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Integrating OpenClaw with Google Cloud: A Solo Developer's Guide

DEV Community • 2026-04-17 03:39

Integrating OpenClaw with Google Cloud: A Solo Developer's Guide

Running an AI personal assistant from your laptop sounds great until the lid closes, the Wi-Fi drops, or your machine restarts. If you want a gateway that stays online 24/7, reachable from any device, you need to move it off your local hardware and onto something persistent. This guide walks you through deploying OpenClaw on a GCP Compute Engine VM using Docker, from zero to a running gateway you...

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17m read

Hacker News: Front Page • 2026-04-17 03:36

Discourse Is Not Going Closed Source

Article URL: https://blog.discourse.org/2026/04/discourse-is-not-going-closed-source/ Comments URL: https://news.ycombinator.com/item?id=47802233 Points: 10 # Comments: 0

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Hacker News • 2026-04-17 03:31

Show HN: Ask your AI to start a business for you, resolved.sh

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1m read

DEV Community • 2026-04-17 03:30

Why Everyone's Talking About AI Agents (And Why You Should Be Too)

Hey there! If you've been keeping up with the AI space lately, you know we're in the middle of something genuinely historic. What used to be science fiction is becoming production code — and it's happening fast. The Big Shift: Agents Over Assistants For years, we've been building chatbots. Helpful little assistants that answer questions. But something changed in 2026, and honestly, ...

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3m read

DEV Community • 2026-04-17 03:23

I replaced Zapier, Notion Web Clipper, and 3 other tools with a single Telegram bot

Every morning I opened the same 6 tabs. Gmail. Slack. Notion. GitHub. Calendar. Repeat. I'm a solo developer. Context switching was costing me more time than actual work. So I built MinorClaw — a Telegram bot you deploy in 60 seconds that connects all your tools. How it works You create a Telegram bot via BotFather, paste the token into MinorClaw, connect your tools, and that's it. No server. No c...

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1m read

Apache ActiveMQ CVE-2026-34197 Added to CISA KEV Amid Active Exploitation

The Hacker News • 2026-04-17 03:22

Apache ActiveMQ CVE-2026-34197 Added to CISA KEV Amid Active Exploitation

A recently disclosed high-severity security flaw in Apache ActiveMQ Classic has come under active exploitation in the wild, per the U.S. Cybersecurity and Infrastructure Security Agency (CISA). To that end, the agency has added the vulnerability, tracked as CVE-2026-34197 (CVSS score: 8.8), to its Known Exploited Vulnerabilities (KEV) catalog, requiring Federal Civilian

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1m read

Four AWS VPC blueprints that will save your MLOps pipeline

DEV Community • 2026-04-17 03:19

Four AWS VPC blueprints that will save your MLOps pipeline

Four VPC blueprints for MLOps from scrappy MVP to distributed LLM training, with the cost traps nobody puts in the tutorial. You spent three weeks tuning that model. The loss curve is clean, the eval metrics are holding, and someone just Slacked you “when can we ship this?” The answer should be soon. Instead you’re staring at a SageMaker training job stuck in Pending, a NAT Gateway line item tha...

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12m read

DEV Community • 2026-04-17 03:17

AI Agents Need Real Email Infrastructure

The Paradox at the Heart of AI Automation An AI agent can browse the web, write code, summarize a 300-page PDF, and call APIs on your behalf. It can reason through multi-step problems and generate plans that would take a human hours to produce. Ask it to create an account on a SaaS platform and it stalls. Not because the task is complex — but because the platform sends a confirmation e...

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9m read

iforgeAI v1.3.0: From AI Assistant to AI Team for Development Workflows

DEV Community • 2026-04-17 03:16

iforgeAI v1.3.0: From AI Assistant to AI Team for Development Workflows

Most AI tools today focus on making a single assistant smarter. But in real-world development, we don’t work alone — we work in teams. That’s exactly the idea behind iforgeAI: Turning AI from a “tool” into a collaborative team of agents What’s new in v1.3.0? This release focuses on improving how agents collaborate and expanding the system’s flexibility. Better support for...

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1m read

DEV Community • 2026-04-17 03:05

Structure-Driven Organization Theory #3 — A Structural Model of People

Ability lives inside, so it can't be seen. Contribution to structure remains outside, so it can be seen. Reframe people not as abilities but as types. The Limit of Seeing People as "Ability" Engineering organizations discuss people through the language of ability. "Strong design ability" "Great problem-solving ability" "Lacking communication ability" Natural everyday phrases, an...

