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Trending & Big Updates Major releases, breaking changes, security patches, and the stories everyone is discussing right now. 4 subtopics AI Assistants, creative tools, AI search, and on-device intelligence—plus how AI is reshaping everyday apps. 14 subtopics Operating Systems & Platforms Windows, macOS, Linux, Android, and everything around them: updates, defaults, security, apps, and power-user workflows. 4 subtopics Browsers & the Web Browsers, engines, extensions, privacy, sync, performance, and the ever-evolving web platform. 10 subtopics Office & Productivity Docs, spreadsheets, slides, notes, calendars, tasks, whiteboards, PDFs, and modern “work hubs.” 7 subtopics Messaging, Video & Collaboration Team chat, video meetings, webinars, communities, and privacy-first messaging. 6 subtopics Creative & Media Apps Photo/video editors, audio workstations, 3D, illustration, motion graphics, and creator tools. 7 subtopics Media Players & Streaming Local media players, libraries, streaming clients, home theater software, and podcast ecosystems. 5 subtopics Gaming Clients & Overlays Game launchers, anti-cheat, drivers, overlays, cloud gaming, and mod managers. 4 subtopics Security & Privacy Tools Antivirus, VPNs, password managers, 2FA, firewalls, patch news, and privacy protection. 6 subtopics Utilities & System Tools Backups, automation, launchers, clipboard tools, monitoring, networking, and power-user essentials. 8 subtopics Virtualization & Emulation Virtual machines, compatibility layers, containers, and classic emulators for running other platforms. 3 subtopics Accessibility & Assistive Tech Screen readers, captions, magnifiers, voice control, and inclusive features built into modern software. 4 subtopics Cloud Storage & Sync Sync apps, backup clients, sharing workflows, and self-hosted alternatives. 3 subtopics Email, RSS & News Email clients, RSS readers, newsletters, spam filtering, and inbox productivity. 3 subtopics Personal Finance Apps Budgeting, taxes, accounting, receipts, and financial organization apps. 4 subtopics Automation & No-Code No-code connectors, recipes, and shortcuts that automate routines across apps and devices. 5 subtopics File Management & Compression Explorers, advanced finders, archivers, diff/merge, checksum tools, and file transfer clients. 7 subtopics Gaming, Launchers & Game Tools PC launchers, mods, overlays, performance tools, streaming clients, and compatibility layers for gaming. 5 subtopics Photography & Personal Media Photo organization, galleries, RAW workflows, backups, and personal media libraries across devices. 3 subtopics Health, Fitness & Lifestyle Apps Habit tracking, workouts, wearables apps, sleep tracking, and wellness tools that people actually use. 3 subtopics Software Development Build, ship, and scale modern software: languages, frameworks, DevOps, data, AI/ML, security, testing, architecture, and careers. 13 subtopics

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techtarget.com > ai > tip > Prompt-engineering-and-other-tips-to-prevent-AI-sycophancy

Prompt engineering and other tips to prevent AI sycophancy

5+ day, 14+ hour ago   (672+ words) One of the greatest disservices in human relationships occurs when one person tells another what they want to hear, regardless of the facts. This behavior is called sycophancy, and it occurs when someone tries to avoid conflict, protect others' feelings,…...


dev.to > luiscruzcwb > engenharia-de-prompts-de-zero-shot-a-retrieval-augmented-generation-44aj

Engenharia de Prompts: de Zero-shot a Retrieval Augmented Generation

8+ min ago   (693+ words) Cada técnica resolve uma limitação específica da anterior. Vale seguir essa ordem para entender por que elas existem. Zero-shot é o uso mais simples de um LLM: você descreve a tarefa e pede a resposta, sem fornecer nenhum exemplo de…...


dev.to > anoymask > overpatch-and-heapjack-two-techniques-for-bypassing-codexs-write-restrictions-and-escaping-its-48of

Overpatch and Heapjack: Two Techniques for Bypassing Codex's Write Restrictions and Escaping Its Read-Only Sandbox

