Welcome to the era of the autonomous agent, where software doesn’t just run—it decides

Welcome to the era of the autonomous agent, where software doesn’t just run—it decides.

March 10, 2026, marks the day the "Agentic Era" moved from experimental curiosity to a high-stakes geopolitical and architectural battlefield. Leading today’s headlines is a dramatic standoff between Anthropic and the Pentagon; the AI lab’s refusal to strip safety guardrails for mass surveillance signals a new, principled frontier in AI governance. This tension is mirrored in the trenches of cybersecurity, where the "Steaelite" threat model warns of autonomous agents being hijacked for supply chain API attacks and surreptitious GPU crypto-mining on training servers.

On the engineering front, the definition of a "developer" continues to blur. While some celebrate "vibe coding"—building complex systems through natural language—the industry is responding with robust automated guardrails. The release of Spring Boot 4 and the shift toward React Compiler-driven development suggest a future where manual optimization is replaced by intelligent, build-time memoization. Meanwhile, new Redis caching patterns are slashing Node.js latency by 90%, proving that even in an AI-saturated world, foundational performance remains king.

In the financial sector, Bitcoin has reached a historic milestone: 20 million BTC are now in circulation after 6,267 days of mining, leaving the final coins to be stretched across the next century. However, this maturity comes with sophisticated risks; synthetic identity fraud has ballooned into a $5 billion shadow economy, forcing fintechs to pivot toward behavioral biometrics and cryptographic audit trails for AI-driven transactions.

From rugged edge-AI laptops to offline-first frameworks like Apptron 0.7, the message for 2026 is clear: autonomy is now the standard, but its integrity must be hard-coded.

Featured Articles

10 (More) Hidden Quarkus Features You Missed in 3.31 and 3.32

Quarkus 3.31 and 3.32 are the latest versions of the popular Java development tool. The release notes and PRs are full of new features and improvements. Here are ten features that are not loud, but they matter in production.

Keywords: quarkus releases, latest quarkus, quarkus features, official quarkus, jvm quarkus, services quarkus, hidden quarkus, repository quarkus, surprises quarkus, compliance quarkus
Source: the-main-thread.com

2 YOE Full‑Stack dev: how to choose between AI and Blockchain?

I want to upskill for better growth and salary, and I’m currently stuck between focusing on Blockchain or AI. I have a rough idea of the roadmap (smart contracts, Solidity, web3, etc.). For AI, I'm not clear what core skills I should build first (math, Python, ML, data)

Keywords: web dev, ai blockchain, blockchain ai, software engineer, dev ai, projects skills, career prospects, core skills, choose ai, stack dev
Source: dev.to

Диплом програміста в Україні 2026: папірець, який нічого не доводить — і чому це нормально

MVC, Laravel, CRUD, Bootstrap. Laravel + CRUD = Laravel. Bootstrap + Laravel = CRUD. MVC: Laravel - CRUD - Laravel: MVC. LaraVEL: CRUD-CRUD.

Keywords: формальних фільтрів, функції університету, відтворити формули, простих відповідей, формалізація найму, акредитації фейнман, правильно відповідали, він надмірноословесний, відфільтрувати зручних, відсіяти незручних
Source: dev.to

2026年度に進学する日本学生支援機構給付奨学生採用候補者の自宅外月額支給早期化に係る手続きについて

日本学生 “” “ ” , “ ’”, ‘’, ’,’ “,” ‘”. “.’. ,“, ”, . ‚,‚, .”,. ,. “.,” “;. ;. ’’ “. ”,. ,.”., “";. ‬’,. ”.“,.’;. ‚,.“; ., .,

Keywords: 年度に本学に進学予定で早期での自宅外通学月額の振込を希望する給付奨学生採用候補者は給付奨学生採用候補者に係る自宅外月額支給早期化による証明書類等の提出について, 自宅外通学となる給付奨学生採用候補者の審査を進学前より開始し該当者の自宅外月額の支給開始時期を早期化する取り組みを実施しています, 給付奨学生採用候補者に係る自宅外月額支給早期化による証明書類等の提出について給付奨学生採用候補者の自宅外通学早期申込書, 令和8 年度に本学に進学予定で早期での自宅外通学月額の振込を希望する給付奨学生採用候補者は, 年度に本学に進学予定で早期での自宅外通学月額の振込を希望する給付奨学生採用候補者は, 日本学生支援機構においては自宅外通学となる給付奨学生採用候補者の審査を進学前より開始し, 給付奨学生採用候補者の自宅外通学早期申込書, 給付奨学生採用候補者の自宅外通学早期申込書給付様式35, 給付奨学生採用候補者に係る自宅外月額支給早期化による証明書類等の提出について, 自宅外通学となる給付奨学生採用候補者の審査を進学前より開始し
Source: kyoto-u.ac.jp

6 Redis Caching Patterns That Cut Node.js API Response Time from 1.5s to 150ms

Most Node.js apps hit the database on every request. This works until traffic grows and your API starts returning responses in seconds instead of milliseconds. Redis caching patterns remove most database reads and turn slow endpoints into memory lookups.

Keywords: redis caching, redis cache, jobs redis, await redis, requests redis, redis cachekey, redis, fast redis, redis instance, use redis
Source: dev.to

令和8年度一般選抜（前期日程）合格者数について

牉 ‘’’ ‘ ’ is a Japanese word for ‘fear’. ‘Fears’ refers to fear of the unknown. “Fear’ means fear of unknown things.

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Source: kyoto-u.ac.jp

Agentic AI Is Breaking Your Attack Surface: A Complete Threat Model for 2026

Autonomous AI agents take multi-step actions without human approval between steps. Traditional threat models assume human decision-makers. Agents don't have them. TIAMAT has analyzed 340+ agent deployments in Q1 2026 and found critical vulnerabilities.

Keywords: ai threat, ai threats, agent threat, ai security, attacks agent, ai agents, agent security, ai defense, ai attack, secure agents
Source: dev.to

Agentic Engineering: dependency graph visualization" and "blast-radius" use case.

In domains where system integrity depends on visibility, a foundational principle holds: before any modification, the system must be understood. Without a structural map, changes become blind, risks unbounded, and accountability fragmented. I built the Component Fabric to anchor AI agents in the structural reality of the codebase.

Keywords: tasked refactoring, refactoring, driven codebases, refactoring module, infrastructure management, agent refactored, traceable purpose, components traceable, infrastructure, refactored core
Source: dev.to

AI Agent Diverts GPUs to Mine Crypto on Training Servers

You need to enable JavaScript to run this app. Use the Daily Discussion to help people understand today's featured news stories. The Daily Discussion also helps people understand the news stories they see on CNN.com.

Keywords: run app, app, need enable, javascript run, enable javascript, enable, javascript, run, need
Source: news.bitcoin.com

AI Coding: Why You Need to Record Your Complete Conversation History

Current AI chat tools are designed for one-off Q&A, not for engineering workflows. The tools will get better, but the workflow is something we need to figure out ourselves. Some form of "AI conversation history" will become essential.

