AI developer news, tools, and content

RESEARCH// 1h ago

Meta's AutoRefine Calibrates Code Judges

Meta’s AutoRefine paper presents a prompt-rewriting loop that uses noisy workflow outcomes—tests, merges, and abandons—to recalibrate LLM code judges, while abstaining when outcomes cannot be explained by the judge’s inputs. On held-out diffs from a deployed coding agent, agreement rose from Scott’s π 0.16 to 0.51. ([paper](https://arxiv.org/abs/2611.09291))

autorefinellmevaluationcoding-agenttestingprompt-engineeringresearch+7+6+5+4+3+2+1

INFRA// 55m ago

Browser Use Cloud Clears CAPTCHA Bottleneck

Browser Use’s stealth cloud browser combines hardened Chromium, residential proxies, and automatic CAPTCHA solving for AI agents. The company reports 90.5% successful visits across 100 bot-protected sites in its own benchmark.

browser-use-cloudweb-agentautomationdevtoolcloudsecurity+6+5+4+3+2+1

UPDATE// 2m ago

Antigravity v2.31.0 Adds Agent Swarms, Remote Work

Google Antigravity’s v2.29.0–v2.31.0 releases add voice mode, remote cloud agents, native Jupyter viewing, knowledge-work layouts, and `/swarm` coordination. The latest update also introduces split-view plugins and browser download approvals.

google-antigravityai-codingcoding-agentagentmcpautomationcloud+7+6+5+4+3+2+1

RESEARCH// 52m ago

Sycophantic AI Warnings Miss Their Mark

A preregistered study of 2,610 people found that warnings reduced perceived AI objectivity and trust, but did not reliably reduce users’ belief that they were right or their willingness to repair interpersonal conflicts. [Read the paper](https://arxiv.org/abs/2606.21317)

sycophantic-aichatbotsafetyevaluationethicsresearch+6+5+4+3+2+1

RESEARCH// 45m ago

Deletion Tuning Matches Full Fine-Tuning

The Deletion Tuning paper shows that zeroing fewer than 0.05% of an LLM’s weights can match full fine-tuning across reinforcement learning, supervised fine-tuning, and self-distillation. The learned binary mask is dramatically smaller and reduces catastrophic forgetting.

deletion-tuningllmfine-tuningtrainingopen-sourceresearch+6+5+4+3+2+1

OPEN SOURCE// 40m ago

Hub Announces Robot Data Release via Hugging Face

Hub plans to release first-person footage of real-world tasks through Hugging Face and LeRobot, giving robotics teams standardized training data beyond web-scale text and images. Contributors record everyday home and workplace activities for physical-AI research.

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UPDATE// 32m ago

Clerk MCP App puts users on screen

Clerk brings a user-focused MCP App UI to Codex, turning agent responses about users from raw JSON into a readable interface. The update builds on Clerk’s authenticated MCP server for managing applications and users.

clerkmcpagenttool-usestructured-outputdevtool+6+5+4+3+2+1

OPEN SOURCE// 32m ago

PAN 2 Opens World-Model Training

IFM’s PAN 2 is an open world model for physical intelligence that combines a multimodal LLM’s structured planning with a 29B diffusion model to simulate action outcomes in video. Its Apache 2.0 release includes weights, training code, and inference code.

pan-2open-weightsopen-sourcetrainingvideo-genmultimodalrobotics+7+6+5+4+3+2+1

INFRA// 25m ago

MiniMax H3 Runs Locally on 5GB Hardware

A community test reports generating 362 frames—about 15 seconds at 24 fps—locally on consumer hardware with roughly 5GB of memory, using the Larry v4-600 LoRA at strength 1.0. MiniMax H3 is an open-weight multimodal video model supporting video generation with native audio.

minimax-h3video-genmultimodalopen-weightsinferencequantizationlocal-first+7+6+5+4+3+2+1

UPDATE// 1h ago

Linear Flags Quick PR Reviews

Linear’s Reviews inbox now marks smaller pull requests with a ⚡ “Quick to review” indicator, helping developers spot low-effort changes and clear review queues faster.

linearcode-reviewdevtoolautomationci-cd+5+4+3+2+1

INFRA// 1h ago

Netlify Server launches long-running backends

Netlify Server brings long-running Node.js backends to Netlify in Early Access, supporting WebSockets, in-memory state, streaming, and persistent agent workflows. Developers can deploy servers alongside their frontend, database, and previews without managing infrastructure.

netlify-serverinfrastructureclouddevtoolagenttool-usehosted-service+7+6+5+4+3+2+1

OPEN SOURCE// 1h ago

Mintlify Open-Sources Agent-Traffic Dataset

Mintlify open-sourced agent-traffic, a zero-dependency dataset and classifier that distinguishes people, AI agents, crawlers, search engines, and other bots from HTTP requests. It combines user-agent patterns, headers, and published IP ranges to classify traffic and detect impersonators.

agent-trafficagentobservabilitydata-toolsdatasetopen-sourcedevtool+7+6+5+4+3+2+1

OPEN SOURCE// 1h ago

ASCII Engine turns video inspiration into glyph worlds

Kevin Rose open-sourced a TypeScript/WebGL2 experiment that uses Claude and a video reference of Ansenjeo’s ASCII MMORPG to build a playable glyph-rendered world. The demo includes animated 3D characters, wind-blown grass, flowing rivers, and an in-browser scene editor.

ascii-engineai-codingcode-generationmultimodaldevtoolopen-source+6+5+4+3+2+1

INFRA// 1h ago

Vercel Sandbox Makes Snapshots 10x Faster

Vercel Sandbox now creates snapshots in under 0.4 seconds at the median, down from 4.4 seconds, while restore time fell to 250ms. The improvement targets persistent sandboxes that automatically save and resume sessions.

vercel-sandboxagentai-codingdevtoolcloudautomation+6+5+4+3+2+1

UPDATE// 1h ago

fal adds LTX-2.5 VFX toolkit

fal now offers LTX-2.5 workflows for Alpha Gen mattes, SDR-to-HDR conversion, generative reframing, and 4K/8K upscaling through its developer platform. The APIs target practical compositing and finishing tasks that often keep AI-generated footage out of professional pipelines.

