DEV Community • 2026-04-12 07:21

Add governance to DSPy pipelines

DSPy pipelines are interesting because they optimize themselves. You write modules, the optimizer rewrites your prompts, and the final program runs in loops making LLM calls and tool invocations without you watching each step. That's the whole point. But it also means you can lose track of what happened. A pipeline that ran overnight - which LLM calls did it make? What tools did it invoke? If it ...

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DEV Community • 2026-04-12 07:21

Why your AI agent needs a .well-known discovery endpoint

You know how websites publish /.well-known/security.txt so security researchers can find the right contact? RFC 9116 made that a standard. Simple file, fixed location, machine-readable. It works because everyone agrees where to look. AI agents need something similar. Not for security contacts - for governance discovery. The problem Say you're integrating with an AI service. You want t...

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DEV Community • 2026-04-12 07:20

From ₹15,000 in Debt to Building a Fintech Side Project: My "Vibe Coding" Journey

It's funny how you can have a B.Tech in Computer Science, understand complex data structures, and write production-level code, but completely fail at basic personal finance. A few years ago, at 22, I landed my first real full-time job. I was managing digital marketing, technical SEO, and Meta ads. Coming from a middle-class family in Panipat, Haryana, seeing a regular salary hit my bank accoun...

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DEV Community • 2026-04-12 07:20

Add governance to Hugging Face smolagents in 4 lines

I was building an agent with Hugging Face's smolagents last month and hit a problem that kept bugging me. The agent ran tools, made decisions, called APIs - and I had zero record of what happened. If something went wrong, I'd be guessing. smolagents gives you a clean way to build tool-calling agents. But once a tool runs, there's no audit trail. No proof of what was called, when, or what it retur...

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DEV Community • 2026-04-12 07:19

I upgraded a .NET library into a microservices platform - RabbitMQ, OpenTelemetry, and Azure AI

I had a .NET library that wrapped Azure OpenAI and Azure AI Search into clean domain services for travel applications. It worked, but it was a monolith - one process doing everything synchronously. When the AI call took 30 seconds, the HTTP request sat open for 30 seconds. This is how I fixed that. The problem with synchronous AI calls The original architecture was simple: POST /api/it...

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Streamers, mergers driving up price of watching sports, lawmakers say
newest submissions : multi • 2026-04-12 07:18

Streamers, mergers driving up price of watching sports, lawmakers say

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

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DEV Community • 2026-04-12 07:18

Flutter WebでTableCalendarによるカレンダービューと、ギタースタジオのshare_plus連携を実装した話

Flutter WebでTableCalendarによるカレンダービューと、ギタースタジオのshare_plus連携を実装した話 はじめに 今日は自分株式会社（Flutter Web + Supabase で21競合SaaSを超えるAI統合プラットフォーム）の開発で行った2つの実装を解説します。 カレンダービュー（Notion Database parity） table_calendar パッケージを使った月次カレンダーUIと、calendar-events Edge Functionとの連携 ギタースタジオのflutter analyze 0エラー維持 share_plus 連携コードの use_build_context_synchronously エラー修正 1. TableCalendarによるカレンダー...

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DEV Community • 2026-04-12 07:18

Flutter 地方選挙アプリ — スケジュールフィルターとXコンポーザーをワンタップで連動させた話

はじめに 自分株式会社アプリの「選挙勝利ページ」では、地方選挙スケジュールを「今週末 / 2週後 / 3週後 …」と週ごとにフィルタリングできます。 今回はそのフィルター選択をそのままXスレッドコンポーザーに引き継ぐ ウィンドウ連動機能 を実装しました。 解決した課題 スケジュールセクションで「2週後」を選択して選挙一覧を確認した後、Xに投稿したい場合、 これまではコンポーザーダイアログを開き直して再度「2週後」を選ぶ必要がありました。 [スケジュール] 2週後 ✅ → [Xコンポーザー] 今週末 ← 毎回再選択が必要 実装内容 1. ElectionXPostComposerDialog に initialWindowIndex パラメータを追加 class ElectionX...

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I Built PromptVault to Solve My Prompt Management Mess, and It Turned Into a Full Offline-First AI Prompt Workspace
DEV Community • 2026-04-12 07:15

I Built PromptVault to Solve My Prompt Management Mess, and It Turned Into a Full Offline-First AI Prompt Workspace

If you use AI tools regularly, you probably already know the problem. Prompts end up everywhere. Some are in notes apps. Some are buried inside chats. Some are saved in random text files. A few good ones get reused, but most disappear the moment you actually need them again. That frustration is what pushed me to build PromptVault, an Android app focused on capturing, organizing, reusing, and ex...