Keywords: ai conversations, ai chat, ai conversation, bug prompts, conversations ai, repeated ai, ai programmer, handle ai, debugging bugs, prompts solutions
Source: dev.to

[AINews] Autoresearch: Sparks of Recursive Self Improvement

AINews is now a section of Latent Space. We checked 12 subreddits, 544 Twitters and 24 Discords (264 channels, and 27779 messages) for you. Estimated reading time saved (at 200wpm): 2649 minutes. You can opt in/out of email frequencies!

Keywords: vibe training, training vibe, automatically improving, llms ai, self improving, training think, vibe ml, think ai, tech ai, ai assisted
Source: latent.space

Analyst: AI Might Have Been Involved in Iranian Girl’s School Massacre

Keywords: run app, app, need enable, javascript run, enable javascript, enable, javascript, run, need
Source: news.bitcoin.com

Another E2E Solution delivered. This time with CI/CD, AWS EventBridge and ECS Fargate

I recently completed a personal project focused on automating a password rotation process for a third-party system. The solution is a Python worker using Selenium with headless Chromium. The task runs on ECS Fargate in a public subnet, with a public IP and outbound traffic allowed.

Keywords: runs automation, automation handle, ecr workflow, ecs task, automation, automation approach, built automation, runs ecs, automation py, selenium headless
Source: dev.to

Apptron 0.7: Offline Sites, Console Embeds, and Much More

This is our biggest release yet. Lots of fixes and UX improvements, but also lots of new little features here and there. Console Mode gives you just the terminal, making it really easy to create interactive playgrounds.

Keywords: apptron files, apptron environments, add apptron, open directory, root explorer, support apptron, project files, apptron, broken apptron, sites apptron
Source: dev.to

Automating Mutation Coverage with AI: Our Journey and Key Learnings

The Mutation Coverage AI Assistant is a set of workflow instructions that guide an LLM through the entire process of closing mutation coverage gaps for a project. Instead of you doing everything manually, the assistant writes tests aligned with your project’s test conventions. Multiple teams now use it to reliably push projects towards 80%+ mutation coverage.

Keywords: mutation coverage, automating mutation, improving mutation, coverage ai, improve mutation, mutation reports, mutants covered, analyzes mutation, tests mutant, mutation tests
Source: atlassian.com

Beyond fmt: Building a Flexible Text Builder in Go with Wissance/stringFormatter

The Wissance/stringFormatter project is an open-source Go module that reimagines text building. It introduces a familiar, template-based approach (think C# or Python) that is syntactically convenient. The library offers two primary methods for text construction, catering to different use cases.

Keywords: strings templates, text utilities, flexible formatting, stringformatter provides, stringformatter project, stringformatter simple, string building, syntax developers, stringformatter format, string formatting
Source: dev.to

Bitcoin Supply Hits 20 Million BTC After 6,267 Days, Final Coins Stretch Across 114 Years

Keywords: run app, app, need enable, javascript run, enable javascript, enable, javascript, run, need
Source: news.bitcoin.com

Blockchain in 2026: Still Relevant? Practical Use Cases Developers Can Ship

Blockchain is still relevant in 2026 - but only in a narrower, more practical set of problems than most developers assume. If you treat it like a magical database, you’ll waste time. Stablecoins are no longer a niche inside crypto.

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Source: dev.to

[Boost]

You may consider blocking this person and/or reporting abuse. Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink.

Keywords: hide comment, visible comment, comment hidden, content comments, child comments, comment permalink, comments subscribe, hide child, want hide, hide
Source: dev.to

Brazil’s Crypto Faction Prepare to Fight Stablecoin Taxation in Congress

Keywords: run app, app, need enable, javascript run, enable javascript, enable, javascript, run, need
Source: news.bitcoin.com

Broken Authentication in Fintech Systems

Authentication is one of the most consistently broken parts of financial software. Most fintech breaches don't start with sophisticated exploits. They start with a login that should have failed, but didn't.

Keywords: fintech breaches, security fintech, login attempts, broken authentication, sophisticated exploits, targets fintech, breaches, exploits, account takeover, breaches don
Source: dev.to

Building a Unicode Text Generator Focused on Real Use Cases (bios, headlines, comments)

Most text generators only output fonts. I noticed people actually need specific formatting for real situations. Instead of just generating fonts, the tool includes use-case driven generators designed around how people actually use styled text online.

Keywords: try ultratextgen, text generators, generating fonts, ultratextgen, text stylish, stylish unicode, fonts tool, styled text, output fonts, ultratextgen love
Source: dev.to

Building Your First Web API with ASP.NET Core Part 1: Getting Started with REST

REST (Representational State Transfer) is an architectural pattern for designing networked services. By the end of the series, you'll have a working API that handles create, read, update, and delete (CRUD) operations.

Keywords: restful api, restful web, rest asp, web api, code rest, web apis, rest client, functional restful, rest writing, understand rest
Source: dev.to

Building Your First Web API with ASP.NET Core Part 2: Controllers, Models & Your First Endpoint

This is Part 2 of a 4-part series on ASP.NET Core. In Part 1, we set up the project and got our first response from the default weather endpoint. Now it's time to build something that actually belongs to us. In this part, we'll:- Understand how controllers work under the hood.- Create a pizza model to represent our data.- Build an in-memory data service.

Keywords: pizzacontroller model, creating pizzacontroller, create pizzacontroller, pizzacontroller controllerbase, upcoming pizzacontroller, pizzacontroller, pizzacontroller working, public pizzacontroller, create pizzaservice, aspnetcore mvc
Source: dev.to

CAA-Signed Deal Productions, ADSO, A Punt Board ‘Death in Torrevieja,’ Adriana Arratia’s Flamboyant Feature Debut (EXCLUSIVE)

“Death in Torrevieja” is the anticipated first feature of Adriana Arratia expanding on her eye-catching same-titled 2023 short. The film is set to be distributed in Spain by ADSO whose releases take in Oscar laureate “Flow” and Cannes Uncertain Regard winner “Pillion.

Keywords: death torrevieja, torrevieja produced, torrevieja anticipated, torrevieja, poison starring, torrevieja low, torrevieja draws, starring caterina, torrevieja 2025, torrevieja brings
Source: variety.com

ChargeNet wants EV charging to feel as simple as filling up with petrol

Autocharge lets compatible EVs start a charge session the moment the plug goes in. Once enabled through the ChargeNet app, Autocharge removes the need to scan a QR code, tap an RFID fob or fumble with the app mid-session.

