The article explains how to implement VideoObject structured data in JSON-LD format to enable rich video search results with thumbnails, duration, and publication dates. It provides a complete PHP class that generates Schema.org VideoObject markup from video metadata, including optional fields like view count and channel author.
This article presents 10 structured, context-rich AI prompts designed specifically for CTOs, tech leads, and engineering managers. The key insight is that providing detailed context (team size, metrics, constraints) yields far better AI outputs than generic prompts. Prompts cover architecture decisions, tech debt prioritization, board updates, incident response, and hiring, each following a pattern of scene-setting, specific asks, and forcing functions.
증권사 전산 장애는 ‘시장 공정성’ 문제 단순중개업 넘어 자기자본 비즈니스 진화 내부통제는 규정이 아닌 시스템이어야 시장 성장과 증권사 역할 확대 코스피 지수가 6000선을 넘나들며 한국 자본시장은 유례없는 성장기를 맞이하고 있다. 거래대금이 급증하고 투자수익이 늘어나며 증권사 이익도 사상 최고 수준을 자랑한다. 하지만 시장의 거래 규모가 커지고 비즈니스 ...
The article demonstrates how to send transactional emails in a Next.js App Router project using the Hisend SDK (@hisend/sdk), an EU-hosted email API built for GDPR compliance. It walks through account setup, domain verification (SPF/DKIM/DMARC), SDK installation, creating a secure Route Handler, and triggering emails from a frontend component.
In a near-future world where AI can instantly generate and regenerate software from plain-language specs, Tom Hartmann—a former agricultural equipment technician—reinvents himself as a 'Software Mechanic,' a new profession focused on diagnosing the gap between what generated technology is supposed to do and what it actually does. The story explores how the collapse of the hardware/software distinction reshapes careers and industries, much like earlier technological revolutions did.
awesome-trending-repos is a Node.js project that automatically tracks GitHub's trending repositories daily using GitHub Actions, storing 7 days of historical data with ASCII chart visualizations and language-based rankings. It scrapes the trending page with Cheerio, uses the GitHub API via Octokit as a fallback, and auto-updates a README.md with ranking changes, rising stars, and trend analysis.
AI agents fail silently by confirming operations that never completed or fabricating responses, a structural problem in single-agent architectures where the same agent executes and reports results with no cross-check. Multi-agent validation addresses this by separating concerns—an Executor, Validator, and Critic each act as checkpoints, catching hallucinations before they reach users. The post demonstrates this pattern using Strands Agents as Part 4 of a series on stopping AI agent hallucinations.
Mistral announced Mistral Forge at Nvidia GTC, a platform enabling enterprises to build custom AI models trained on their own data, differentiating from rivals by offering training from scratch rather than just fine-tuning or RAG. CEO Arthur Mensch says the company's enterprise focus is on track to surpass $1 billion in annual recurring revenue this year, positioning Mistral against OpenAI and Anthropic in the corporate AI market.
Meta and TikTok let harmful content rise after evidence outrage drove engagement, say whistleblowers Social media giants made decisions which allowed more harmful content on people's feeds, after inte...
Django에는 토큰이 아니라 시간과 돈을 투자하라 (better-simple.com)- LLM을 이용해 Django 티켓을 처리하는 방식은 도움이 되지 않으며, 그 자원을 Django Software Foundation에 직접 기부하는 편이 더 유익함 - Django는 품질 기준이 매우 높고 장기적 안정성을 중시하는 프로젝트로, 단순 코드 생성 이상의 깊...
Most Laravel apps slow down due to inefficient database queries rather than bad code. The article presents seven optimization techniques including using upsert() for bulk operations, fixing N+1 queries with eager loading, processing large datasets with chunk()/cursor(), and leveraging raw queries, indexing, selective column fetching, and caching. These small changes can transform a slow Laravel app into a scalable system.
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GM과 LG에너지솔루션 합작법인 얼티엄셀즈가 테네시 공장을 ESS용 LFP 셀 생산으로 전환해 내달부터 가동을 재개하며, 재설비 비용은 원래 투자의 10~20% 수준이고 약 700명을 재고용할 계획이다. UBS는 한국 제조사의 미국 유틸리티 시장 점유율이 2027년 50% 이상으로 증가할 것으로 전망했으며, 45X·48E 세액공제로 총 비용의 약 60%를 지원받을 수 있는 것으로 추산했다. 향후 GM과 LG엔솔은 LFP보다 비용·성능 면에서 유리한 LMR 배터리 공동 생산도 계획하고 있다.
Logs provide raw event-level data but lack the system-wide context needed to diagnose production incidents, often leading engineers to chase misleading signals. Effective incident debugging requires moving from raw logs to filtered signals to recognizable failure patterns. The missing layer in most observability tooling is structured judgement that classifies failure types and recommends actions under pressure.
DEV's weekly Top 7 highlights posts covering a Tinder-style GitHub discovery app built with SwiftUI, a framework for making AI coding tools more deterministic, reverse-engineering undocumented APIs with Claude Code, the impracticality of AI-generated binaries, structured output evolution in LLMs, building web frameworks in the AI era, and concerns about shrinking internet content for future AI training.