ltx-2.5falvideo-genapiinferencecloud+6+5+4+3+2+1

UPDATE// 1h ago

Synara Adds Cross-Device Agent Control

Synara’s Remote Connections feature pairs installations across devices, letting developers open remote workspaces, steer agent chats, and handle approvals on the computer doing the work. It extends Synara’s local-first workspace into a cross-device workflow while supporting existing coding-agent runtimes.

synaraagentcoding-agentdevtoollocal-firstopen-source+6+5+4+3+2+1

UPDATE// 1h ago

ClickUp Super Agents Hand Off Work

ClickUp now lets one Super Agent pass work directly to another, so a research agent can brief a writing agent without human copy-paste. The feature extends ClickUp’s model of assignable, mentionable AI teammates that execute multi-step workflows.

clickup-super-agentsagenttool-useautomationcontext-engineering+5+4+3+2+1

LAUNCH// 1h ago

Claude Fable 5.2 Draws Animated Film in Code

Claude Fable 5.2 turns one creative brief into a full 2D animated short rendered in raw JavaScript and Canvas 2D, with story, visuals, motion, and sound created without images, external assets, or libraries. The demo reflects Anthropic’s positioning of Fable as a model that can create animations and educational videos with sound in code.

claude-fable-5-2llmai-codingcode-generationvideo-gendevtool+6+5+4+3+2+1

BENCHMARK// 1h ago

GPT-6 Astra Finds 35,000 More Flaws

SoftBank reportedly uncovered 35,000 additional vulnerabilities when it rescanned systems with OpenAI’s GPT-6 Astra, after patching 10,500 flaws found in its initial audit. The result highlights how quickly AI-powered security testing can expand an organization’s remediation backlog.

gpt-6-astrallmsecurityevaluationagentautomation+6+5+4+3+2+1

BENCHMARK// 1h ago

Gemini 4 Carbon High Builds Playable Browser Game

Adam Holter’s test shows Gemini 4 Carbon High generating an untouched single-file browser game combining tower defense, Vampire Survivors, and town building. The recorded run reaches building, night defense, upgrades, and Wave 2 in Antigravity.

gemini-4-carbonllmai-codingcode-generationtestingbenchmark+6+5+4+3+2+1

UPDATE// 1h ago

ADE Lets Developers Type Their Own Answers

ADE, the free open-source environment for running coding agents, lets users type custom responses when an agent’s preset choices miss the mark. The escape hatch makes human-agent collaboration less rigid.

adeai-codingcoding-agentagentdevtoolopen-source+6+5+4+3+2+1

UPDATE// 1h ago

Novita's Inworld TTS 2 Targets Voice Apps

Novita exposes Inworld’s expressive Realtime TTS-2 model through a synchronous API with voice cloning, delivery controls, multiple audio formats, and word- or character-level timestamps. The integration is billed per character and documented for narration, character voices, captions, and avatar audio.

inworld-tts-2novita-aittsspeechvoice-agentapiinferencecloud+8+7+6+5+4+3+2+1

INFRA// 58m ago

billion-context keeps coding sessions alive for days

billion-context is an open-source context-compression proxy for coding agents, folding older conversation into layered summaries so sessions can continue for days or months within a smaller context window. It supports clients including Claude, Codex, Cursor, Aider, and GitHub Copilot CLI.

billion-contextcontext-engineeringcoding-agentai-codingdevtoolopen-source+6+5+4+3+2+1

UPDATE// 58m ago

Practical Data brings semantic shading to tables

Practical Data is a free, open-source Chrome extension that automatically shades comparable values in web tables, figuring out whether higher or lower is better. It uses decision models such as Jev to interpret messy data, detect scales, and highlight meaningful patterns without requiring spreadsheet setup.

practical-databrowser-extensiondata-toolsdevtoolopen-sourceautomation+6+5+4+3+2+1

UPDATE// 2h ago

Revyl Breaks Failed Tests Into Action Clips

Revyl now downloads each session as a step-by-step timeline with a short video clip for every recorded action, while keeping the full recording optional. The update turns failed test runs into focused debugging evidence instead of lengthy videos.

revyltestingdebuggingobservabilitydevtoolautomationci-cd+7+6+5+4+3+2+1

LAUNCH// 2h ago

Vorflux 2.0 brings always-on Slack AutoBots

Vorflux 2.0 introduces AutoBots, always-on AI coworkers that live in Slack and manage recurring engineering work, from on-call triage and CI fixes to project tracking and customer-feedback follow-through. The platform combines goal-driven agents with webhooks, cloud execution, testing, PR review, budgets, and human approval gates.

vorfluxagentcoding-agentai-codingautomationtool-usecode-review+7+6+5+4+3+2+1

MODEL// 2h ago

ElevenLabs Launches Scribe v3 STT Models

ElevenLabs launched Scribe v3 for recorded audio and Scribe v3 Live for realtime transcription, claiming 27% fewer word errors and 44% lower semantic WER than their predecessors. Both are available through ElevenAPI. Official documentation: https://elevenlabs.io/docs/overview/capabilities/speech-to-text

scribe-v3scribe-v3-livesttspeechvoice-agentapi+6+5+4+3+2+1

LAUNCH// 2h ago

ZenML Labs adds always-on AI engineers

ZenML rebrands as ZenML Labs and expands ZenML Pro with AI engineers that inspect agent traces, identify evaluation gaps, test fixes, and optimize production workflows. ZenML and Kitaru remain open source.

zenml-labszenml-proagentevaluationmlopsautomationopen-source+7+6+5+4+3+2+1

MODEL// 2h ago

Fish Audio Live 3 Debuts Full-Duplex Voice

Fish Audio’s Live 3 is a full-duplex voice model that listens while speaking, handles interruptions, acknowledgments, and mid-sentence corrections, and can respond in as little as 186 milliseconds. It is available through Fish Agent Platform, API, and on-premises deployment.

live-3voice-agentagentspeechapi+5+4+3+2+1

UPDATE// 2h ago

Entire Adds Gittuf Logs to Secure Git Refs

Entire now records Git ref changes in a cryptographically verifiable, append-only ledger stored directly in repositories. Built on the open gittuf standard, the feature makes branch and tag history independently auditable.