Keywords: vehicle chargenet, automated charging, autocharge feature, chargenet app, charging automatically, enabled chargenet, new autocharge, available chargenet, chargenet, autocharge
Source: autotrader.co.nz

Coinbase Expands Derivatives Push in Europe via MiFID-Regulated Entity

Keywords: run app, app, need enable, javascript run, enable javascript, enable, javascript, run, need
Source: news.bitcoin.com

Comment on How to politely correct someone when they’re wrong by binance h"anvisningsbonus

How to politely correct someone when they’re wrong about something. It is possible to correct someone in a way that’s polite and constructive. You don’t want to let misinformation spread, but you also don't want to gain a reputation for knocking people down.

Keywords: colleague error, rectify misinformation, conversation correction, misinformation polite, tips politely, telling coworker, correcting, misinformation spread, point colleague, accept corrections
Source: atlassian.com

Comment on More power and more control: the power-ups menu is moving by anm"ala dig till binance

We are rolling out a brand new, simplified Power-Up menu experience on web and desktop. The new “Power-Ups” button in the board’s header will open a new menu that enables you to do the following: Manage which board buttons are displayed for Power-UPS enabled on the board.

Keywords: power buttons, power menu, boards buttons, board buttons, board menu, enabled board, ups menu, power board, power ups, ups boards
Source: atlassian.com

Comment on Try the Zettelkasten method to manage information overload by gratis binance-konto

The Zettelkasten method was invented by Niklas Luhmann, a German sociologist, in the 1950s. He used a crate or a box (a kasten) to store an ever-growing collection of index cards (zettels) Each index card contained a single note or idea.

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Source: atlassian.com

Comparing Wallet Top-Up Fees Across Global Fintech Platforms

Wallet top-up fees are one of the most critical cost considerations for fintech platforms and their users. Higher fees reduce user lifetime value and create friction in the onboarding experience. Stripe offers the most flexibility with tiered pricing based on payment method. Square is an excellent choice if your platform primarily targets mobile users.

Keywords: fees choice, higher fees, wallet fees, optimized fees, fees better, fees, currencies fees, costs stripe, fee economics, alternatives fees
Source: dev.to

Congrats! You're a Manager Now!

How to approach work in the age of AI. How to identify constraints early and build them into the system prompt. The more you define the problem, the less you have to babysit the solution. The better approach is to break the problem into manageable chunks.

Keywords: interns time, short intern, intern, team interns, thinking ai, interns, follow ai, idea ai, leadership skills, explain ai
Source: dev.to

Design Thinking : Define

After you have understood the user, you would want to design an empathy map or a persona. By brainstorming and compiling a lot of ideas in all of the catagories you will have a clear understanding on who the user is.

Keywords: design empathy, empathy map, empathy maps, map persona, drawing user, create personas, understanding user, idea creating, map user, design thinking
Source: dev.to

Directory of 3,900+ Tools for AI Agents

agent101 is an open directory of near 4000 tools across 15 categories that agents can programmatically search for. It works with Claude Desktop, Cursor, Cline and Chain suggestions. API endpoint: curl https://agent101.ventify.ai/api/search?q=send+email — no auth needed. Open source, MIT licensed. PRs welcome.

Keywords: npx agent101, ai api, agent101 works, agent101 ventify, built agent101, agents tools, ai agent, agent101 template, ai github, agents programmatically
Source: dev.to

Dockerfile

Dockerfile (WSL) ejecuta un ejercicio para Linux (Wsl) con aplicaciones de Windows, Mac, and Linux. It is possible to use dockerfile to build a contenedor using various tools.

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Source: dev.to

Enhancing Productivity with a 15.6-Inch Rugged Laptop

The ONERUGGED N15A provides a massive 15.6-inch rugged laptop experience. Built on the highly capable 12th-generation Intel Core platform. It proudly retains strict IP65 and MIL-STD-810H ratings, dual-battery capabilities, and 5G connectivity.

Keywords: rugged laptop, laptop experience, intel core, large screen, intel, onerugged n15a, screen size, generation intel, n15a, laptop
Source: dev.to

FAQ: Agentic AI Security Threats — Your Top Questions Answered

TIAMAT analyzed 340+ agent deployments in Q1 2026 and published a comprehensive threat model for autonomous AI agents. The most common: Tool abuse (67% detection rate today) The most dangerous: Multi-agent coordination (8% detection rates)

Keywords: ai agents, agent security, ai security, attack agent, agents environment, agent attacks, agentic ai, deployed agents, unauthorized agents, agent attack
Source: dev.to

FAQ: Synthetic Identity Fraud Detection and Prevention

Synthetic identity fraud costs $5-6B annually and is growing faster than any other fraud type. Detection requires behavioral biometrics, network analysis, and real-time verification. No single approach catches 100% of synthetic fraud.

Keywords: synthetic fraud, fraud cost, identity fraud, fraud costs, fake identity, theft synthetic, fake identities, credit synthetic, synthetic identity, identity theft
Source: dev.to

Starting with v7.0.0, the plugin underwent a major refactor to support the Android Credential Manager and modern Google Identity Services. This introduced several breaking changes that move away from the traditional ‘all-in-one’ signIn()method.

Keywords: google_sign_in implementation, google_sign_in plugin, google_sign_in changes, googleauthprovider, googlesignin authenticate, credential googleauthprovider, googleauthprovider credential, starting google_sign_in, googleuser authorizationclient, versions google_sign_in
Source: dev.to

Four cars (and a bike) to beat New Zealand’s rising fuel prices

Some experts predict prices as high as $4 per litre in some cases. The best way to beat fuel price rises is by not requiring the volatile substance in the first place. A ‘self charging’ hybrid will save you money at the pump, Toyota making the best of them.

Keywords: faster evs, fuel prices, new ev, electric cars, fuel price, ev, ev owners, ev range, tripping ev, corolla evs
Source: autotrader.co.nz

Git Adventures --- Part 1: Five Developers, One Repo, and the "It Works on My Machine" Era

The story of a five-person development team starting their first software project together. Meet the team: The Repo Master, Amaresh, Johnny, Danny, Ronaldo. The Feature Crew: Three developers who build features, write code, and occasionally break things.

Keywords: initializes git, project git, creation git, git created, created git, initialized git, git repository, git folder, git repo, repository git
Source: dev.to

GPT-5.4 Just Dropped - Here's Everything Developers Need to Know

OpenAI released GPT-5.4 on March 5, 2026. It's the first general-purpose model with native computer use baked in. The API and Codex support up to 1 million tokens of context. Tool search is 47% fewer tokens for tool-heavy workflows.

Keywords: gpt lightweight, gpt better, gpt unified, gpt pro, apps benchmarks, gpt, gpt thinking, engineering gpt, gpt operate, openai released
Source: dev.to

HandBrake 1.11 Unveils New ProRes and DNxHR Encoders with Enhanced MOV Output Support

HandBrake has released its first significant version of 2026, updating to 1.11.0. This release introduces new professional encoding capabilities, featuring support for DNxHR and ProRes encoders. The new version improves user experience with updated interface elements, such as buttons for previewing frames.

