🌍 TheVerge

The best early October Prime Day deals happening now

It’s not even October yet and Amazon is already offering some Prime Big Deal Day discounts on its own hardware, along with plenty of other popular products. It’s all to hype up October Prime Day, which starts October 6th at 3AM ET and lasts through 3AM ET on the 8th if you’re on the East […]
🌍 TheVerge

Meta’s Muse AI sent a YouTuber’s address to a stranger

Tech YouTuber Matt Robb says that Muse gave out his home address to a total stranger this weekend, after authorizing the bot to handle his Facebook Marketplace account. That's despite Meta placing great emphasis on the security features of Muse when it launched the personal AI agent earlier this month as it tries to catch […]
🌍 TheVerge

Leaked images reveal new colors for Amazon’s next entry-level Kindle

Amazon typically introduces new Kindle models a few months ahead of the holiday shopping season, and this year it looks like that will include a bigger update to the entry-level Kindle than what debuted in 2024. The last upgrades to the basic Kindle model were limited to a brighter backlight, a new dark mode, and […]
🌍 TheVerge

This might be our first look at Google’s Pixel 11A

Google isn't making any significant design changes to its upcoming midrange Pixel update, judging by the leaks shared by Android Headlines. The image renders made by OnLeaks are potentially our first look at the Pixel 11A, which aside from having a slightly rounder oval-shaped rear camera module, looks almost indistinguishable from both the Pixel 10A […]
Bloom: I Made Two LLMs Paint the Same Sentence and Measured What Happened
🌍 Dev.to

Bloom: I Made Two LLMs Paint the Same Sentence and Measured What Happened

A technical walkthrough of a generative-art model-arena: sandboxed p5.js iframes, honest pixel metrics, and the unglamorous engineering that stops model-generated code from burning your browser. The premise Every model release comes with the same claim: the new one is better . Benchmarks say so. But there is a comparison anyone can see : give two models the same sentence and let each of them paint it. Bloom does exactly that. One prompt — Write a p5 . js ...
🌍 Dev.to

How I built a runbook that learns using Hindsight

Every runbook I have ever used was out of date the day after it was written. The one for our payment service still said "restart the pods" long after two separate on-call engineers had proven that restarting the pods makes the problem worse. So I stopped writing runbooks and built one that updates itself from what actually happened. What the system does The Hindsight Incident Responder is an on-call agent for production engineering teams. When an alert arrives — PaymentService 5xx rate > ...
Left-pad incident explained: how 11 lines of JavaScript broke npm
🌍 Dev.to

Left-pad incident explained: how 11 lines of JavaScript broke npm

The left-pad incident is the npm outage every JavaScript developer has heard of and few have read the paperwork for. On March 22, 2016, one developer unpublished 273 packages from npm, one of them an eleven-line function called left-pad, and builds of Babel, Atom and "many thousands of projects" started failing at "hundreds of failures per minute", in npm's own words . It took two and a half hours and an unprecedented restore from backup to fix. The mechanism behind it, transitive dependencies ...
🌍 Dev.to

What If Your AI Incident Responder Could Remember Every Outage?

What happens when the same production problem occurs twice? The first time, engineers investigate everything from scratch. They check logs, deployments, database connections, services, and infrastructure. Eventually, they find the root cause, fix the issue, and write a postmortem. But when a similar incident happens months later, how much of that experience is actually available at the moment it matters? That question led us to build IncidentMind for the Hindsight Hackathon. IncidentMind is ...
Building AuditChain-AI: An Enterprise AI Governance & Cryptographic Oversight Plane
🌍 Dev.to

Building AuditChain-AI: An Enterprise AI Governance & Cryptographic Oversight Plane