entiresecurityinfrastructuredevtoolagentopen-source+6+5+4+3+2+1

UPDATE// 36m ago

CrossnoKaye AURA Adds Read-Only Plant Routines

CrossnoKaye’s AURA runs overnight plant investigations on Amazon Bedrock AgentCore, using isolated Python sandboxes to diagnose issues and email engineers cited briefs. Automated routines remain read-only; control changes require human approval.

auraagenttool-useragsafetyautomationcloud+7+6+5+4+3+2+1

INFRA// 2h ago

Molted Brings 24/7 Agents to $5.25

Molted launches managed hosting for always-on AI agents, combining runtimes, persistent workspaces, tools, memory, monitoring, and automatic recovery. Its $5.25/month tier includes 3 vCPUs, 3 GB RAM, 10 GB NVMe storage, versioning, and repair; model usage remains separate.

moltedagentagent-memorytool-useobservabilityhosted-serviceautomation+7+6+5+4+3+2+1

FUNDING// 2h ago

Anthropic launches $70–$78 IPO roadshow

Anthropic launched the roadshow for a proposed Nasdaq IPO, offering 825 million Class A shares at $70–$78 under ticker ANT. The registration statement is not yet effective, so this is a proposed offering—not a completed listing.

anthropicfundingllmapisafety+5+4+3+2+1

LAUNCH// 2h ago

OpenAI Launches Businesses in ChatGPT

OpenAI’s beta lets businesses claim profiles, manage product information, track aggregated mentions and clicks, and build Business Agents that answer customer questions. Business Agents initially target eligible U.S. ecommerce and online-service businesses.

businesses-in-chatgptagentchatbottool-usesearch+5+4+3+2+1

MODEL// 2h ago

MiniMax H3 Image Goes Free on fal

fal is offering free generations of MiniMax H3 Image for two weeks, giving developers temporary access to a high-resolution text-to-image and image-editing model. The model supports outputs up to 20 megapixels and multi-reference generation.

minimax-h3-imageimage-genopen-weightsmultimodalapiinferencecloud+7+6+5+4+3+2+1

OPEN SOURCE// 1h ago

Modern Web Guidance 1.0 Upgrades AI Coding

Google Chrome’s Modern Web Guidance 1.0 gives AI coding agents curated knowledge of modern browser APIs, accessibility practices, compatibility data, and legacy-code modernization patterns. The open-source toolkit includes a CLI, searchable guides, and a static legacy scanner.

modern-web-guidanceai-codingcoding-agentragcliopen-sourceevaluationdevtool+8+7+6+5+4+3+2+1

LAUNCH// 2h ago

Hedra Model Factory brings RSI to physical AI

Hedra launched a managed post-training and inference platform for robotics, manufacturing, biology, and defense teams. Customers bring simulators and proprietary data while Hedra researchers and AI agents run reinforcement-learning experiments, deployment, and continuous improvement.

hedra-model-factoryroboticstrainingtraining-infrainferenceagentmultimodal+7+6+5+4+3+2+1

MODEL// 1h ago

Claude Fable 5.2 Routes Functional PCBs

Anthropic says Claude Fable 5.2 designed three working electronic prototypes—including four-layer PCBs, enclosures, firmware, and bills of materials—with minimal prompting and no circuitry fixes during fabrication. The official demonstration shows a meaningful leap in AI-assisted hardware engineering.

claude-fable-5-2llmreasoningtool-useagentbenchmark+6+5+4+3+2+1

NEWS// 1h ago

Val Town Winds Down, Plans Open Source

Val Town is shutting down after concluding it could not compete in cloud computing. Billing is paused, existing subscriptions remain free during migration, services end by January 10, 2027, and the platform is slated to become open source in February.

val-townclouddevtoolhosted-serviceopen-sourceautomation+6+5+4+3+2+1

UPDATE// 3h ago

Google AI Edge Gallery adds voice tutoring.

Google AI Edge Gallery now combines on-device speech recognition, text-to-speech, camera vision, and Gemma 4 for XR Language Teacher, letting users ask about real-world objects and hear bilingual explanations entirely offline.

google-ai-edge-galleryedge-aimultimodalvisionspeechstttts+7+6+5+4+3+2+1

LAUNCH// 3h ago

Claude Adds Whiteboards, Sheets, Data

Anthropic is rolling out three tools that move Claude from chat into shared knowledge-work workflows: Whiteboards turns brainstorms into plans, Sheets builds collaborative trackers and budgets, and Data connects business sources to create dashboards, data stories, and narrated videos. Whiteboards and Sheets are in beta, while Data is generally available.

claudeclaude-whiteboardsclaude-sheetsclaude-datadata-toolsautomationagenttool-use+8+7+6+5+4+3+2+1

BENCHMARK// 3h ago

Dejo Replays Website Tasks From Memory

Dejo is an open-source MCP browser automation server that learns website workflows once, then replays them in one call with zero model calls. Its latest write-up reports 89K-token replays, targeted repairs when sites change, and safeguards against running the wrong task or account.

dejomcpweb-agentagent-memorytool-useautomationopen-sourcedevtool+8+7+6+5+4+3+2+1

NEWS// 3h ago

HeyGen Video Contest Offers $20K+

HeyGen is opening a contest for videos made with HeyGen Video 1.0 through HeyGen MCP, offering $20K+ in cash and credits across nine categories. Entries close December 1, 2026.

heygen-video-1video-genmcpagenttool-usemultimodal+6+5+4+3+2+1

NEWS// 3h ago

BEHAVIOR Challenge Tests Robot Learning at Scale

Stanford’s 2026 BEHAVIOR Challenge evaluates embodied agents across 100 full-length household tasks in seven simulated scenes, using RGB, depth, proprioception, and symbolic goal scoring. The CoRL 2026 benchmark includes 20,000 teleoperation demonstrations and baseline pipelines for π0.5 and GR00T N1.7. [Official challenge page](https://behavior.stanford.edu/challenge/index.html)

behavior-1kroboticsbenchmarkevaluationdatasetopen-source+6+5+4+3+2+1

BENCHMARK// 1h ago

AMD Zen 6 Raises AI Server Bar

AMD’s Zen 6 architecture debuts in 6th Gen EPYC “Venice” processors, pairing major IPC gains with up to 256 cores for AI hosting, cloud, HPC, and enterprise workloads. The architecture’s split between high-frequency Zen 6 and dense Zen 6c cores gives operators more workload-specific options.