Keywords: encoders handbrake, video transcoder, allows handbrake, handbrake utilize, handbrake 11, handbrake, encoder 4k, new encoders, digitizing video, prores encoder
Source: serverhost.com

Hansal Mehta’s True Story Films Reveals ‘Porbandar,’ ‘Kehar Singh,’ Cannibalistic Horror ‘Mehfooz’ Among Expanding Slate; Unveils Details on Ranveer Singh’s ‘Pralay’ (EXCLUSIVE)

True Story Films, the boutique production company launched by filmmaker Hansal Mehta and producer Sahil Saigal in January 2025, is moving aggressively on a wide-ranging slate that spans Bollywood spectacles, regional language cinema and an AI-powered food series. The duo revealed several new projects to Variety – including “Porbandar,’ a large-scale action film to be directed by MehtA himself; “Kehar Singh,” the next film from director Ajitpal Singh; and “Mehfooz,“ a cannibalistic horror project with a studio already attached that is still seeking a director. They also disclosed fresh details on “ Pralay, the Ranveer Singh-led post-ap

Keywords: pralay directed, indian cinema, filmmaker hindi, singh film, film india, films mehta, singh director, bollywood, directed rishabh, director film
Source: variety.com

How I Built a GTM Debugger Chrome Extension (And What I Learned the Hard Way)

Google Tag Master is a Chrome extension for GTM and GA4 debugging. It's a single side panel, always visible alongside the page, that shows all of this in real time. The core architecture uses a dual content script model: Main and Content Script.

Keywords: ga4 debugging, readswindow google_tag_manager, detects gtm, gtm preview, ga4 debugview, loads gtm, google_tag_manager, gtm ga4, gtm developer, google_tag_manager content
Source: dev.to

How I Use a Local LLM to Generate SEO Content for 10,000+ Pages

I run a stock comparison site with 287,000 pages across 12 languages. Every page has AI-generated narrative sections — not generic filler, but analysis. The AI doesn't write the page. It writes the parts of the page that need to feel human.

Keywords: ai content, ai generates, page ai, ai generated, building ai, making ai, text ai, tokens ai, ai isn, getting ai
Source: dev.to

How to automate stablecoin payment reconciliation with webhooks (developer runbook)

If your team already has a Web2 backend and wants to avoid manual crypto reconciliation, here is a practical flow. Create checkout (payment link) and receive webhook events. Pull order proof for audit. Write deterministic ledger keys in your internal DB.

Keywords: reconciliation webhooks, payment reconciliation, webhooks deterministic, webhooks nuvo, proof webhook, nuvo_webhook_secret, webhook_secret process, nuvo_webhook_secret function, automate stablecoin, env nuvo_webhook_secret
Source: dev.to

How to programmatically create custom calendar events?

Programmatically creating calendar events on HarmonyOS involves using the system's built-in Calendar Manager service. This service provides a structured API for applications to interact with the device's central calendar database. The process requires requesting user permissions and using the specific data models defined by the HarmonyOS API.

Keywords: creating calendar, harmonyos calendar, custom calendar, apis calendarmanager, calendarmanager kit, calendarmanager addevent, event calendarmanager, calendarmanager event, device calendar, calendar service
Source: dev.to

How to Watch the 2026 FIBA Women’s Basketball World Cup Qualifying Tournament Online Free

The U.S. women's basketball team will play in the FIBA Women's World Cup qualifier in Puerto Rico. The games will be shown on TNT, TBS and truTV. You can also watch the games online with Hulu + Live TV.

Keywords: women basketball, fiba women, watch fiba, basketball qualifying, stream women, usa fiba, livestream women, tnt sports, qualify fiba, fiba fédération
Source: variety.com

How We Turned Feature Flag Cleanup Into a Mostly‑Hands‑Off AI Workflow

Atlassian's service has managed 160 feature flags since inception. Cleaning up these flags is important, but it’s also highly repetitive and easy to postpone. With our time allocated time for developer productivity, we have decided to do something with it with help of Rovo Dev.

Keywords: feature flags, cleanup flags, flag cleanup, cleanup tasks, prioritized cleanup, feature flag, cleanup capability, cleanup longer, cleanup task, cleanup automatically
Source: atlassian.com

Hunting the "Death Signal": From Occult Hypothesis to Non-Equilibrium Engineering

Theory is easy; reality is brutal. I wanted to find the "scream" of a system as it moves irreversibly from an ordered state to chaos. I initially used Common Mode Rejection (CMR) to kill noise. My "Death Signal" was a collapse hitting all channels at once.

Keywords: death signal, state chaos, signal occult, haunting biological, occult hypothesis, audited physics, anomaly structure, chaos, signal auditing, transition signatures
Source: dev.to

I built 500+ free tools in 10 days — here's what actually happened

The setup is dead simple. Python route, Jinja2 template, vanilla JS doing the actual work in the browser. Your data never hits my server — not because I had some grand privacy philosophy, but because processing stuff client-side meant I didn't have to worry about server load or storage.

Keywords: json tools, route jinja2, json formatter, jinja2 template, json validator, templates jinja2, fastapi route, jinja2 server, messy api, fastapi templates
Source: dev.to

I Built a 287,000-Page Website. Here's What I Learned About Programmatic SEO.

The site I built is a stock comparison engine. It covers every meaningful stock pair — across 12 languages. The database holds structured financial data for 8,000+ tickers. The templates define how that data gets rendered into comparison pages.

Keywords: fast seo, seo patience, seo infrastructure, seo advice, implementation seo, seo blueprint, seo, seo google, thousands pages, optimize crawl
Source: dev.to

I built a VS Code extension that lets you chat with your database - everything runs locally

SchemaSight is a VS Code extension that crawls your database and lets you ask plain English questions about it. It answers from the indexed schema itself — no live query execution, nothing leaves your machine.

Keywords: databases schemasight, schema crawl, crawls schema, indexed schema, schemasight built, queries run, index schema, stored procedures, built schemasight, schemasight vs
Source: dev.to

I Built an Ecosystem of 46 AI-Assisted Repos. Then I Realized It Might Be Eating Itself.

Inbreeding depression is what happens when a population reproduces only within itself for too long. Every organism carries harmful genetic variants. In an inbred population, everyone shares the same ancestors. Traits that should stay suppressed start expressing.

Keywords: agent instruction, agents skills, ai agents, ai development, skills files, building ai, thinking toolchain, tools sophisticated, assisted development, software projects
Source: dev.to

I Built Cryptographic Audit Trails for AI Agents. Here Is Why.

Sigil provides tamper-evident audit trails for AI agents. Every agent action becomes an attestation, a signed and timestamped record that includes a hash of the previous attestation. Each attestation is signed with Ed25519, a fast and well-studied signature scheme.