Executive Overview As enterprises rapidly deploy autonomous AI sub-agents across HR, Finance, Software Engineering, and Marketing, a major architectural challenge has emerged: autonomous agents are stateless, unmonitored, and lack cryptographic accountability. Standard LLM guardrails inspect single prompt-response pairs in isolation. They fail to track historical patterns, detect secret API key leaks across sessions, or enforce immutable audit trails. When an agent exceeds micro-budgets or...
🌍 Dev.to

Building OpsMemory: Injecting Persistent Memory into Incident Response

Building OpsMemory: Injecting Persistent Memory into Incident Response If you spend enough time in production engineering, you start to notice a frustrating pattern: production incidents repeat. Not always exactly, but often close enough that the mitigation steps are identical. When alarms go off at 2:00 AM, someone is usually digging through fragmented Slack channels or outdated post-mortem wikis to figure out how the team fixed a database connection pool exhaustion months ago. When an i...
🌍 Dev.to

I Built a Meeting Agent That Remembers What People Promise

Meetings are full of small details that become important later. Someone says, “I’ll send the revised pricing tomorrow.” 📄 Someone mentions a concern. Someone shares a preference. A decision is made. But after the meeting ends, these details can easily get buried in notes, chats, emails, and transcripts. That’s the problem we wanted to solve with MeetMind — Your Relationship Memory Agent. 🤝 🚨 The Problem Before an important meeting, we often spend time trying to remember what ha...
🌍 Dev.to

CrisisOps: Turning Disaster Response Experience Into Persistent Operational Memory

DescriptDescript Done. I completed and verified the final video render. Final video: Download CrisisOps FINAL — Visible Subtitles Verified: 4:00.43 duration 1080 × 2392 portrait H.264 video + AAC audio Subtitles are burned directly into the video Actual CrisisOps screen recording retained No fake UI inserted Subtitle styling is readable on the mobile recording One remaining limitation: the natural Indian-English AI voice could not be regenerated because the avai...
🌍 Dev.to

our tests mock the API. The API changed anyway. tags: api, devops, opensource, ai

In the last year, some of the most frustrating production issues I've seen weren't outages. The dependency was up. It returned 200 OK . It just didn't return the same thing anymore. A field our code relied on was removed from a well-known API's payload. An LLM provider started rejecting a request format that was valid the week before; the SDK types still allowed it. A model alias quietly pointed at a new snapshot, and our support bot's tone changed overnight. A remote MCP server add...
🌍 Dev.to

AI Is Making Me Faster. I Don’t Want It to Make Me Worse.

I use AI constantly when I code and when I write. I use it to research ideas, plan code, debug, explore unfamiliar APIs, review architecture, generate tests, explain weird behavior, and write chunks of code faster than I could manually. I also think it can make you worse at programming. Those two statements are not contradictory. The problem isn't that AI writes code. The problem is that AI can remove the exact parts of programming that force us to remember, reason, struggle, and for...
🌍 Dev.to

Building an AI-Powered Incident Response Agent with Groq and Hindsight

Building an AI-Powered Incident Response Agent with Groq and Hindsight Introduction Production incidents can be difficult to investigate because engineers often need to search through previous incidents, identify possible root causes, and determine the appropriate remediation steps. To address this problem, I built an Incident Response Agent that combines AI-powered incident analysis with persistent incident memory. The project uses Groq for AI-powered reasoning and H...
🌍 Dev.to

Same Failure, Three Outcomes: What Changed When Our Agent Got Memory

Introduction The best way to understand the value of memory is to hold everything else constant.In our incident-response scenario, the same payment gateway 504 timeout happens three times. The alert is similar, the underlying fix is the same, and the major difference between the runs is what the team remembers. The results are simple: 47 minutes → 4 minutes → 2 minutes These numbers come from our controlled demo scenario, not production measurements. But the progression illustrates the...
A (Very) Short Introduction to Oil Futures
🌍 HackerNoon

A (Very) Short Introduction to Oil Futures

Oil futures let traders hedge crude oil prices and speculate on market movements. Learn how futures contracts, margin, clearing, and daily settlement work.