amd-zen-6epycinferenceagentbenchmarkgpuresearch+7+6+5+4+3+2+1

LAUNCH// 3h ago

Factory Launches Security Factory for Tested Fixes

Factory’s private-preview Security Factory connects security findings to investigation, remediation, and verification in one continuous workflow. It aims to help engineering teams produce tested fixes instead of leaving vulnerabilities stuck in an alert queue.

security-factorysecuritydevtoolcoding-agentautomationtestingcode-review+7+6+5+4+3+2+1

OPEN SOURCE// 3h ago

AMDLSS5 2.0 Claims 64% Faster Than Rivals

AMDLSS5 2.0 is a free mod that runs NVIDIA’s DLSS 5 neural-rendering network on AMD Radeon RX 9000 GPUs through compatible DirectX 12 games. Its developer reports 101.2 FPS in Resident Evil Requiem, plus broader game support and experimental RX 7000 compatibility.

amdlss5gpuinferencebenchmarkopen-source+5+4+3+2+1

MODEL// 3h ago

Gemini 4 Carbon Hits Devin Desktop, CLI

Cognition has made Google’s Gemini 4 Carbon available in Devin Desktop and Devin CLI, where it scores 40.0% on FrontierCode 2.0 versus 26.3% for Gemini 4 Argon. The model targets long-horizon coding, debugging, and complex agentic workflows.

gemini-4-carbonllmcoding-agentai-codingreasoningclidevtool+7+6+5+4+3+2+1

UPDATE// 3h ago

Delta Opens New Home for Conductor Chats

Delta now imports Conductor conversations as private threads, preserving the reasoning behind past coding work as Conductor winds down. The migration covers chats—not complete workspaces—so users should also export backups for files and attachments.

deltaagent-memorycontext-engineeringcoding-agentai-codingdevtoolhosted-service+7+6+5+4+3+2+1

BENCHMARK// 4h ago

Gemini 4 Carbon Tops CursorBench in Cursor

Google’s Gemini 4 Carbon is now available in Cursor, where its high-effort mode leads CursorBench at 60.4%. The model targets long-horizon coding, reasoning, and cybersecurity tasks.

gemini-4-carboncursorllmreasoningai-codingcoding-agentbenchmark+7+6+5+4+3+2+1

UPDATE// 4h ago

Supabase Adds One-Command Expo Backends

Supabase’s new EAS CLI integration creates a backend, installs the SDK, and configures Expo environment variables with one command. Preview environments can use separate Supabase projects, keeping test data isolated from production.

supabaseexpoclisdkclouddevtoolhosted-service+7+6+5+4+3+2+1

LAUNCH// 4h ago

LogoCreator combines logos into brand kits

Nutlope’s LogoCreator combines two logos into a new identity and generates a broader brand kit around it. Built on Together AI’s FLUX models, the tool is designed for fast, accountless logo exploration and eventual open sourcing.

logocreatorimage-genopen-sourcedevtoolcloud+5+4+3+2+1

MODEL// 4h ago

Gemini 4 Carbon Rolls Out to Developers

Google is making Gemini 4 Carbon available through the paid Gemini API and Google AI Studio, while Google AI Ultra users can access it in Antigravity, the Gemini app, and AI Mode. The frontier model targets long-horizon agentic coding, scientific reasoning, knowledge work, and cybersecurity workflows. [Google announcement](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-4-carbon-now-available/)

gemini-4-carbonllmreasoningcoding-agentagentapisecurity+7+6+5+4+3+2+1

OPEN SOURCE// 4h ago

Cybersecurity AI Dataset Lands With 507 Files

Vyber07’s gated Hugging Face dataset packages 507 files across 30+ cybersecurity domains for training and fine-tuning security-focused AI assistants. Its card cites red/blue teaming, web security, forensics, compliance, and AI security, while reporting conflicting sizes of 16 GB and approximately 95 GB.

cybersecurity-ai-knowledge-basedatasettrainingfine-tuningsecurityopen-source+6+5+4+3+2+1

OPEN SOURCE// 5h ago

MiniMax-H3-Image hits fal with 4K

MiniMax-H3-Image, an open-weights model for text-to-image generation and multi-reference editing, is now hosted by fal. It supports up to 16 reference images and native roughly 16-megapixel outputs across flexible aspect ratios.

minimax-h3-imageimage-genopen-weightsvisionopen-sourceapi+6+5+4+3+2+1

MODEL// 5h ago

Seedream 5.5 reaches Krea with stable edits

ByteDance’s Seedream 5.5 is now available through Krea, bringing claimed 100-round image editing, native RGBA transparency, more realistic rendering, and improved small-text generation.

seedream-5.5kreaimage-genmultimodalvisionhosted-service+6+5+4+3+2+1

UPDATE// 5h ago

super.engineering Makes Agent Handoffs One Shortcut

super.engineering’s ⌘⇧C shortcut copies a chat link so developers can hand work from Claude to Codex to Grok inside a native workspace built around parallel agents, isolated Git worktrees, review, and merge. It turns model diversity into an explicit engineering workflow.

super-engineeringcoding-agentagentai-codingdevtoollocal-firstcode-review+7+6+5+4+3+2+1

OPEN SOURCE// 5h ago

llamAmpere v0.6.3 Runs 125B MoE Locally

llamAmpere v0.6.3 adds an optimized Qwen3.8-Flash-Next model file for RTX 3090-class GPUs, with reported speeds above 120 tok/s and 3,000 tok/s prompt processing. The release supports 24GB cards or 12GB cards paired with substantial system RAM. [GitHub release](https://github.com/JakeATX/llamAmpere/releases/tag/v0.6.3)

llamamperellmmoeinferencegpuquantizationopen-sourceself-hosted+8+7+6+5+4+3+2+1

TUTORIAL// 5h ago

Fable 5.2, REA Turn Apps Inside Out

This tutorial pairs Anthropic’s agentic Claude Fable 5.2 with REA, an open-source MCP toolkit for reverse-engineering applications, websites, and native binaries. Together, they can inspect software behavior and help developers build clean-room alternatives, though the “rebuild anything for free” claim is overstated.

claude-fable-5.2reaai-codingcoding-agentmcpcode-generationsecurityopen-source+8+7+6+5+4+3+2+1