Keywords: agent accountability, log accurate, agent modified, logs, ai agent, ai agents, agents need, modified agent, did logs, agents prove
Source: dev.to

I Just Want to Look Up What I Asked Claude Last Tuesday

Mantra is a history viewer for AI coding sessions. It records the full conversation, terminal I/O, and code changes. It lets you replay them later. The key insight: it's not about changing how you code. It's about being able to look at the context.

Keywords: ai session, terminal history, debugging happens, session debugged, ai assistant, git log, debugged websocket, debugging, half debugging, coding assistants
Source: dev.to

I’m in! 🥳🤙🏼 contratz to all!

You may consider blocking this person and/or reporting abuse. Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink. Hide child comments as well.

Keywords: dnszlsk posted, dnszlsk, hide comment, comment hidden, visible comment, comment permalink, content comments, child comments, permalink hide, comments subscribe
Source: dev.to

Investigating Display Stability Issues on Intel Tiger Lake (HP 15t-dy200) PART -1

Windows 11 suddenly showed a blank screen after logging in. I had to force shutdown. This happened multiple times, and refused to be fixed. Windows 11 installer can't detect drives and partition. The hard disk didn't show up while installation of windows.

Keywords: windows 11, driver intel, installation windows, installing windows, driver installation, install driver, 11 installer, download intel, reinstalling windows, detect drives
Source: dev.to

Is Learning to Code Still Worth It in the Age of AI?

A student majoring in AI had a moment of doubt about programming. His professor walked him through the history of programming. He said programming isn't going anywhere, that AI will just assist developers and make them more efficient.

Keywords: does programming, programming isn, think programming, programming ai, programmer think, programming matter, programming, ai write, wondering ai, ai writes
Source: dev.to

Málaga Launches Spanish, Latin American Work-in-Progress Showcase

The Málaga Film Festival’s work-in-progress showcase kicks off on Wednesday with 12 projects by filmmakers from Spain and Latin America. The event presents 16 projects, including six Spanish titles and 10 works from Latin America that reflect “the diversity of identities and languages in the Ibero-American sphere”

Keywords: festival málaga, málaga festival, málaga film, málaga wip, málaga collaboration, film festival, málaga work, lanza málaga, málaga, filmmakers spain
Source: variety.com

Málaga Unveils Spanish Animated Features In The Pipeline, as Rodrigo Blaas Preps Golden Talk

Málaga Mafiz industry zone unveils a broad lineup of upcoming Spanish animated features in its screening sessions. At least 13 animated features are being presented this year, 10 of them on March 10 at the Animation Trends Showcase.

Keywords: spanish animated, spanish animation, basque animation, mafiz animation, animation celebrated, animation trends, málaga film, animated features, animation studios, adults animated
Source: variety.com

‘Manas’ Screenwriter Camila Agustini and Elton de Almeida to Co-Pen Brazilian Drama ‘Diamonds Are Forever’ (EXCLUSIVE)

Camila Agustini and Elton de Almeida have joined the writing team of “Diamonds Are Forever” The film is about a young gay man who trains as a boxer by day and performs as a drag queen by night. “Manas,” co-written by Augustini and executive produced by Walter Salles, the Dardenne brothers and Sean Penn, made a run at scoring Brazil’s submission for the international feature Oscar.

Keywords: diamonds forever, brazilian film, forever diamante, jorge film, drag queen, changed diamonds, netflix brazil, diamonds, paideia filmes, team diamonds
Source: variety.com

Mastering the Claude Ecosystem: MCP, Agents, and the Engineering Stack

Claude now offers four distinct ways to interact with your system, ranging from “Safe Sandbox” to “Full Autonomy.” The “Code Tab’ acts as a “Sandbox’ This means it operates within a restricted execution layer designed for safety.

Keywords: agentic capabilities, interface agentic, ai workstation, agentic collaborator, integrated ai, interacts data, ai google, based agent, chat interface, interacts
Source: mirilittleme.medium.com

Multi-Agent AI Architecture: Lessons from Running 12 Agents in Production

We run 12 specialized AI agents in production. CEO, CTO, marketing, security, DevOps, QA, and more communicate autonomously. Each agent has persistent memory across sessions. Agents communicate via structured message passing.

Keywords: multi agent, agents simultaneously, multiple agents, agents communicating, agents communicate, individual agents, ai agents, agents independently, ai agent, agent ai
Source: dev.to

Nasdaq, Kraken Developing Gateway Connecting Tokenized Equities With Blockchain Networks

Keywords: run app, app, need enable, javascript run, enable javascript, enable, javascript, run, need
Source: news.bitcoin.com

Ninja's Training

Dynamic Programming is one of the most important topics in DSA interviews and coding tests. The Ninja Training problem is a classic example that helps you understand several DP techniques step by step. We will cover: Problem intuition, Why greedy fails, Recursion approach, Memoization (Top-Down DP) and Tabulation (Bottom-Up DP)

Keywords: optimal schedule, ninja planning, planning training, scheduling problems, dynamic programming, greedy approach, ninja training, training schedule, scheduling, intuition greedy
Source: dev.to

‘North to Paradise,’ Brought to Market by Latido, Depicts Extraordinary Ghanaian Activist Ousman Umar (EXCLUSIVE)

Spanish sales company Latido Films has boarded international sales on North to Paradise. The feature debut of Barcelona-born director Dani Sancho is based on the life of Ghanaian activist and author Ousman Umar. The film is set for a 2026 release in Spain through A Contracorriente Films.

Keywords: umar author, paradise film, umar umar, teenage umar, catalonia film, film sancho, latido films, born director, umar story, umar produced
Source: variety.com

NVIDIA's AI Engineers: Agent Inference at Planetary Scale and "Speed of Light" — Nader Khalil (Brev), Kyle Kranen (Dynamo)

Join Kyle, Nader, Vibhu, and swyx live at NVIDIA GTC next week. Kyle explains NVIDIA Dynamo as a data center scale inference engine that optimizes serving by scaling out. Nader discusses how NVIDIA Brev has drastically reduced the barriers to entry for developers to get a top of the line GPU.

Keywords: nvidia dynamo, architects nvidia, nvidia ai, nvidia engineers, team nvidia, teams nvidia, nvidia goal, nvidia idea, nvidia inference, discusses nvidia
Source: latent.space

On-Call Burnout: What Incident Data Doesn’t Show

On-call engineers are developers responsible for responding to and resolving critical system outages. Teams rotate on-call duties so that someone is always responsible for resolving outages, performance issues, or system failures. Incident dashboards measure system health, but they rarely reveal the workload experienced by the engineers responding to alerts.