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newest submissions : multi • 2026-04-12 07:15

OpenAI unable to scan credible and/or recent information

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

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Hacker News: Front Page • 2026-04-12 07:13

Pope Leo XIV denounces the 'delusion of omnipotence' he says fuels the Iran war

Article URL: https://www.politico.com/news/2026/04/11/pope-leo-xiv-denounces-the-delusion-of-omnipotence-he-says-fuels-the-us-israeli-war-in-iran-00868142 Comments URL: https://news.ycombinator.com/item?id=47736907 Points: 11 # Comments: 0

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PS5's PS Store is reportedly getting a "Netflix-style" makeover. As more platforms adopt this algorithmic UI, does it actually improve the browsing experience?
newest submissions : multi • 2026-04-12 07:11

PS5's PS Store is reportedly getting a "Netflix-style" makeover. As more platforms adopt this algorithmic UI, does it actually improve the browsing experience?

submitted by /u/Ok-Review9023 to r/technology [link] [comments]

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DEV Community • 2026-04-12 07:10

Most Users Leave Before Your Tool Even Loads (Here’s What I Fixed)

🚨 The Problem I Ignored for Too Long I spent weeks improving my tools. Better UI Better features Better structure Everything looked good. But one thing I didn’t pay attention to: How fast the tool loads And that mistake cost me users. 😐 What I Started Noticing Even after improving everything… Some users still: Opened the page Waited a second Left No interaction. ...

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DEV Community • 2026-04-12 07:10

本地运行AI模型完整指南：用Ollama在电脑上跑GPT-4级模型

本地运行AI模型完整指南：用Ollama在电脑上跑GPT-4级模型 本文介绍如何使用Ollama在本地运行大型语言模型，无需云服务，完全免费，保护隐私。 前言 你是否想过在自己的电脑上运行一个像GPT-4一样强大的AI助手？ 以前这听起来像天方夜谭，但随着开源模型的飞速发展，现在任何人都可以在普通电脑上运行强大的AI模型。 本文将详细介绍如何使用Ollama在本地部署AI模型，让你拥有自己的私人AI助手。 什么是Ollama？ Ollama是一个开源工具，让你轻松在本地运行大型语言模型。它的特点是： 🚀 简单易用：一条命令就能运行模型 💻 资源友好：支持CPU和GPU运行 🔒 完全隐私：数据永远不会离开你的电脑 🌐 开源免费：社区驱动，持续更新 系统要求 最低配置 ...

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DEV Community • 2026-04-12 07:10

Bengali AI Interview Coach

Job interviews are tough-but they’re even harder when language becomes a barrier. That’s why I built an AI-powered interview coach specifically for Bengali speakers. ✨ What it does: • 🎤 Practice mock interviews in Bengali • 🗣️ Answer using Bengali voice input • 🔊 Get AI-generated voice feedback in Bengali • ⚡ Receive instant scoring & improvement tips • 💼 Prepare with job-specific questions ...

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DEV Community • 2026-04-12 07:09

Rate Limiting Deep Dive: Token Bucket vs Leaky Bucket vs Sliding Window

Protect your backend infrastructure from resource exhaustion by controlling traffic admission with precision. What We're Building This article guides you through implementing robust rate limiting strategies in Go. We explore the core mechanics of Token Bucket, Leaky Bucket, and Sliding Window algorithms, explaining their trade-offs in handling bursts versus sustained load. We also ad...

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DEV Community • 2026-04-12 07:02

AMD ML Complete Stack

I wrote 6 lines of Triton… and it turned into thousands of GPU instructions. Python → TTIR → TTGIR → LLVM → AMDGCN → HSACO 👉 a + b → buffer_load_b128 👉 mask → v_cmp + conditional execution Here’s the truth: Your code is NOT what runs on the GPU. The compiler builds an entire execution pipeline in between. I dumped every stage and traced one kernel end-to-end 👇 https://www.compilersutra.co...

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DEV Community • 2026-04-12 07:00

Vertex AI Endpoints: Deploy Your Model to Production with Terraform 🚀

Your model is trained. Now deploy it to a scalable endpoint with autoscaling, traffic splitting for canary rollouts, and request-response logging. Here's how to deploy Vertex AI endpoints with Terraform. In the previous post, we set up the Vertex AI Workbench - the workspace where your team trains models. Now comes the production side: taking a trained model and deploying it to an endpoint that y...

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Why the Cloud Is the Default
DEV Community • 2026-04-12 07:00

Why the Cloud Is the Default

On Second Thought — Episode 03 In February 2011, US Chief Information Officer Vivek Kundra published the Federal Cloud Computing Strategy under the Obama administration's 25-Point IT Reform Plan. The mandate was explicit: agencies must evaluate a cloud computing option first, and come up with a damn good reason not to use it. Kundra claimed $20 billion of the government's $80 billion IT budget ...

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Hungarians vote in landmark election closely watched by EU, Russia, US
newest submissions : multi • 2026-04-12 06:58

Hungarians vote in landmark election closely watched by EU, Russia, US

submitted by /u/Alert-Ad-3053 to r/worldnews [link] [comments]

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