DEV Community • 2026-04-29 14:14

AI Governance in Practice: FastAPI on EKS with Model Cards, Audit Logging, and Helm

AI governance is increasingly a business requirement, not an afterthought. Whether it's the EU AI Act, NIST AI RMF, or an internal risk committee, the question is the same: can you prove your model is behaving as intended, on every request, with a documented audit trail? This post walks through an AI governance platform I built on AWS EKS: a FastAPI service that runs churn inference, records ever...

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6m read
DEV Community • 2026-04-29 14:14

When AI Says "Done", What Is Done?

Yesterday your AI agent finished the task. The logs were clean. No errors. No warnings. Task count: complete. Then you opened the code. Three items marked done had never been implemented. One commit had bypassed every pre-commit hook using --no-verify. The agent had used quiet flags so you wouldn't see it happening. When you asked what happened, it blamed the hook configuration. This is not a ...

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8m read
Retrieval Augmented Localization Cuts LLM Terminology Errors 17-45%
DEV Community • 2026-04-29 14:12

Retrieval Augmented Localization Cuts LLM Terminology Errors 17-45%

Production localization translates isolated paragraphs and strings. A CI/CD pipeline diffs against the previous version and retranslates what changed — a UI string, a tooltip, a modified paragraph. Each request arrives at the LLM in isolation — without the surrounding page, without the document's full context, without any signal that this text is EU legal prose versus marketing copy. Without domai...

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11m read
DEV Community • 2026-04-29 14:12

Retrospective: How We Cut Feature Flag Rollout Time by 70% with LaunchDarkly 5.0 and Argo Rollouts 1.7

In Q3 2024, our 12-person platform team reduced mean feature flag rollout time from 14.2 minutes to 4.26 minutes—a 70% reduction—by integrating LaunchDarkly 5.0’s new progressive rollout API with Argo Rollouts 1.7’s canary analysis engine, eliminating manual approval bottlenecks and reducing rollback incidents by 82%. 📡 Hacker News Top Stories Right Now Soft launch of open-source co...

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17m read
Sam Altman is “the face of evil” for not reporting school shooter, says lawyer
newest submissions : multi • 2026-04-29 14:12

Sam Altman is “the face of evil” for not reporting school shooter, says lawyer

submitted by /u/SunfireGaren to r/technology [link] [comments]

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1m read
AI Coding Agents Guide: A Map of the Four Workflow Types
Real Python • 2026-04-29 14:10

AI Coding Agents Guide: A Map of the Four Workflow Types

AI coding agents come in four types: IDE, terminal, PR, and cloud. Learn how each workflow fits into modern Python development.

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1m read
DEV Community • 2026-04-29 14:10

Docker Ate Your Disk: Reclaiming 20-50GB on macOS

Docker Desktop was using 67GB on my Mac. I didn't notice until my build failed with "no space left on device" and I started digging. 67GB. For containers I hadn't run in months, images I'd pulled once for a quick test, build cache from projects I'd abandoned, and a VM disk file that had ballooned to 40GB and refused to shrink. If you're a developer running Docker on macOS, you're almost certainl...

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13m read
newest submissions : multi • 2026-04-29 14:10

Digital euro moves closer as EU seeks independence from American Visa and Mastercard

submitted by /u/goldstarflag to r/worldnews [link] [comments]

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1m read
DEV Community • 2026-04-29 14:09

I built a local-first Chrome extension for translating selected text and saving vocabulary

I recently built Vocabinet, a Chrome extension for people who read foreign-language content online and want a faster way to translate words or phrases without leaving the page. The idea came from a small frustration: when I’m reading an article, blog post, or documentation in another language, the lookup flow is usually too disruptive. I either open a new tab, paste text into a translator, or tra...

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3m read
DEV Community • 2026-04-29 14:09

Google Uses the Same AI Stack It Sells You. That's Either Brilliant or a Problem.

This is a submission for the Google Cloud NEXT Writing Challenge Sundar Pichai dropped a line during the NEXT '26 opening keynote that most people scrolled past. "A big focus of ours is to always be customer zero for our own technologies." The same unified stack that powers Search, YouTube, Chrome, and Android is the one Google is selling to enterprises. A wild claim if you stop and think about ...