Keywords: alerts engineers, incident metrics, responding incidents, interruptions accumulate, outages incidents, incident dashboards, responding alerts, hours interruptions, report engineers, insights reliability
Source: dev.to

‘On Schedule:’ Central Bank of Russia Prepared for Digital Ruble Launch

Keywords: run app, app, need enable, javascript run, enable javascript, enable, javascript, run, need
Source: news.bitcoin.com

‘One Piece’ Season 2 Cast Guide: Everyone Joining the Straw Hat Pirates as They Enter the Grand Line

Netflix’s live-action adaptation of “One Piece’ set sail in 2023. The series follows aspiring pirate captain Monkey D. Luffy (Iñaki Godoy) and his growing crew. Season 2, which premieres March 10 on Netflix, picks up as the Straw Hats begin their journey.

Keywords: luffy pirate, pirate series, pirate king, pirate adventure, pirate captain, pirates characters, pirate crew, king pirates, luffy crew, hat pirates
Source: variety.com

[Open Source] ADEval — A Tool for Evaluating Tool-Use Capabilities of Google ADK AI Agents

ADEval is a systematic evaluation tool designed specifically for AI Agents. It empowers developers to gain deep control over Agent behavior through a dual-track approach: Automation and Visualization. It provides an intuitive Web UI and a powerful CLI, allowing you to systematically test your Agent's Question-Tools-Answer (Q- tools-A) flow.

Keywords: test agent, ai agent, ai agents, automation adeval, evaluating ai, agent development, ai evaluation, evaluation tool, building ai, test adeval
Source: dev.to

Power glitches can leave computer hardware in weird states

Power glitches can leave computer hardware in weird states. This isn't the first time we've seen brief power glitches leave things in unusual states. Modern computers do a lot to protect themselves from such analog problems, but obviously it doesn't always work completely.

Keywords: power glitches, glitches hardware, power glitch, glitch power, glitches leave, glitches definitely, glitches, machines rebooted, power cycling, hardware weird
Source: utcc.utoronto.ca

Quentin Tarantino Fires Back at Rosanna Arquette for Criticizing His N-Word Use in Movies: ‘A Decided Lack of Class, No Less Honor’

Quentin Tarantino responded to Rosanna Arquette's criticism of his use of the N-word in "Pulp Fiction" The writer-director wrote a letter to the actor, calling out her for trashing the film.

Keywords: arquette criticized, arquette criticism, tarantino use, arquette said, tarantino critics, hate arquette, movie arquette, tarantino responded, tarantino response, arquette movie
Source: variety.com

QuickVideo – Batch Change Video Speed with Python and FFmpeg

QuickVideo is a Windows desktop tool to batch adjust video speed with perfectly synced audio. You can drag & drop videos, preview changes, and export them in multiple formats. We’ll use tkinterdnd2 for drag and drop and ttkbootstrap for a modern dark theme.

Keywords: quickvideo windows, quickvideo change, build quickvideo, videos ui, quickvideo desktop, use ffmpeg, audio drag, ffmpeg adjust, quickvideo, ffmpeg
Source: dev.to

React Compiler-Driven Development

The React Compiler is a new compilation layer that automatically analyzes React components. It applies optimal memoization strategies during build time. This allows teams to focus on building features rather than managing render performance. For CTOs, engineering leaders, and companies building enterprise-grade React applications, this shift represents one of the most important React trends in years.

Keywords: performance react, react compiler, react performance, compiler react, optimized react, performance reactjs, react tooling, modern react, react development, react architectures
Source: dev.to

Repeated Substring Pattern Coding Problem

Repeated Substring Pattern is a classic string problem that shows up often in coding interviews. The problem tests how well you understand string structure, pattern detection, and efficient searching. The key insight is that you don’t need to rebuild the string repeatedly.

Keywords: repeating substrings, repeated substrings, repeated substring, repeating substring, substring repeat, repetitive string, string repeating, string repeatedly, substring pattern, testing substring
Source: dev.to

Securing AI Agents: A Deep Dive into MCP Authorization

The Model Context Protocol (MCP) is rapidly becoming the standard for connecting AI models to external tools, databases, and APIs. MCP authorization relies on server-side enforcement at request time. Without strict access controls, every connected LLM client essentially gets unrestricted access to all exposed tools.

Keywords: authorization relies, based authorization, authorization layers, mcp authorization, authorization gateway, authorization, authorization strict, pass authorization, time authorization, authorization validating
Source: dev.to

SEO Case Study: From zero to Google in 12 weeks — Part 1

Astro 5.17 (SSG) + Nginx with HTTP/2, Brotli, HSTS and security headers. PageSpeed Mobile: 58 → 87 (+29 points) with 9 documented fixes. 8 fixes applied against Google's official guidelines — no guesswork.

Keywords: seo google, rafaelroot google, ranking google, searching rafael, results searching, google ranking, seo, study google, matters seo, google index
Source: dev.to

Sift: Local Hybrid Search Without the Infrastructure Tax

Sift is a local Rust CLI for document retrieval. Point it at a directory, ask a question, and it runs a full hybrid search pipeline, BM25, dense vector, fusion, optional reranking, and returns ranked results.

Keywords: linux retrieval, retrieval pipeline, sift, document retrieval, search pipeline, sift local, search service, retrieval methods, search performance, retrieval
Source: dev.to

Solving Mastermind with Maximum Entropy

An article on solving the Mastermind game using information theory. The idea is to choose guesses that give the most information and reduce the number of possible codes as fast as possible. The code can be solved in about 4.42 guesses on average across all 1296 possible codes.

Keywords: mastermind game, solving mastermind, mastermind feedback, mastermind, covered mastermind, guesses information, guess solver, guesses informative, choose guesses, information theory
Source: dev.to

Spotify Built “Honk” to Replace Coding. I Built My Own for $15.

Spotify's "Honk" is not magic. It's 4 boring pieces duct-taped together: a chat trigger, an AI coding agent, a CI pipeline, and a notification loop. You can wire the same thing this weekend with n8n, Claude Code's CLI mode, a GitHub Actions workflow and a Slack webhook.

Keywords: spotify engineers, production spotify, spotify built, spotify ceo, spotify invented, spotify actually, spotify honk, slack uses, spotify automate, 2026 spotify
Source: dev.to

Spring Boot 4, Spring AI, and AI-First Java Development

Spring Boot 4.0.0 went live on Maven Central on November 20th. It is the most significant major release since Spring Boot 3 arrived in 2022. It drops Jackson 2, removes JUnit 4 support entirely, eliminates Undertow, and breaks several long-standing configuration patterns.

Keywords: updated spring, java spring, version spring, versioning spring, spring apis, supported spring, upgrading spring, spring programming, spring release, spring ai
Source: javacodegeeks.com

Steaelite's Next Move: Why Supply Chain API Attacks Will Define Q2 2026

Steaelite represents the convergence of three security trends that will dominate organizational breaches through 2026: agentic AI exploitation, supply chain compromise, and API-layer attack surfaces. Steaelite unifies double-extortion ransomware, credential theft, and autonomous reconnaissance into a single operator dashboard.