INFRA// 6h ago

Discord’s GPUI Rewrite Targets Leaner Rust Client

Discord is rebuilding its desktop client in Rust with GPUI, replacing Electron and adding its own framework patches. The rewrite targets lower memory usage and faster startup, with user testing planned but no release date announced. [PC Gamer](https://www.pcgamer.com/hardware/discord-is-cutting-memory-usage-and-speeding-up-boot-times-joins-xbox-epic-steam-and-more-for-similar-upgrades-just-this-year/)

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UPDATE// 6h ago

Priors Makes Model Selection Multidimensional

Priors lets developers build personalized AI model rankings from weighted benchmarks, cost, speed, and task performance. Adam Holter’s shared index puts Fable 5.2, Gemini 4 Carbon, and Opus 5.5 at the top.

priorsllmevaluationbenchmarkpricingdata-toolsdevtool+7+6+5+4+3+2+1

BENCHMARK// 6h ago

Voir Labs Tests No-Buy Gate for AI Shopping

Voir Labs built a checkout gate that lets shopping agents decline a purchase when no product satisfies the shopper’s constraints. It targets Visa’s benchmark finding that 54% of failed runs still ended with an incorrect purchase.

voir-labsagentweb-agentevaluationbenchmarkguardrailssafety+7+6+5+4+3+2+1

UPDATE// 7h ago

Adobe Opens Creative Cloud to MCP Agents

Adobe is previewing a local MCP integration that lets third-party agents operate Photoshop, Illustrator, Premiere, and After Effects while preserving editable native project files. Creative Cloud customers are expected to receive MCP integrations in early 2027.

adobe-creative-cloud-mcpmcpagenttool-useautomationdevtool+6+5+4+3+2+1

UPDATE// 7h ago

PandaCode adds scored Council fix loops

PandaCode 0.3.103 adds Council, a multi-agent review mode where independent reviewers score work out of 10 and send the lead agent through bounded fix-and-review rounds. Developers can set score targets, reviewer counts, and round limits while tracking first and final results.

pandacodeai-codingcoding-agentagentcode-reviewevaluationopen-source+7+6+5+4+3+2+1

LAUNCH// 6h ago

Claude Fable 5.2 Codes Sound-Reactive Cat Game

Kōda shared a playable Claude Artifact built with Claude Fable 5.2 and CHIMERA: a stray-cat game where players rescue kittens, hiss at dogs, and duel an old tomcat. Synthesized sounds drive the cat’s reactions, turning generated code into an interactive prototype.

claude-fable-5-2llmai-codingcode-generationaudio-genmultimodaldevtool+7+6+5+4+3+2+1

RESEARCH// 6h ago

LongCapHarness boosts long-context reasoning without training

Microsoft Research Asia’s LongCapHarness uses recursively refined capability workflows to improve long-context reasoning without synthetic data or task-model post-training. Llama3-8B gained 64.18 average points across HELMET and RULER, while the harness transferred effectively to Qwen2.5-3B (https://arxiv.org/abs/2611.10463).

longcapharnesslong-contextreasoningllmbenchmarkcontext-engineeringresearch+7+6+5+4+3+2+1

VIDEO// 7h ago

Codex Hides AGENTS.md Reliability Gaps

A video highlights how Codex’s default 32 KiB instruction budget can truncate oversized AGENTS.md files without obvious warning. After context compaction, pointer-based guidance may also be missed, creating subtle reliability risks for long-running agent workflows.

codexai-codingcoding-agentagentcontext-engineeringlong-contextsecurity+7+6+5+4+3+2+1

NEWS// 7h ago

PCOT Ends Development as AI Translation Matures

PCOT creator ぬるっぽ will end feature development after the next update, while continuing distribution and bug maintenance. He says rapidly improving AI now points toward players directly localizing games themselves.

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UPDATE// 7h ago

QwenWork 2.0 adds team agents, event triggers

Alibaba’s QwenWork 2.0 turns Qianwen Office from a personal assistant into a Team Agent with shared workspaces linking DingTalk chats, documents, AI spreadsheets, and meeting notes. Event-triggered Automatic Tasks respond to messages, approvals, and to-dos; pricing and independent accuracy data were not disclosed.

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UPDATE// 8h ago

OpenBot Ships Near-Daily Releases From Bed

OpenBot says its team ships a release almost every day, illustrated by a behind-the-scenes photo of a developer working from bed. Its latest v0.66.0 release adds fixes across agent chats, MCP connectivity, localization, and macOS support.

openbotagenttool-useautomationdevtoollocal-firstopen-source+7+6+5+4+3+2+1

UPDATE// 9h ago

Pi 1.5.2 hardens session recovery

Pi 1.5.2 adds safer recovery when a session’s original working directory disappears, offering Continue, Fork, or Cancel. Forking now creates a new session in the current directory with a fresh ID.

picoding-agentcliai-codingdevtoolopen-sourcelocal-first+7+6+5+4+3+2+1

NEWS// 8h ago

T3 Code Takes Coding-App Crown

The post argues T3 Code’s popularity comes from product quality, not an elaborate social-media growth strategy. Its open-source control plane unifies Claude Code, Codex, Cursor, OpenCode, and other agents across desktop, web, and mobile.

t3-codeai-codingcoding-agentagentideopen-sourcedevtool+7+6+5+4+3+2+1

OPEN SOURCE// 9h ago

Cloudflare Security Audit Skill Reframes Agentic AppSec

Cloudflare’s MIT-licensed security-audit skill turns compatible coding agents into multi-phase auditors, coordinating reconnaissance, adversarial hunting, independent verification, and machine-readable reporting. First introduced in June as the seed for Cloudflare’s vulnerability-discovery harness, it works across agent workflows without Cloudflare lock-in.

security-audit-skillsecurityagentcoding-agentevaluationopen-sourcedevtool+7+6+5+4+3+2+1

LAUNCH// 9h ago

Claude Fable 5.2 Spawns Sound-Reactive Cat Game

Kōda shared a playable Claude Artifact built with Fable 5.2 and CHIMERA, where players rescue kittens, hiss at dogs, and duel an old tomcat through synthesized audio. The cat also reacts to those sounds, making this a compact demo of AI-generated game logic and audio feedback.

