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Cybersecurity Looks Like Proof of Work Now — And That Should Scare You
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DEV Community · Technology

Cybersecurity Looks Like Proof of Work Now — And That Should Scare You

Cybersecurity Looks Like Proof of Work Now — And That Should Scare You There's a chart making the rounds from the UK's AI Security Institute that I can't stop thinking about. It shows different AI models attempting a 32-step corporate network attack simulation — reconnaissance through fu...

AttractivePenguin
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Beyond the Moving Average: Mastering Sequential Dependencies with BiLSTM and GRU
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DEV Community · Technology

Beyond the Moving Average: Mastering Sequential Dependencies with BiLSTM and GRU

In the world of static tabular data, XGBoost is often the undisputed king. However, when you step into the domains of Energy Forecasting or Real Time Clinical Monitoring, time is not just a feature; it is the fundamental structure of the information. As a Data and Technology Program Lead, I have n...

ugbotu eferhire
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Working with Maps and Merkle Trees in Compact:
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DEV Community · Technology

Working with Maps and Merkle Trees in Compact:

A Guide to the State Dichotomy The Midnight blockchain introduces a fundamental architectural shift in smart contract design through its "State Dichotomy." Unlike transparency-first blockchains, Midnight enables developers to partition data into public Ledger State and private Shielded St...

Nasihudeen Jimoh
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Angular Addicts #48: TypeScript 6, OnPush as default, AI tools & more
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DEV Community · Technology

Angular Addicts #48: TypeScript 6, OnPush as default, AI tools & more

👋Hey fellow Angular Addict This is the 48th issue of the Angular Addicts Newsletter, a monthly collection of carefully selected Angular resources that caught my attention. (Here are the 47th, 46th and 45th) 📢 Release announcements 📢 Announcing TypeScript 6.0 - Type...

Gergely Szerovay
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I Hit Midnight's Block Limits Twice; And It Forced Me to Rethink Everything
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DEV Community · Technology

I Hit Midnight's Block Limits Twice; And It Forced Me to Rethink Everything

This isn't about my prediction market. It's about the assumption that broke it, twice. I want to be upfront about what this is and isn't. It's not a tutorial. It's not a "look what I built" post. It's what actually happened when I tried to bring EVM thinking into Midnight, hit a wall, optimized my...

Tushar Pamnani
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Why Polaris Never Touches Your Cloud Credentials: Storage Config Internals
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DEV Community · Technology

Why Polaris Never Touches Your Cloud Credentials: Storage Config Internals

Every data engineer has a nightmare: discovering that a credential spreadsheet with AWS keys got committed to git. Or worse, finding that production credentials are sitting in a YAML file on 50 developer laptops. Most data platforms solve this by asking you to trust them with your cloud credentials...

Prithvi S
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How to Secure Claude CLI When It Runs Inside Your Software (don't ask)
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DEV Community · Technology

How to Secure Claude CLI When It Runs Inside Your Software (don't ask)

If your application triggers Claude CLI server-side based on user input, you have a prompt injection surface. User types freeform text, your app wraps it in a prompt, Claude processes it. Without guardrails, that user could attempt to make Claude leak context, produce malicious output, or — if tools...

Nick Ciolpan
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Why Settle for a Boring Internet When We Can Build Something Unforgettable?
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DEV Community · Technology

Why Settle for a Boring Internet When We Can Build Something Unforgettable?

For the past 5 years, I’ve been designing, developing, and optimizing WordPress websites with just one goal in mind, making them perform in search. I’ve always been fascinated by how a few well-chosen and well-written words can make a website come alive in search results. To me, SEO isn’t just abou...

Muhammad Usman
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Multiple Agents, Multiple Workstreams, and the Parts That Still Break
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DEV Community · Technology

Multiple Agents, Multiple Workstreams, and the Parts That Still Break

Multiple Agents, Multiple Workstreams, and the Parts That Still Break I think the current debate around coding agents gets flattened too quickly. One side says multiple agents are already here. Separate worktrees, specialized roles, parallel streams of work, and a measurable boost in thr...

Verivus OSS Releases
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MCP as Observability Interface: Connecting AI Agents to Kernel Tracepoints
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DEV Community · Technology

MCP as Observability Interface: Connecting AI Agents to Kernel Tracepoints

TL;DR MCP is becoming the interface between AI agents and infrastructure data. Datadog shipped an MCP Server connecting dashboards to AI agents. Qualys flagged MCP servers as the new shadow IT risk. We think both are right, and we think the architecture should go further: the MCP server...