The article presents a scalable social media data pipeline architecture replacing naive fetch-and-save loops with a four-stage system: Cron scheduler, BullMQ job queue with Redis, parallel workers, and PostgreSQL storage. It addresses common scaling failures—crashes, duplicates, missing data, and silent failures—by introducing retry logic with exponential backoff, job concurrency, rate limiting, and dead letter queues.
Ikea launched an affordable Matter-over-Thread smart home product line starting at $6, but users across platforms—Apple Home, Google Home, and Ikea's own Dirigera hub—have experienced widespread onboarding and connectivity failures. Despite Ikea's troubleshooting efforts, reviewers found multiple platform-dependent issues, exposing how far smart home interoperability standards still need to go.
The article presents a four-step approach to converting messy, unstructured user messages into validated JSON payloads: define a strict schema with typed fields and confidence scores, extract all information in a single LLM call instead of multi-turn dialogs, validate outputs before executing actions, and handle edge cases for unrecognized intents. It demonstrates the workflow using a real-world hotel guest WhatsApp message containing typos and multiple requests, showing how one message can be reliably parsed into multiple structured actions.
OpenAI introduces GPT-5.4 Mini and Nano, smaller and more efficient variants of the GPT-5.4 model family. These models are designed to offer cost-effective and lightweight alternatives for a broader range of applications while maintaining strong performance.
The article discusses the problem of writing code without clear purpose or planning, which leads to poor maintainability, increased bugs, wasted resources, and scalability issues. With AI-assisted development becoming common, the author warns this problem may worsen. While acknowledging the subjectivity of "clean code" debates, the piece emphasizes that skipping design and testing phases creates compounding technical debt in collaborative and time-constrained projects.
The article details practical lessons from building a LangGraph-based agentic pipeline for frontend UI generation, emphasizing token budget management by minimizing LLM calls through deterministic logic and regex replacements. Key architectural decisions include fan-out/fan-in parallelism to reduce latency, strict input/output schema contracts at every node, and isolated per-node debugging via LangSmith rather than end-to-end testing.
Spice Data (YC S19), a profitable San Francisco startup licensing restaurant data to Fortune 500 enterprises, is hiring a Product Specialist (new grad). The role involves data cleaning, quality assurance, and managing third-party contractors, offering $80K–$100K salary with 0.1%–0.5% equity.
This article provides a comprehensive comparison of Webpack and Vite, explaining why bundlers exist, how they work internally, and which one to choose. It covers the full JSX-to-browser pipeline—Babel transpilation, Virtual DOM creation, and React reconciliation—with code examples and interview-ready answers.
Warner Bros. has released the first full trailer for Denis Villeneuve's Dune: Part Three, the final chapter of the trilogy, set to hit theaters on December 18th. The film picks up a few years after Part Two, following Paul Atreides and Chani as they await twins while Paul wages a universal war, facing threats from new characters played by Robert Pattinson, Anya Taylor-Joy, and Jason Momoa.
로컬 파일을 즉시 공유 가능한 링크로 변환하는 MCP 서버(file-kiwi)를 공개했다. 업로드 시작 즉시 다운로드 링크를 반환하여 대기 없이 파일 공유가 가능하며, 가입·API KEY 불필요, 파일은 90시간 후 자동 삭제된다. 파일 크기 제한은 없으나 크기별 시간 제한이 있다.
Dryft builds AI agents for industrial operations using Pydantic AI, following Domain Driven Design to keep agent logic separate from API routes and database models. The article covers progressive agent structuring patterns—from simple to complex—including modular prompts, internationalization, the principle that agents reason while tools compute, and streaming with observability.
The article introduces APIGuard, a lightweight Python library (905 lines) that implements three production resilience patterns for API calls: Token Bucket rate limiting, Circuit Breaker for failure tracking, and Retry with exponential backoff and jitter. These patterns can be composed together to prevent cascading failures, silent data loss, and service outages when third-party APIs inevitably fail.
Volvo is discontinuing its affordable EX30 SUV in the US after the 2026 model year due to tariff-driven price increases and stagnating EV sales, while Honda's Prologue faces cancellation as GM plans to end production at its Mexico plant to shift toward ICE vehicles and hybrids. Both discontinuations reflect the broader US EV pullback driven by the Trump administration's elimination of tax incentives.
Capcom is launching Pragmata in April, a new sci-fi third-person action game set on a lunar research station where players control two characters—Hugh and an android named Diana—to fight AI-designed robots. The game's enemy and level design intentionally evokes AI-generated uncanniness, drawing inspiration from early generative AI videos to create an unsettling atmosphere reminiscent of Resident Evil's horror roots.
World (co-founded by Sam Altman) released AgentKit, a beta verification tool that lets commercial websites confirm a real human is behind an AI shopping agent's purchases. AgentKit integrates World ID—derived from iris scans via the Orb device—with Coinbase and Cloudflare's x402 blockchain payment protocol, enabling AI agents to transact online while proving unique human authorization.