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8m read

DEV Community • 2026-04-17 03:04

Structure-Driven Organization Theory #2 — Output as Structure

Measure code not at the moment it's written, but by what happened after. What remains is structure. Is Code an Artifact, or a Structure? Ask most organizations "what's this engineer's output?" and you get: Features shipped PRs closed Lines of code written Tickets resolved All of them describe volume existing at the moment of writing. On the time axis, only the transition from ze...

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8m read

DEV Community • 2026-04-17 03:04

Structure-Driven Organization Theory #1 — The Concept of Observation

Evaluation is price-setting. Observation is reading. Get the entry point wrong and wherever you arrive, you end up back at evaluation. Why Start With Observation As the intro laid out, everything in this book begins with observation. Observation first, language next, structure last, culture as the consequence. But "observation" is also an everyday word. Because of that, what the wo...

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8m read

When Data Isn’t Enough: Designing a UI That Makes Climate Risk Feel Real

DEV Community • 2026-04-17 03:03

When Data Isn’t Enough: Designing a UI That Makes Climate Risk Feel Real

🌍 Overview Most environmental dashboards focus on data. But data alone doesn’t always create urgency. I built a simple interface that translates environmental risk into something people can instantly feel. Instead of presenting numbers, this system communicates risk through color, motion, and state. 🚀 What I Built Earth Risk Monitor is a conceptual UI for visualizing environmental risk level...

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1m read

DEV Community • 2026-04-17 03:02

Structure-Driven Organization Theory #0 — Why Existing Org Theory Doesn't Work

Observation, not evaluation. Structure, not people. Design, not emotion. What This Book Is About Engineering org theory has, for a long time, taken people as its subject. Hiring, evaluations, 1-on-1s, feedback, career paths, culture fit — the objects being handled are all people. And the lever pulled to change the organization has always been the person. This book steps off that s...

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11m read

DEV Community • 2026-04-17 03:02

The AI Coding Velocity Gap: Why Faster Code Ships More Vulnerabilities

The AI Coding Velocity Gap: Why Faster Code Ships More Vulnerabilities Research out this month found a direct correlation between AI coding tool adoption and a 4x increase in critical security findings in production code. This isn't an anti-AI take — it's a systems problem with a systems solution. The Data The pattern is consistent across organizations that adopted AI coding...

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4m read

DEV Community • 2026-04-17 03:01

Why Your Multi-Agent Chain Fails at Agent 3 (And the One-Line Fix)

Build a multi-agent chain. Run it. Watch it work perfectly through agents 1 and 2. Watch it quietly start executing the wrong objective by agent 3. We hit this pattern so many times we started treating it as a rule: chains degrade at agent 3. Not because agent 3 is less capable. Because by agent 3, every ambiguity in the handoff has compounded. This post is about why it happens and what stopped ...

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4m read

DEV Community • 2026-04-17 03:00

Getting NIGHT Tokens on Midnight Mainnet: A Field Guide for the Rest of Us

Getting NIGHT Tokens on Midnight Mainnet: A Field Guide for the Rest of Us Midnight mainnet went live March 31, and if you've been lurking in the Discord or the dev forum, you've probably seen the same questions cycling through. How do I actually get NIGHT into my wallet? Which exchange lists it? Why does the bridge take so long? Why is there a "c" in front of NIGHT sometimes, and a "m"...

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6m read

DORA, SPACE, LinearB — and the Question They All Leave Unanswered

DEV Community • 2026-04-17 02:56

DORA, SPACE, LinearB — and the Question They All Leave Unanswered

Every framework measures something real. The question is what it leaves in the dark. The Metrics Landscape in 2026 Engineering leaders have more measurement frameworks than ever: DORA — the gold standard for delivery performance SPACE — a multi-dimensional developer productivity framework from Microsoft Research LinearB — a commercial platform tracking engineering workflow metr...

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9m read

DEV Community • 2026-04-17 02:54

AI Usage Quota Dashboard in Flutter + Supabase: Real-Time Token Tracking Across Models

AI Usage Quota Dashboard in Flutter + Supabase: Real-Time Token Tracking Across Models The Problem You're using multiple AI providers — Claude, Gemini, OpenAI. You have no idea how many tokens you've consumed today. Until you hit a limit and everything stops. The fix: log token usage to a Supabase table after every AI call, and visualize it in a Flutter dashboard. ...

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4m read

DEV Community • 2026-04-17 02:54

My first Lambda function in AWS Bedrock Agent

Amazon Bedrock > Agents > Agent Builder > Action Group > Action Group Invocation > Select Lambda function > View import json from datetime import datetime from zoneinfo import ZoneInfo def lambda_handler(event, context): now_cst = datetime.now(ZoneInfo("Asia/Shanghai")).strftime("%Y-%m-%d %H:%M:%S %Z %z") return { "messageVersion": "1.0", "response": ...

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2m read