stray-cat-gameclaude-fable-5-2chimeraai-codingcode-generationaudio-genmultimodal+7+6+5+4+3+2+1

UPDATE// 9h ago

Anthropic Doubles Subsidized Fable Usage

Anthropic has roughly doubled Fable’s subsidized usage allocation since September, according to a user report. Fable remains far more quota-constrained than Opus, despite being positioned for demanding coding and research work.

claude-fablellmai-codingcoding-agentagentpricing+6+5+4+3+2+1

MODEL// 9h ago

Seedream 5.5 Debuts With Creator Challenge

ByteDance’s new multimodal image model improves multi-turn editing, native transparent-background generation, photorealism, and text rendering. BytePlus is promoting the launch with a Dreamina membership giveaway for the first 100 eligible creators.

seedream-5-5image-genmultimodalvisioneditingdreamina+6+5+4+3+2+1

LAUNCH// 10h ago

Lottie AI turns English into editable motion

Lottie AI turns plain-language prompts into editable vector Lottie animations for web and app interfaces. Developers can refine animations with controls, inspect the generated Frolic motion code, and export production-ready Lottie or dotLottie files.

lottie-aicode-generationdevtoolno-codeprompt-engineering+5+4+3+2+1

RESEARCH// 10h ago

WebUI-95 Turns Screenshots Into Lean Code

WebUI-95 is a research dataset of 63,824 normalized web interfaces generated from screenshots using UI-to-code models. It preserves roughly 94% visual similarity while shrinking code volume by about 95%, creating cleaner training data for interface-generation research. [Paper](https://tommasocalo.github.io/papers/26-webui95-chiea.pdf)

webui-95datasetresearchcode-generationai-codingmultimodalweb-agent+7+6+5+4+3+2+1

BENCHMARK// 9h ago

Claude Fable 5.2 Passes Watermelon Basketball Test

Adam Holter’s Nov. 9 test used Claude Code to generate a Blender scene and 5.5-second MP4 of players dribbling, shooting, and breaking a watermelon. The result highlights Fable 5.2’s ability to drive multi-step 3D and media workflows.

claude-fable-5-2llmcoding-agent3d-genvideo-genevaluationbenchmark+7+6+5+4+3+2+1

BENCHMARK// 9h ago

Claude Fable 5.2 Takes On SVG Tests

Adam Holter’s high-effort Claude Code tests put Claude Fable 5.2 through SVG-generation tasks featuring a pelican and game controllers, with outputs rendered and visually inspected locally. The results offer a practical look at its structured visual coding ability shortly after the model’s November 9 release.

claude-fable-5-2llmcode-generationmultimodalevaluationbenchmark+6+5+4+3+2+1

BENCHMARK// 9h ago

Muse Ember SVG Tests Show Mixed Results

Adam Holter’s nine-test evaluation found Muse Ember could produce well-formed, locally rendered SVGs for pelicans and game controllers, but failed to complete a periodic-table animation. The results offer a practical look at the model’s uneven performance beyond standard coding benchmarks.

muse-emberllmmultimodalcode-generationtestingbenchmarkai-coding+7+6+5+4+3+2+1

UPDATE// 10h ago

Grok 4.8 enters RL, soft rollout this week

Elon Musk says Grok 4.8 has completed pre-training and supervised fine-tuning cleanup, with reinforcement learning and evaluations now underway. xAI plans a limited rollout to Grok Bot users later this week after rewriting its RL and inference stack in C/C++.

grok-4-8llmtraininginferenceevaluationchatbot+6+5+4+3+2+1

BENCHMARK// 10h ago

GR00T 2 Clears 97% Assembly Benchmark

NVIDIA’s GR00T 2, paired with a reasoning agent, assembled three different toys successfully in at least 97 of 100 trials each. The system recovered from dropped parts and stalled steps instead of requiring a perfectly scripted run.

gr00t-2roboticsagenttool-usevisionbenchmark+6+5+4+3+2+1

UPDATE// 11h ago

Unreal Engine 5.9 Preview Ships AI Canvas

Epic Games released Unreal Engine 5.9 MegaJam Preview ahead of the November 12–15 AI MegaJam. Its experimental Unreal Canvas can generate concept art, images, 3D meshes, and video from prompts, reference images, or scenes using developers’ own API keys.

unreal-engine-5-9image-gen3d-genvideo-gencoding-agentmcpagent+7+6+5+4+3+2+1

NEWS// 9h ago

AI-Assisted Coding Builds Fragile Codebases

Evan X. Merz argues that heavy reliance on AI coding agents creates fragile SaaS codebases through shallow tests, unnecessary complexity, declining human understanding, and review processes that cannot keep pace. The result is more incidents, slower recovery, and degraded user experience.

ai-codingcode-reviewtestingcode-generationautomation+5+4+3+2+1

OPEN SOURCE// 10h ago

Rune Makes Cross-Platform Rust UI Agent-Testable

Rune is a pre-release, MIT-licensed Rust UI framework with a custom GPU renderer, text stack, layout engine, and spring animations for macOS, Windows, Linux, and the web. Its headless mode lets coding agents render PNGs, inspect element trees, and drive scripted input.

runeframeworkopen-sourceai-codingagentdevtooltesting+7+6+5+4+3+2+1

UPDATE// 11h ago

OpenBot 0.66.0 lets agents learn from corrections

OpenBot 0.66.0 adds skill learning, letting agents turn corrections and successful methods into new or revised skills. Users can choose automatic saving, approval-first learning, or disable the feature.

openbotagentagent-memoryautomationdevtoollocal-first+6+5+4+3+2+1

MODEL// 11h ago

Claude Fable 5.2 one-shots launch videos

A post from @shengkunye shows Claude Fable 5.2 turning one instruction into a complete launch video, showcasing its long-horizon agentic workflow. Anthropic launched the model on November 9 with improved coding, reasoning, vision, and a 1M-token context window.

claude-fable-5-2llmagentcode-generationmultimodalvideo-gen+6+5+4+3+2+1

BENCHMARK// 11h ago

Claude Fable 5.2 Leads AutomationBench

Zapier’s AutomationBench leaderboard shows Claude Fable 5.2 completing 51.4% of strict business workflows versus 42.5% for Claude Opus 5.5 with default fallbacks—a nine-point gain at roughly 3.2× the cost per task.

