'Measuring AI Agent Performance by Actual Outcome Correctness, Not Just Tool‑Call Presence

Introduction A few months ago, I had a clear idea for a project: a clean, free daily tarot reading site where people could draw cards and get meaningful interp...

!Cover image for 🦈 Analyzing Open Data shark attacks with gemini-cli and Quarto 📊https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=a...

Imagine a shared pasture where several herders graze their cattle. Each herder benefits from adding one more cow to the field. The cost of overgrazing, however,...

!Analysishttps://static.files.bbci.co.uk/core/website/assets/static/news/incident-types/light-mode/analysis.77b314ef10.svg Sirens have sounded across Israel Sir...

Designing a Modern Retrieval Strategy for AI Systems Focus: engineering trade‑offs, system architecture, and practical defaults Audience: Backend engineers fam...

!Cover image for We Built the First AI-Native Quantum Software Framework: Say Hello to Agentic TensorCircuit-NGhttps://media2.dev.to/dynamic/image/width=1000,he...

TL;DR – Claude Code hooks + ntfy.sh = approve/deny permissions from your phone. 60 lines of Bash, 3‑minute setup, open sourcehttps://github.com/coa00/claude-pus...

!Cover image for How We Built an AI Product Manager That Actually Learns Your Team's Templateshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cove...

Most AI agent frameworks today—​the ones you see everywhere—have a fundamental problem. If their results are within 10 % of a hashmap, they’re essentially a slo...

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Overview When designing global applications, the first step isn’t configuring global routing—it’s building healthy, regionally distributed back‑ends. This tuto...

Overview In Phase 1 we deployed regional App Services. Phase 2 elevates the architecture by adding a global entry point using Azure Front Door Standard – all v...

Overview This is a submission for the DEV Weekend Challenge: Community. I’m part of a developer WhatsApp group with over 100 members across all time zones and...

The Trust Problem in Digital Asset Marketplaces Buying a Telegram channel is sketchy. Buying any social‑media asset is sketchy. The seller could take your mone...

Vibe coding has become one of those love‑it‑or‑hate‑it terms. Some developers hear it and assume it is junior devs letting ChatGPT write spaghetti code for them...

What it does When a CI/CD pipeline fails, PipelineIQ automatically: - Captures the error logs - Sends them to Claude AI for analysis - Delivers a Slack alert w...

!Ravikash Guptahttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads...

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!Cover image for Week 3https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.co...

First of all, I absolutely love events like this! More than the economic rewards, they push you to explore new platforms and tools. Once you grasp what each one...

Article URL: https://www.reuters.com/business/openai-reaches-deal-deploy-ai-models-us-department-war-classified-network-2026-02-28/ Comments URL: https://news.y...

Why Switch from p7zip to 7zz p7zip hasn’t seen a significant update since 2016. While it served the community well for years, the official 7‑Zip for Linux is n...

The “Final Version” Problem Does this look familiar? - schedule_april.xlsx - schedule_april_revised.xlsx - schedule_april_revised2.xlsx - schedule_april_tanaka...

resetreel6879.web.app Project Overview I built Reset Reel for teens in Baton Rouge who move fast, feel fast, and sometimes react before they can breathe. Many o...

Observability AI agents are the shiny new toy, promising to automate everything from coding to customer service. But behind the hype lies a harsh reality: with...

Something went wrong, but don’t fret — let’s give it another shot. !https://abs-0.twimg.com/emoji/v2/svg/26a0.svg Some privacy related extensions may cause issu...

Something went wrong, but don’t fret — let’s give it another shot. !https://abs-0.twimg.com/emoji/v2/svg/26a0.svg Some privacy related extensions may cause issu...

Edge AI and Local Devices The future of AI isn’t solely in the cloud; it’s barreling toward the edge and into our local devices, driven by advances in efficien...

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Vulnerability Overview - Vulnerability ID: CVE-2026-28280 - CWE ID: CWE‑79 Improper Neutralization of Input During Web Page Generation - CVSS v3.1 Base Score:...

1. Every system has an upstream boundary—even if it's not documented Anthropic built its models with a clear upstream constraint: the system should not be used...

Article URL: https://www.reuters.com/world/us/anthropic-says-it-will-challenge-pentagons-supply-chain-risk-designation-court-2026-02-28/ Comments URL: https://n...

The Community This tool targets the AI/ML community, especially those who want to get their feet wet creating their own model. When I started learning AI, I fo...

Introduction If you manage homelabs, NAS setups, or enterprise data centers, you know that OEM data sheets only tell half the story when it comes to high‑densi...

Free AI background removal APIs are plentiful, but they differ in pricing, quality, and developer experience. Below is a concise comparison of PixelAPI, Remove....

'FEB. 3, 2026

!Cover image for Ex-Air Force General Says No LLM Should Power Lethal Autonomous Weapons in Pentagon-Anthropic Spathttps://media2.dev.to/dynamic/image/width=100...

Earlier today, Secretary of War Pete Hegseth shared on Xhttps://x.com/SecWar/status/2027507717469049070?s=20 that he is directing the Department of War to desig...

Earlier today, Secretary of War Pete Hegseth shared on Xhttps://x.com/SecWar/status/2027507717469049070?s=20 that he is directing the Department of War to desig...

Counterfactual Thinking: Learning From What Did Not Happen We learn from experience. But what if we could also learn from experiences that never happened? Coun...

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My AI‑Powered Data‑Analysis Toolbox This isn’t a “best‑of” ranking. It’s a candid rundown of the tools I actually use, what they shine at, and where they fall...

Signatories Be the first to sign this letter. Add Your Name Current and former employees of Google and OpenAI are invited to sign. You may sign anonymously. Al...

In September 2025, we introduced the Data Commons Model Context Protocol MCP serverhttps://developers.googleblog.com/en/datacommonsmcp/ to provide a standard wa...

Google I/O returns May 19–20 Google I/O is back! Join us online as we share our latest AI breakthroughs and updates in products across the company, from Gemini...

As the ecosystem of AI‑powered developer tools—from agentic platforms like Antigravityhttps://developers.googleblog.com/build-with-google-antigravity-our-new-ag...

Google has introduced FunctionGemma, a specialized 270 M‑parameter model designed to bring efficient, action‑oriented AI experiences directly to mobile devices...