Ingero Team
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Why I Started Learning System Design as a Web Developer
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DEV Community · Technology

Why I Started Learning System Design as a Web Developer

I was reading a discussion on Reddit the other day that made me wonder whether system design is truly important for backend developers or just something emphasized in interviews. It got me thinking about how I approach my work as a developer. 💡 My Realization When I first started as a web develop...

Prashant Singh
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Launching gh-dep-risk: a GitHub CLI extension for npm dependency PR review
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DEV Community · Technology

Launching gh-dep-risk: a GitHub CLI extension for npm dependency PR review

Launching gh-dep-risk I built gh-dep-risk to make npm dependency pull request review faster. It is a precompiled GitHub CLI extension that summarizes dependency risk on demand, so the workflow stays inside gh instead of requiring a server, webhook receiver, database, queue, or dashboard....

Monde kim
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Arrays and Strings: Understanding the Basics
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DEV Community · Technology

Arrays and Strings: Understanding the Basics

Arrays and strings are fundamental data structures that every programmer must know. They allow you to store, organize, and manipulate collections of data efficiently. Whether you’re building a small app or a large-scale program, mastering arrays and strings unlocks the power to handle sets of values...

Sharique Siddiqui
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What Daraja 3.0 actually changed for developers — and what it did not
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DEV Community · Technology

What Daraja 3.0 actually changed for developers — and what it did not

What Daraja 3.0 actually changed for developers — and what it did not. Safaricom launched Daraja 3.0 on November 25, 2025, at the M-Pesa Integrators Forum in Nairobi. The press release mentioned cloud-native architecture, Security APIs, Mini App support, and a self-service onboarding model repla...

Ronny Nyabuto
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Why We Stopped Writing Boilerplate and What Our Code Reviews Look Like Now
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DEV Community · Technology

Why We Stopped Writing Boilerplate and What Our Code Reviews Look Like Now

A year and a half ago we started integrating AI tools into our development workflow across Python, Django, React, Flutter, and .NET projects. This is an honest account of what changed — specifically around boilerplate and code review, which are the two areas where the impact has been most concrete....

Lycore Development
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No Docs. Live Banking System. “Where do I start”?
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DEV Community · Technology

No Docs. Live Banking System. “Where do I start”?

If you've worked across enough projects, it's not a matter of if you'll inherit an undocumented codebase — it's when. When that happens, you’ll soon see that there’s nothing that tests your nerve quite like getting repo access on day one - no README, no architecture diagram, no handover doc and rea...

Alex N.
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How to Overcome Internal Doubts After Making Decisions
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DEV Community · Technology

How to Overcome Internal Doubts After Making Decisions

Recently, there was a discussion about how to act when doubts arise after making a decision. I’d like to share my thoughts. The Scenario Imagine you are leading a department or an organization and need to make a difficult decision. You’ve carefully weighed the pros and cons, thought everything...

Alex Rezvov
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Why Every AI Team Needs a Unified Gateway in 2026
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DEV Community · Technology

Why Every AI Team Needs a Unified Gateway in 2026

Why Every AI Team Needs a Unified Gateway in 2026 If you're building anything with AI in 2026, you're probably juggling multiple model providers. GPT-4o for one task, Claude Sonnet for another, Gemini Flash when you need speed. Managing separate API keys, handling different rate limits, a...

minepop
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Transparency and challenges to myself
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DEV Community · Technology

Transparency and challenges to myself

I have aptitude but lack focus. Even when trying to type this up I'm bouncing around to different ideas and topics. I am watching the same course video over and over again while thinking about other topics. Specifically, a video I listened to earlier today about Harvard students consuming content th...

Thuc Nguyen
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Flutter Web With Wasm: What Actually Changes For Developers
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DEV Community · Technology

Flutter Web With Wasm: What Actually Changes For Developers

Flutter Web with Wasm is one of those updates that sounds small, but it changes how developers think about performance, browser support, and real production trade-offs. For years, Flutter Web got judged against JavaScript-heavy apps before people even looked at the architecture. Now that Dart and...

Dhruv Joshi
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