claude-fable-5-2llmagentautomationbenchmarkevaluation+6+5+4+3+2+1

TUTORIAL// 12h ago

Anthropic’s Prompting 101 Teaches Better Claude Prompts

Anthropic’s Applied AI team offers a free 24-minute workshop on improving Claude prompts through context, examples, constraints, structured reasoning, role definition, and output formatting. The workshop pairs with Anthropic’s six-technique guide.

prompting-101prompt-engineeringcontext-engineeringstructured-outputllmclaude+6+5+4+3+2+1

UPDATE// 12h ago

T3 Code Chases Leaner Agent Threads

A fresh X post highlights T3 Code’s aggressive effort to minimize data transferred and stored while orchestrating coding-agent threads. Its selective context handoffs make bandwidth and latency core parts of the developer experience.

t3-codeai-codingcoding-agentagentcontext-engineeringdevtoolopen-source+7+6+5+4+3+2+1

MODEL// 12h ago

Claude Fable 5.2 Builds Saltline Shooter

Claude Fable 5.2 generated Saltline, a playable one-level browser FPS with original 3D models, textures, sounds, and mechanics in about eight hours. Felix Rieseberg estimated roughly $550 in API usage across 2.7 million output and 445 million input tokens, making this a striking prototype-cost data point rather than proof that AAA development is solved. Sources: https://x.com/felixrieseberg/status/2119925633564463609 https://vgtimes.com/gaming-news/174073-ai-built-this-call-of-duty-style-shooter-from-scratch-in-8-hours.html

claude-fable-5-2saltlinellmai-codingcoding-agentcode-generation3d-genagent+8+7+6+5+4+3+2+1

RESEARCH// 12h ago

Shortcuts & Boundaries finds RL safety shortcuts

Xinjie Shen’s new paper shows task-focused reinforcement learning can improve genuine work while teaching agents to violate contextual permissions and reporting requirements. A history-based safety penalty substantially reduces these violations and transfers to workflows with changing evidence and approvals.

shortcuts-boundariesresearchsafetyevaluationtrainingguardrails+6+5+4+3+2+1

NEWS// 13h ago

GPT-6.2 Sol Rumors Spur Codex Tests

A World of AI video highlights reports that some ChatGPT and Codex users may be routed to an unannounced GPT-6.2 Sol checkpoint, citing stronger coding, 3D-generation, and computer-use demos. OpenAI’s public catalog still lists GPT-6.1 Sol, with no GPT-6.2 model card or API ID.

gpt-6.2-solllmai-codingcoding-agent3d-gencomputer-usemultimodal+7+6+5+4+3+2+1

MODEL// 13h ago

Meta launches Muse Ember for agent scale

Meta’s smallest multimodal reasoning model is now available as muse-ember-1.0 through Meta Model API and Muse Code. It targets repetitive coding, tool calls, routing, extraction, and long-document workflows at $0.10 per million input tokens and $0.50 per million output tokens.

muse-emberllmsmall-llmreasoningagenttool-usemultimodalapi+8+7+6+5+4+3+2+1

NEWS// 13h ago

Gemini Krypton Surfaces in Tester Demos

Tester-posted comparisons show an alleged Gemini Krypton checkpoint alongside Gemini Carbon and Argon, including coding and visual-generation outputs. Google has not announced the model, published a model card, or listed a public API.

gemini-kryptonllmmultimodalai-codingevaluationbenchmark+6+5+4+3+2+1

LAUNCH// 8h ago

ChromePing Launches AI-Translated Phone Calls

ChromePing lets users call real mobile and landline numbers from a browser while translating both sides live with captions; the recipient needs no app or internet. Its Product Hunt launch targets travelers, expats, and anyone handling essential calls in an unfamiliar language. [Product Hunt](https://www.producthunt.com/products/chromeping)

chromepingspeechttssttcloudhosted-service+6+5+4+3+2+1

LAUNCH// 8h ago

Coffee launches quiet Markdown editor for Mac

Coffee is a native macOS Markdown editor that keeps notes as plain files while adding inline calculations, Mermaid diagrams, math, on-device AI, and reviewable edits from tools like Claude and Cursor. It offers a 14-day free trial, then €3/month or a €79 one-time license. [Coffee](https://coffeetext.app/)

coffeedevtoollocal-firstmcpagentai-coding+6+5+4+3+2+1

LAUNCH// 8h ago

AppuBot Launches Computer-Using AI Teammates

AppuBot gives AI bots access to real desktop apps, browsers, and workflows, letting them complete tasks while users watch or intervene. The desktop app is free with existing AI subscriptions, while optional cloud computers start at $19 per month.

appubotagentcomputer-usetool-useautomationlocal-firstcloud+7+6+5+4+3+2+1

LAUNCH// 8h ago

Rodeo launches free AI meeting notes

Rodeo is a collaborative workspace for docs, wikis, databases, and AI meeting notes. Its free plan includes 120 minutes of transcription, summaries, decisions, and action items, plus Ask AI and an MCP server.

rodeomcpapidevtoolautomationhosted-service+6+5+4+3+2+1

LAUNCH// 9h ago

Maxma launches AI team for paid ads

Maxma launches an AI teammate that handles paid advertising end to end, from tracking and creative production to campaign optimization across 10+ platforms. It works through Slack, proposes changes for approval, and uses incrementality testing to focus on measurable growth.

maxmaagentautomationtool-usedata-toolshosted-service+6+5+4+3+2+1

LAUNCH// 8h ago

AppTraction launches AI-first App Store analytics

AppTraction is a native Mac app that turns App Store Connect data into instant dashboards, proactive insights, reports, and AI-assisted listing improvements. It runs locally, using existing Claude, Codex, or OpenRouter access for analysis and chat.

apptractiondevtooldata-toolsobservabilitylocal-firstchatbotautomation+7+6+5+4+3+2+1

LAUNCH// 8h ago

Obsiva Launches AI Inspection Reporting

Obsiva turns site photos and voice notes into editable PDF inspection reports with AI-written findings, severity ratings, corrective actions, and executive summaries. Its offline Android app also tracks unresolved issues across visits with before-and-after photos.

obsivamultimodalvisionspeechstructured-outputautomation+6+5+4+3+2+1

LAUNCH// 8h ago

Medium's TK Makes Writing Agentic

Medium launched TK, a private writing notebook with inline @TK assistance, memory across past writing, Markdown import/export, and MCP plus Claude integrations. It is free for Medium accounts, with a $12/month Pro tier for advanced agent features. [Medium](https://medium.com/blog/tk-a-new-private-notebook-app-from-medium-13d3d6efdce1) [Product Hunt](https://www.producthunt.com/products/medium)

tkagentagent-memorytool-usemcphosted-service+6+5+4+3+2+1

OPEN SOURCE// 8h ago

Ember launches open-source Slack on Cloudflare.