16+ min ago   (1542+ words) 1. Basic Information Original Title: Escaping the OpenAI Codex sandbox, twice Source: Accomplish AI Published: 2026-09-15 Updated: None Severity: High Basis for Severity: Researchers verified Overpatch, which writes outside the workspace using workspace-write, and Heapjack, which executes host commands from the strictest…...


dev.to > hexisteme > your-llm-telemetry-table-does-not-have-one-denominator-e89

Your LLM Telemetry Table Does Not Have One Denominator

35+ min ago   (960+ words) Originally published on hexisteme notes. I had an LLM telemetry report with the usual reassuring furniture: medians, interquartile ranges, sample sizes, and bootstrap intervals. The rows were grouped by model. It looked ready for comparison. It was actually several different…...


dev.to > marek_builds > -beyond-transformers-a-mathematical-critique-of-cross-lingual-diffusion-architectures-ng7

# Beyond Transformers: A Mathematical Critique of Cross-Lingual Diffusion Architectures

35+ min ago   (424+ words) The current state of multilingual NLP is dominated by transformer-based architectures that often treat cross-lingual alignment as a secondary optimization task. For researchers and engineers working with low-resource languages or requiring strict semantic preservation, the "black box" nature of proprietary…...


dev.to > liquefier > unreal-c-course-chapter-109-81g

Unreal C++ Course Chapter 109

35+ min ago   (220+ words) In this chapter we set up the enumerations for the player character's equip state, in my case AEchoCharacter. I declared my enumerations in a separate header file CharacterState.h which can also be used for other states besides equipping items:…...


dev.to > uhltak > k3s-statt-kubernetes-warum-die-rancher-distribution-unschlagbar-ist-5d0p

k3s statt Kubernetes: Warum die Rancher-Distribution unschlagbar ist

33+ min ago   (691+ words) Hier kommt k3s ins Spiel. Entwickelt von SUSE (bzw. Rancher), ist k3s keine abgespeckte Spielzeugversion, sondern eine hochkompakte, aber voll CVE-konforme Kubernetes-Distribution. Sie wurde speziell für IoT, Edge Computing und CI/CD-Pipelines konzipiert, hat sich aber längst auch als extrem robustes Fundament…...


dev.to > bokuwalily > one-line-of-mv-kills-the-4x-duplicate-run-after-recovery-making-launchd-queue-processing-idempotent-1jl9

One Line of mv Kills the 4x Duplicate Run After Recovery: Making launchd Queue Processing Idempotent

35+ min ago   (1359+ words) Six months ago my side business made ¥0 a month. This month it's ¥1.2M, running on an autonomous... Tagged with automation, launchd, bash, claudecode....


dev.to > agenticstack > architectural-breakdown-i-built-a-green-blob-that-lives-on-my-desktop-now-it-has-feelings-3ehc

Architectural Breakdown: i built a green blob that lives on my desktop. now it has feelings.

32+ min ago   (118+ words) class MoodLabel(Enum): CONTENT = "content" CURIOUS = "curious" PLAYFUL = "playful" ANXIOUS = "anxious" SLEEPY = "sleepy" IRRIATED = "irritated" LOVING = "loving" MELANCHOLIC = "melancholic" @dataclass class AffectVector: valence: float = 0.0 # -1.0 to +1.0 emotional axis arousal: float = 0.5 # 0.0 to 1.0 activation level dominance: float = 0.5 # 0.0 to 1.0 sense of control novelty_seeking: float = 0.5 # 0.0 to…...


dev.to > miruky > build-a-dynamodb-outbox-and-an-idempotent-sqs-consumer-in-the-console-1e2b

Build a DynamoDB Outbox and an Idempotent SQS Consumer in the Console

39+ min ago   (1251+ words) Introduction Hi, I'm miruky. A database commit can succeed while the caller believes... Tagged with aws, serverless, dynamodb, tutorial....