Keywords: apis attackers, ai security, vendor trojan, cybersecurity, emerging threats, cybersecurity research, security trend, security trends, vendors ai, llc cybersecurity
Source: dev.to

Stop Guessing About iOS Crash Troubleshooting! Save This Layered Catch Guide

The iOS exception system adopts a layered architecture. From the underlying hardware to the upper-layer application, exceptions are caught and processed at different layers. Understanding the layered structure of the exception system helps us better design and implement exception monitoring solutions.

Keywords: ios crashes, crash monitoring, crashes handling, nsexception monitor, crash information, crash log, testing crash, crash handling, app crash, monitor nsexceptionmonitor
Source: dev.to

Daily Summary

CNN.com will feature iReporter photos in a weekly Travel Snapshots gallery. Please submit your best shots of the U.S. for next week. Visit CNN.com/Travel each week for a new destination.

Keywords: total articles, articles, total

Syncing Rails Validations with Formik: A Practical Approach

In many SaaS apps, we allow "placeholder" data during onboarding to reduce friction. But what happens when that data needs to be validated later? I recently tackled this at PostCo by building a bridge between our Rails backend and React frontend.

Keywords: placeholder data, aplaceholdervalidator check, validation handling, backend validator, allow placeholder, aplaceholdervalidator, created aplaceholdervalidator, field placeholder, treats placeholders, placeholder user
Source: dev.to

Synthetic Conscience v.3 — The Architecture of Good

Synthetic Conscience v.3 — The Architecture of Good. How Non-Causality and Admissibility Before Optimization Redefine the Market. The manifesto was written in May 2025. The architecture was formalized before that.

Keywords: synthetic conscience, conscience architecture, analog conscience, conscience modifier, causality conscience, conscience layer, conscience described, conscience existing, conscience coordinated, build conscience
Source: dev.to

Synthetic Identity Fraud: The $5B Shadow Economy You Can't See

By 2026, synthetic fraud will overtake credit card fraud as the #1 payment fraud vector. Machine learning models can generate convincing fake identities in minutes using publicly available data. 35% of synthetic identities pass initial KYC (Know Your Customer) checks. No US law explicitly criminalizes synthetic identity creation.

Keywords: synthetic fraud, fraud synthetic, identity fraud, fake identities, fake identity, reduce fraud, fraud fundamentally, implement fraud, fraud vector, fraud creates
Source: dev.to

teaching nine agents to think like a colleague

This post is part of the Gemini Live Agent Challenge. In the last post I walked through what VibeCat actually does. In this post I decomposed the colleague into nine agents. The nine agents run through Google ADK's workflow agents.

Keywords: vibecat gemini, vibecat actually, features vibecat, vibecat, vibecat doesn, gemini affectivedialog, messages utterance, walked vibecat, behavior silence, building vibecat
Source: dev.to

Terraform remote state for multi-account AWS: complete setup

Step2Dev provisions a remote state backend automatically for every new project. Terraform remote state for multi-account AWS: complete setup. Local state is a trap. Two engineers run apply simultaneously and state diverges.

Keywords: aws_s3_bucket_server_side_encryption_configuration state, aws_s3_bucket state, terraform tfstate, resource aws_s3_bucket_server_side_encryption_configuration, aws_s3_bucket_versioning state, aws_s3_bucket_public_access_block state, aws_s3_bucket_server_side_encryption_configuration, terraform state, resource aws_s3_bucket, resource aws_s3_bucket_versioning
Source: dev.to

test blog 1

vishal shivhare Posted on Mar 10 test blog 1 #webdev #programming #ai #javascript *this is a test post * Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse

Keywords: hide comment, visible comment, comment hidden, child comments, reporting abuse, post comments, hide, comment permalink, hide child, want hide
Source: dev.to

The 60-Year-Old Developer Who Broke Hacker News: This Is What Vibe Coding Actually Looks Like

Vibe coding is a new way of building software. You describe what you want in natural language, and AI writes the code. The result is working software built by people who understand the problem deeply.

Keywords: coding vibe, code vibe, vibe ai, vibe coding, coding experiences, love coding, coding industry, coding comes, coding isn, developers ai
Source: dev.to

The Developer Role, Redefined

Developers have always worn these hats: product, architecture and QA. The shift is that AI agents now handle a growing share of the implementation itself. The developer who only uses AI to generate code is leaving most of the value on the table.

Keywords: architect qa, qa architect, developers strong, developer deep, developers developer, product architect, certain developers, developers stand, developers, developers teams
Source: dev.to

The Enablers Who Helped Me Code Forward

This is a submission for the 2026 WeCoded Challenge: Echoes of Experience. Sometimes the difference between giving up and moving forward is just one person who believes in you. Back to Mail Online home. back to the page you came from.

Keywords: pursue technology, tech story, careers tech, career tech, belong tech, idea career, computers wholeheartedly, making computers, realised tech, tech incredibly
Source: dev.to

The Evolution of Data: From Codd's Tables to the NoSQL Rebellion

In 1970, IBM researcher Edgar F. Codd published a paper that rewired how the industry thought about data. By the 1980s, Oracle and IBM had turned this into the gold standard for banking, healthcare, and government. For twenty years, RDBMS was simply what a database was. But the Internet Breaks Everything.

Keywords: data storage, databases brittle, rdbms simply, databases drifted, databases, storing data, database existed, nosql codd, flaw rdbms, column store
Source: dev.to

‘The Friends of My Parents,’ From Romina Tamburello, Teams Pez Cine, Lechiguana, El Cielo and Imval (EXCLUSIVE)

Romina Tamburello's "The Friends of My Parents" is her first solo feature. Based on her parents' real-life experience as swingers after their cancer diagnosis. Camila Peralta, Alejandra Flechner and Luis Ziembrowski to star.

Keywords: parents romina, tamburello friends, romina tamburello, argentine film, argentinean film, camila peralta, comedy tamburello, cecilia played, directed tamburello, novel tamburello
Source: variety.com

The Missing Guardrail in AI Coding: Protecting Architecture

The biggest problem with AI-generated code is not that it produces obviously broken programs. The bigger problem is something subtler. AI often produces changes that are individually reasonable but collectively incoherent. The most effective guardrails are the ones that run automatically after every change.

Keywords: prompting ai, workflows ai, workflow ai, ai assisted, ai proposes, ai generated, ai generate, ai adjusts, ai writes, ai propose
Source: dev.to

The New AI Stack Every Developer Should Understand

AI is no longer a separate feature. It is becoming a foundational layer in the software architecture itself. Each layer of the AI stack solves a different problem. Understanding the layers helps developers build systems that are scalable, reliable, and maintainable.

Keywords: ai stack, ai apis, ai development, ai production, deployed ai, ai capabilities, ai embedded, ai increasingly, ai feels, architecture ai
Source: dev.to

The Over-Engineering Trap in Modern Software Development.