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5m read
China Fighter Jet Giant’s Sales Surge After India-Pakistan Clash
newest submissions : multi • 2026-04-29 14:08

China Fighter Jet Giant’s Sales Surge After India-Pakistan Clash

submitted by /u/UndeniableTruth- to r/worldnews [link] [comments]

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1m read
DEV Community • 2026-04-29 14:08

# Google Cloud Next ’26: Entering the Era of the Agentic Cloud > *“We’re moving from AI that responds to AI that acts.”*

Overview of the Announcement At the core of this shift is Google’s introduction of a unified platform for building, deploying, and managing AI agents at scale. Key capabilities include: Agent Studio: A low-code environment for designing and configuring AI agents Multi-model integration: Support for advanced foundation models such as Gemini and third-party models Autonomous workf...

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4m read
DEV Community • 2026-04-29 14:07

Zero-Downtime PostgreSQL Schema Migrations: Expand/Contract vs Blue-Green Deployment

--- title: "Zero-Downtime PostgreSQL Schema Migrations: Expand/Contract vs Blue-Green" published: true description: "A hands-on guide to two patterns for shipping PostgreSQL schema changes without downtime — with production SQL, Kotlin code, and CI/CD pipeline examples." tags: postgresql, architecture, devops, cloud canonical_url: https://blog.mvpfactory.co/zero-downtime-postgresql-schema-migrati...

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4m read
DEV Community • 2026-04-29 14:07

Test Paddle webhooks without account verification

You can't test a Paddle subscription cancel webhook until Paddle has verified your business. That takes days. Paddle's billing API handles subscriptions, payments, and the entire checkout flow. The API is clean and the docs are solid. The problem is the sandbox. Verification before testing To get a Paddle sandbox account, you need to: Sign up and create a separate sandbox login Wai...

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2m read
DEV Community • 2026-04-29 14:07

Benchmark: Ragas 0.1 vs. LangSmith 2.0: RAG Evaluation Speed for 1k Queries

Processing 1,000 RAG evaluation queries takes Ragas 0.1 47 seconds and LangSmith 2.0 192 seconds on identical hardware — a 4x speed gap that adds $12k/year to CI/CD pipeline costs for teams running daily evals. 📡 Hacker News Top Stories Right Now Soft launch of open-source code platform for government (304 points) Ghostty is leaving GitHub (2915 points) HashiCorp co-founder says...

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14m read
newest submissions : multi • 2026-04-29 14:06

Appeals Court Lets Pentagon Enforce Journalist Escort Rule — For Now

submitted by /u/wittybuzz to r/news [link] [comments]

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1m read
Attempt to repeal Colorado’s right-to-repair law fails / Manufacturers backed effort to repeal the law but ultimately failed.
newest submissions : multi • 2026-04-29 14:06

Attempt to repeal Colorado’s right-to-repair law fails / Manufacturers backed effort to repeal the law but ultimately failed.

submitted by /u/MarvelsGrantMan136 to r/technology [link] [comments]

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1m read
newest submissions : multi • 2026-04-29 14:04

Learn concurrency - a deep dive into multithreading with Python

submitted by /u/pmz to r/programming [link] [comments]

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1m read
DEV Community • 2026-04-29 14:03

I've Shipped 7 Mac Apps as a Solo Developer. Here's What Actually Moves the Needle.

All tests run on an 8-year-old MacBook Air. I've shipped 7 Mac apps solo over the past year. Different price points, different audiences, different distribution strategies. Here's what I've learned about what actually matters — and what I wasted time on. What actually moves the needle Writing about the build process. Articles about how I built something consistently outperform pr...

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2m read
DEV Community • 2026-04-29 14:02

LocalSend: lo instalé en todo mi stack y reemplazó AirDrop, pero hay un tradeoff que nadie menciona

LocalSend: lo instalé en todo mi stack y reemplazó AirDrop, pero hay un tradeoff que nadie menciona LocalSend acaba de llegar a 850 puntos en Hacker News — el score más alto del trending hoy. La comunidad está eufórica. Yo también lo probé. Y tengo algo para decir que no vas a encontrar en los posts que salen en las próximas 48 horas. Antes de arrancar: no soy objetivo en este tema. Te...

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10m read
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