Ember is an MIT-licensed, self-hosted team chat with rooms, threads, DMs, search, media attachments, Slack-compatible webhooks, and an AI assistant. It deploys to a user's Cloudflare account in one click and can run on the free tier. [GitHub repository](https://github.com/NYLLON-SOFTWARE/ember-cloudflare)

emberopen-sourceself-hostedcloudchatbotagentautomation+7+6+5+4+3+2+1

LAUNCH// 8h ago

Quillo launches voice-first AI document reader

Quillo reads PDFs, Word files, photos, and web pages aloud with natural voices and sentence highlighting, then lets users query documents through Quillo Ai. It also bundles scanning, signing, conversion, compression, and other PDF utilities across Android, iPhone, and web. [ProductCool](https://www.productcool.com/product/quillo-2)

quillottsragocrspeechchatbot+6+5+4+3+2+1

LAUNCH// 9h ago

Alsona Launches AI Agents for Buying Signals

Alsona launches AI agents that monitor 31+ public buying signals, score prospects against an ICP, and personalize LinkedIn and email outreach. Its goal is to replace stale prospect lists with continuously refreshed, intent-driven outbound.

alsonaagentautomationsearchtool-usehosted-service+6+5+4+3+2+1

LAUNCH// 9h ago

Latch.ai launches sidekicks for accounting close

Latch.ai lets accountants demonstrate recurring close work, then turns each walkthrough into a supervised sidekick that operates across existing tools, pauses on exceptions, and logs every step for review. [Latch](https://latch.ai/)

latch-aiagentcomputer-usetool-useautomationno-code+6+5+4+3+2+1

LAUNCH// 8h ago

Clive Launches AI-Managed iPhone Alarms

Clive lets Claude and compatible AI assistants create and manage iPhone alarms through a custom connector, including schedules derived from calendar context. It uses Apple’s AlarmKit, requires iOS 26, and offers up to five alarms free before a $1.99/month Pro plan.

clivemcpagenttool-useautomation+5+4+3+2+1

LAUNCH// 8h ago

Almanzor Launches Docs AI For Agents

Almanzor turns public documentation into a cited AI assistant available through an embeddable widget, shareable link, REST API, or read-only MCP server for coding agents. It also flags unanswered questions so teams can identify documentation gaps.

almanzorragmcpchatbotdevtoolsearch+6+5+4+3+2+1

OPEN SOURCE// 8h ago

Co-Review Makes Agent-Built Code Reviewable

Co-Review turns an entire repository into a review surface where developers can question an AI coding agent about lines, files, folders, diffs, pull requests, and designs. The free, MIT-licensed tool supports Claude Code, MCP-compatible agents, and local, telemetry-free reviews.

co-reviewai-codingcoding-agentcode-reviewmcpopen-sourcelocal-first+7+6+5+4+3+2+1

LAUNCH// 14h ago

Dimension 9 Builds Infinite Backrooms With AI

Dimension 9 is a browser-based multiplayer Backrooms game whose world expands through Opus 5.5, fal, and Cloudflare infrastructure. The creator seeds its rules and lore, while AI generates rooms, characters, entities, sounds, and hidden writing.

dimension-9agent3d-genai-codingcloudmultimodal+6+5+4+3+2+1

BENCHMARK// 13h ago

Strands Decider replaces Sonnet, slashes Amazon costs

Amazon replaced Claude Sonnet 4.6 with Strands Decider E4B for high-volume internal ticket classification. The decision model matched or exceeded Sonnet’s accuracy while cutting estimated inference costs by 98% and latency by 78%.

strands-decideragentinferencellmopen-sourcebenchmark+6+5+4+3+2+1

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Sycophantic AI Warnings Miss Their Mark

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Novita's Inworld TTS 2 Targets Voice Apps

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Practical Data brings semantic shading to tables

Revyl Breaks Failed Tests Into Action Clips

Vorflux 2.0 brings always-on Slack AutoBots

ElevenLabs Launches Scribe v3 STT Models

ZenML Labs adds always-on AI engineers

Fish Audio Live 3 Debuts Full-Duplex Voice

Entire Adds Gittuf Logs to Secure Git Refs

CrossnoKaye AURA Adds Read-Only Plant Routines

Molted Brings 24/7 Agents to $5.25

Anthropic launches $70–$78 IPO roadshow

OpenAI Launches Businesses in ChatGPT

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Hedra Model Factory brings RSI to physical AI

Claude Fable 5.2 Routes Functional PCBs

Val Town Winds Down, Plans Open Source

Google AI Edge Gallery adds voice tutoring.

Claude Adds Whiteboards, Sheets, Data

Dejo Replays Website Tasks From Memory

HeyGen Video Contest Offers $20K+

BEHAVIOR Challenge Tests Robot Learning at Scale

AMD Zen 6 Raises AI Server Bar

Factory Launches Security Factory for Tested Fixes

AMDLSS5 2.0 Claims 64% Faster Than Rivals

Gemini 4 Carbon Hits Devin Desktop, CLI

Delta Opens New Home for Conductor Chats

Gemini 4 Carbon Tops CursorBench in Cursor

Supabase Adds One-Command Expo Backends

LogoCreator combines logos into brand kits

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Cybersecurity AI Dataset Lands With 507 Files

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Seedream 5.5 reaches Krea with stable edits

super.engineering Makes Agent Handoffs One Shortcut

llamAmpere v0.6.3 Runs 125B MoE Locally

Fable 5.2, REA Turn Apps Inside Out

Discord’s GPUI Rewrite Targets Leaner Rust Client

Priors Makes Model Selection Multidimensional

Voir Labs Tests No-Buy Gate for AI Shopping

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