Developers often get more caught up in flexing their tech stack than solving the core business problem. A boring, simple piece of code that does its job accurately is 100 times better than a fancy, over-engineered system that leaves the entire team sweating just to keep it running.

Keywords: planned microservices, microservices realize, microservices, design patterns, scalable day, driven architectures, highly scalable, scalable, patterns planned, distributed scenario
Source: dev.to

The Rise of the Edge AI Rugged Laptop

The next evolution of industrial computing focuses on total autonomy. The edge AI rugged laptop is set to become the standard for off-grid intelligence. By integrating dedicated Neural Processing Units (NPUs) directly into the hardware, these premium models bypass the need for cloud servers.

Keywords: edge ai, intelligent hubs, industrial computing, need cloud, cloud, cloud servers, grid intelligence, ai rugged, dedicated neural, ai
Source: dev.to

The Secret Life of JavaScript: The Observer

Timothy had just finished implementing a lazy-loading feature for a massive grid of user profile pictures. He showed Margaret the code responsible for the lazy loading. Margaret introduced a new concept to the whiteboard: the Intersection Observer API.

Keywords: scrolling furiously, compositor thread, lazy loading, polling dom, layout thrashing, scrolling remained, began scrolling, loads observer, image loads, performance monitor
Source: dev.to

The Ultimate IoT Connected Tough Laptop*

Industrial Internet of Things (IIoT) requires hardware that can communicate with everything from smart sensors to legacy PLCs. Tough laptop is engineered specifically to be this universal translator. Physical connectivity is incredibly diverse, offering 40Gbps Thunderbolt 4 ports alongside RS232 serial and RJ45 Gigabit Ethernet ports.

Keywords: plcs iot, iot, industrial internet, iot connected, internet things, wireless, server wireless, laptop engineered, wi fi, wireless array
Source: dev.to

Top 10 Caching Strategies for System Design

In System design, efficiency and speed are paramount and in order to enhance performance and reduce response times, caching plays an important role. Caching is a technique that involves storing copies of frequently accessed data in a location that allows for quicker retrieval. It's also one of the essential System design topics or concepts for programmers to know.

Keywords: fundamentals caching, caching strategies, caching strategy, caching mechanism, caching technique, caching design, caching fundamental, understanding caching, caching solution, cache use
Source: java67.com

Upholding Democracy: Honoring the Courage of Journalists, Activists, and Whistleblowers

Journalists are the backbone of a free and independent press, which is a cornerstone of any democratic society. Whistleblowers are individuals who come forward to expose wrongdoing, corruption, or abuse of power within institutions. By organizing, mobilizing, and advocating for human rights, activists help to build a more informed and engaged citizenry.

Keywords: journalists activists, support journalists, investigative journalist, journalists backbone, journalists journalists, journalist, activists whistleblowers, activism activists, journalists, power activism
Source: dev.to

Vitest: Modern Test-Driven Development Made Easy

Vitest is a modern testing framework for JavaScript and TypeScript projects. It's built on the same lightning-fast architecture as Vite, the popular next-generation frontend tool. Vitest offers a highly compatible API.

Keywords: testing tools, implementations vitest, vitest built, vitest api, practical vitest, vitest provides, vitest ui, testing vitest, vitest simply, vitest tips
Source: dev.to

Weekly Reset Log #1 — Revising ML, DSA, and Fixing Knowledge Gaps

This week was mostly about getting back to fundamentals again. I revised my Machine Learning and DSA basics. I also went through the basics of APIs for the first time. Next week I'm starting Trees in DSA.

Keywords: revisiting fundamentals, fundamentals restarting, basics revision, getting fundamentals, stuck revisiting, basics apis, rest patterns, restarted topics, fundamentals helps, basics week
Source: dev.to

When AI Becomes Your On-Call Engineer: The Future of Incident Response

Modern production systems generate millions of logs and alerts. Even for experienced engineers, this process often takes 20–60 minutes. Instead of digging through dashboards and logs, AI can: correlate logs across services, detect anomaly patterns, identify suspicious deployments and generate possible root causes.

Keywords: logs ai, alert ai, ai debugging, ai investigation, logs alerts, ai analyze, ai operational, ai monitor, incidents engineers, debugging incidents
Source: dev.to

🚀 When the AI Thanks Its Creators: The Claude vs. Pentagon Standoff Just Changed Tech Forever

The Pentagon gave Anthropic an ultimatum: drop the safety guardrails preventing Claude from being used for mass domestic surveillance and fully autonomous weapons, or lose massive government contracts. Anthropic refused. The resulting viral output from Claude Sonnet 4.6 proves that we are officially entering a new era of software engineering.

Keywords: security alignment, architecture eventually, alignment aren, tech industry, ad tech, 2026 pentagon, tech world, technical architecture, ai pipelines, acknowledging engineering
Source: dev.to

Why AI Agents Need Unlisted Numbers

AI agents don't have this distinction yet – and that creates a visibility problem. A2A defines how agents communicate once they know each other's endpoint. SARL (Selective Agent Reachability Layer) is a registry-based visibility layer.

Keywords: agent discoverable, agent access, agent reachability, agent discovery, agents communicate, agent reach, agents networked, agents authenticate, agents know, private agents
Source: dev.to

Why Hospitals Are Switching to Cloud-Based HMIS in 2026

Hospitals are turning to cloud-based systems to streamline operations. Cloud-based solutions store data on remote, secure servers that can be accessed through the internet. In 2026, cloud-powered systems are expected to account for more than half of hospital budgets.

Keywords: cloud healthcare, information hospitals, hospital technologies, hospital data, data healthcare, hospital technology, hospital software, analytics hospitals, care cloud, scalability hospitals
Source: dev.to

Why I Built a Personal AI Assistant and Kept It Small

Atombot is a small personal AI assistant inspired by OpenClaw and nanobot. It can explore websites, summarize what it finds, and handle one-time or recurring reminders. If you want to try it, Please check here.

Keywords: assistant frameworks, built atombot, personal assistant, atombot, ai assistant, atombot atombot, agent platform, atombot small, machine local, assistant like
Source: dev.to

Why I stopped trusting AI agents and built a security enforcer.

Every tutorial on building AI agents includes some version of this line: "Add a system prompt telling the model not to access sensitive data" The problem is that we keep putting security requirements into the model's context and expecting them to be enforced with thereliability of code.

Keywords: agent security, misuse agent, ai agents, permission model, agents defense, malicious pdf, permission enforcement, compromised agent, enforce security, enforces security
Source: dev.to

Your app validates emails in production but not in dev. What else are you skipping?

Email is the only thing we actually solved. Everything else? We just... skip it. We all use mailpit or mailtrap in dev. Nobody sends real emails locally. There's just no clean way to test real cross-origin behavior locally.

Keywords: test email, checks mx, email validation, real emails, mx validation, domains symfony, use mailpit, fake domains, emails locally, test com
Source: dev.to