, nothing for product direction. One real comment thread taught me more about how a stranger perceives XEdge than 13 silent upvotes combined. 3 people t

#cloud
· · Dev.to

Day 69 of Learning MERN Stack

Hello Dev Community! 👋 It is officially Day 69 of my unbroken full-stack engineering run! Yesterday, I deployed the interactive host inventory dashboard and data deletion hooks. Today, I completed the second half of the administrative lifecycle: Reusing our creation form for active mutations using

#cloud
Using AI Without Leaking Your Secrets: A Threat Model for AI-Assisted Development
· · Dev.to

Using AI Without Leaking Your Secrets: A Threat Model for AI-Assisted Development

Someone hits an error, copies the whole stack trace into a chat window, and asks the model to "just figure this out fast." Buried three lines into that trace is a DATABASE_URL with a live password in it. The answer comes back in four seconds. The secret is now somewhere you can't reach. Pasting secr

#cloud-computing#ai-security#data-privacy#machine-learning
· · Dev.to

AI's New Memory: A Breakthrough in Artificial Forgetting Technology

Every AI agent memory system I've used (Mem0, Honcho, Hindsight) has the same problem: they accumulate forever. Old facts pollute retrieval. More tokens → worse results. Your agent gets slower and dumber over time. So I built recall-sqlite — a memory system that actually forgets. The core idea: tier

#cloud-computing#ai-memory#machine-learning#data-management
Context Compaction Visualizer: See Exactly What Your AI Agent Forgot Before It Costs You
· · Dev.to

Context Compaction Visualizer: See Exactly What Your AI Agent Forgot Before It Costs You

When an AI agent runs for many turns, it eventually hits context limits and must compress or discard earlier messages. This is often invisible, yet critical - lost context can cause the agent to forget constraints, user preferences, or prior decisions. The framework moves on. The agent keeps running

#cloud-computing#ai#context-awareness#machine-learning
· · Dev.to

LLM Gateway vs MCP Gateway: Understanding the New AI Infrastructure Stack

As AI applications evolve from simple chatbots into autonomous agents, a new infrastructure layer is emerging. Terms like LLM Gateway, MCP Gateway, MCP Registry, LLM Router, and Agent Gateway are appearing everywhere—but what do they actually do? Let's break it down. Early AI applications were simpl

#cloud
· · Dev.to

Recreating Classic Simon Game with Vanilla JS and Web Audio Magic

Simon — flash a color sequence, you repeat it, it gets one longer each round. It's a 40-year-old toy and a perfect lesson in timed async, state machines, and the Web Audio API. Here's a playable build in vanilla JS (with real beeps, no audio files). 🟢 Play it: https://dev48v.infy.uk/game/day14-simo

#cloud#javascript#web-audio#gamedev
· · Dev.to

The Circular Progress Ring Is Just One SVG Circle + Two CSS Props

That circular progress ring you see in every dashboard? It's one and two CSS properties. No library. Here's a live, animated rebuild with a slider, a count-up number, and an indeterminate spinner. ⭕ Try it (drag the slider): https://dev48v.infy.uk/design/day14-progress-ring.html An SVG circle's outl

#cloud
· · Dev.to

Understanding Vector Databases: Scalable Meaning-Based Search Solutions

Embeddings turn meaning into vectors (last post). But if you have a million of them, how do you find the right ones for a query — fast? That's what a vector database does, and it's the retrieval engine behind every RAG app. Here's a live semantic search demo. 🗂️ Search by meaning (not keywords): ht

#vector-databases#cloud-computing#data-retrieval#machine-learning
· · Dev.to

We log into our own admin console with our own SAML. Here's what it caught.

There's a version of dogfooding that's a slogan, and a version where your own employees can't ship code until the bug is fixed. We run the second kind. The Authagonal staff console, the one we use to manage every tenant, authenticates through Authagonal itself: SAML single sign-on from our Entra dir

#cloud
· · Dev.to

How to check whether AI recommends your site — the honest AEO audit I run for clients

Author: Alex Isa (Webappski). This is the dev-tutorial cut of a longer piece on the Webappski blog — terminal-first, fewer words on the why. If a buyer asks ChatGPT "best CDN providers 2026" and your product is not in the answer, you lose the sale before you ever see the lead. The only honest way to

#cloud-computing#ai#seo#cdn#digital-marketing
· · SecurityWeek

Data breach at Xsolis compromises information of 1.4 million users

Threat actors gained access to personal and protected health information that Xsolis received from its clients. The post Xsolis Data Breach Affects 1.4 Million Individuals appeared first on SecurityWeek.

#data-breach#cybersecurity#healthcare-security#personal-data#threat-actors
Cardano's Creator Unveils SpaceX Talks and Optimistic Crypto Forecast
· · Coinpedia

Cardano's Creator Unveils SpaceX Talks and Optimistic Crypto Forecast

The post Cardano Founder Reveals SpaceX Discussion Details, Shares Bullish Crypto Prediction appeared first on Coinpedia Fintech News While short-term market weakness continues to worry investors, Cardano founder Charles Hoskinson said that many traders are missing the bigger catch. Speaking in a re

#crypto
KOSPI Circuit Breaker Triggered as South Korea Stock Selloff Wipes Out $240 Billion
· · Coinpedia

KOSPI Circuit Breaker Triggered as South Korea Stock Selloff Wipes Out $240 Billion

The post KOSPI Circuit Breaker Triggered as South Korea Stock Selloff Wipes Out $240 Billion appeared first on Coinpedia Fintech News South Korea’s KOSPI index plunged 5.7% to around 8,600 points, wiping out roughly $240 billion in market value. Major technology stocks led the decline, with Samsung

#crypto
OpenAI Expands Daybreak With GPT-5.5-Cyber to Help Defenders Patch Security Flaws
· · The Hacker News

OpenAI Expands Daybreak With GPT-5.5-Cyber to Help Defenders Patch Security Flaws

OpenAI on Monday said it's releasing an improved version of its GPT‑5.5‑Cyber model to trusted defenders as part of the Daybreak initiative, the artificial intelligence (AI) company announced last month. Calling GPT‑5.5‑Cyber its "strongest model yet for finding and helping patch software vulnerabil

#security
Tech Selloff Triggers $800 Billion Drop in Asian Stock Markets
· · Coinpedia

Tech Selloff Triggers $800 Billion Drop in Asian Stock Markets

The post Asian Stock Markets Lose Over $800 Billion as Tech Selloff Accelerates appeared first on Coinpedia Fintech News Asian stock markets lost more than $800 billion in value within hours as a broad technology-led selloff swept the region. South Korea’s KOSPI plunged 8.2%, erasing about $426 bill

#crypto#stock-market#tech-selloff#asian-markets
· · The Block

Ark Invest buys $32 million worth of SpaceX shares as stock plunges 16%

SPCX fell 16.43% to close at $154.60 on Monday, erasing most of the gains recorded since its June 12 debut.

#crypto
· · The Block

Trump signs executive orders setting 2031 deadline for post-quantum migration

One order mandated that all federal high-value assets and systems transition to Post-Quantum Cryptography by the end of 2031.

#crypto#post-quantum-cryptography#executive-orders#federal-assets
· · The Block

US Senate Unanimously Approves Bill with Sweeping CBDC Prohibition

The housing supply bill seeks to ban the issuance of a CBDC or any similar digital asset until the end of 2030.

#crypto#cbdc#digital-assets#us-senate#housing-supply

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