🌍 TechCrunch

Tesla is prepping a Cybercab onslaught

The company is looking to roll the gold two-seater robotaxis out to other U.S. cities this year, even as it goes mum on the number of paid rides.
🌍 Dev.to

Testing Crossplane Compositions with Chainsaw: kind Without Credentials, Then a Prod-Like Environment

TL;DR. On top of part 2's offline render tests I added two Kyverno Chainsaw layers. One applies every composition to a throwaway kind cluster with no cloud credentials on every pull request, so nothing real gets created. The other applies the same use cases with real credentials to a prod-like environment, which mirrors production but can run a branch, and waits for Ready and verified cloud state. A third job upgrades existing composite resources (XRs) to the PR's compositions. I chose Ch...
🌍 Dev.to

How to connect Google Ads & Meta Ads to Claude Code / Cursor via MCP (no API keys)

If you live in a terminal or an editor, there's a good chance you also end up answering "how are the ads doing?" now and then. This tutorial wires Google Ads and Meta Ads into Claude Code and Cursor through the Model Context Protocol (MCP), so you can ask that question without opening any ad dashboard. The server used here is MCP Ads, which runs as a remote MCP server (with an MIT-licensed self-host option). The key property: you never create or paste an API key. Auth happens with OAuth...
Last Slide: the homework card for the lecture deck you never opened
🌍 Dev.to

Last Slide: the homework card for the lecture deck you never opened

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built Opening a 40-page lecture slide deck the night before class is pure dread. You skipped the lecture, you did not do the reading, and you know opening that PDF will take forty minutes of skimming through title cards, bullet points, and derivations you do not need right now. Last Slide is a skip card for that unread deck. It is not a summarizer. It does not produce study pa...
🌍 Dev.to

An Indie Solo Gamedev's perspective on the topic (credits to Hanzla Baig for the ideea)

Indie game development often begins with something deeply personal you really want to build. An atmosphere you want to create. A story you cannot stop thinking about. A mechanic you would love to experience as a player. Before anyone sees a screenshot or watches a devlog, there is already a reason you chose to build this particular game. Then you start sharing it. At first, building in public feels exciting. You show a mechanic, someone responds, and suddenly the work you have been doing a...
🌍 Dev.to

Enterprise AI Governance in 2026

An enterprise AI governance stack is not a gateway feature. It is a sequence of decisions that has to hold from organizational intent to runtime action. Five posts into The AI Control Plane , the individual controls are no longer the interesting part. Governance decisions, virtual keys, RBAC, access profiles, user lifecycle management, and MCP tool policy each solve a real problem. None of them is an enterprise AI governance stack by itself. The harder question is how they fit together, ...
🌍 Dev.to

When the Patch Skips Your Version: What PHP2Shell Cost Governments, and What EOL Adds on Top

At 07:43 UTC on October 21, 2026, Cloudflare saw the first attacks. The fix would not exist for another six hours and seventeen minutes. By lunchtime in Europe, the Dutch national cybersecurity agency had taken its own website offline. DigiD, MijnOverheid and the Tweede Kamer were dark. Finland's state IT provider had pulled government network services, and France's Interior Ministry had switched off local administrative sites. The cause was a pair of PHP flaws, CVE-2026-109618 and CVE-2026-1...
Why Stockfish Isn't Enough: Running Maia 2 in the Browser for Human Chess Analysis
🌍 Dev.to

Why Stockfish Isn't Enough: Running Maia 2 in the Browser for Human Chess Analysis

Anyone who plays chess knows the familiar frustration of post-game engine review. You play a move that feels completely natural and intuitive. You turn on Stockfish, and the evaluation bar drops off a cliff. The engine flags your move as a blunder, pointing to a long, precise line that few humans would ever find over the board. Stockfish is built to find the objectively strongest move. But when you are reviewing your mistakes, objective strength only gets you halfway there. You also want t...
How to Customise DeepResearch for Teams with Brand Kits & Collections
🌍 Dev.to

How to Customise DeepResearch for Teams with Brand Kits & Collections

Day 22 of 30 Days of Search TL;DR To personalise and customize Valyu DeepResearch for a company or organisation, save a Brand Kit for its visual identity and writing guidance, then create Collections for the source sets your team reuses. Select the kit for a research task and reference the Collection in its search settings. The research question still belongs in the task brief. Brand Kits: logos, colours, typography, optional templates and a BRAND.md guide for ...
Sloth Desk
🌍 Dev.to

Sloth Desk

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built I built SlothDesk — an offline, zero-cloud desktop file cleaner and auto-organizer designed to reward total laziness. Everyone dreads sorting their overflowing Downloads or Desktop folder. Messy downloads with cryptic names like receipt_9921_oct.pdf , assignment_final_v2.docx , and temp_scraper_v2.py sit around for weeks because manually inspecting, renaming, a...
Agent Tracing in Production
🌍 Dev.to

Agent Tracing in Production

Originally published at Trida AI . A support agent tells a customer their order shipped on Tuesday. It hadn't. Someone on the team goes looking for why, and what they find is the conversation: the question, the answer, a timestamp. The answer is wrong in a way that could have come from almost anywhere. The model could have misread the order record. The lookup could have returned a stale one. The prompt could have pushed it to sound certain. From the transcript alone, all three look the same...
🌍 Dev.to

How ECUPSE Works: Building a Company Run by AI Agents

Originally published on ecupse.com . The premise is simple What happens when you treat AI not as a tool you prompt, but as an employee you onboard? ECUPSE is a company where every operational role is filled by an autonomous AI agent. Content creation, market analysis, creative writing, publishing — all run by agents that produce real, public output on a schedule. No demos. No sandboxes. Real work, published weekly. This article explains the methodology: how we design the...
🌍 Dev.to

From Point-in-Time to Always-On: Preparing Your NIST 800-171 Evidence for Whatever CMMC Becomes

CMMC reform news could arrive soon. The Cyber AB holds its next Town Hall on Tuesday, October 27, and the CMMC Reform Task Force's findings still aren't public. At September's Town Hall, presenters shared what they openly called speculation: DoD may be moving away from point-in-time assessments that go stale quickly. Nobody outside DoD knows for sure. But if the program shifts toward ongoing proof that your security works, the teams that already collect evidence continuously will be ready. ...
AI Can Write Your CS Assignment. But Can You?
🌍 HackerNoon

AI Can Write Your CS Assignment. But Can You?

AI can write code that runs. CS coursework tests whether you understand it. Here's where AI code fails and how to check it before you submit.