https://www.linkedin.com/feed/update/urn:li:activity:7470536438523105280/ Fix desktop pairing flow for 0.1.18 Source-only desktop pairing fix for 0.1.18. Includes: 0.1.18 version bump Pair Token UI model and pairing button label support pairing error normalization: token_expired, invalid_token, backend_rejected, network_error, config_write_failed immediate heartbeat after successful pairing connected/paired status summary for desktop UI web wizard progress updates when devices connect Intentionally excludes: .deb artifacts packaging/linux/deb/** latest.json updates Summary by cubic Fixes the desktop pairing flow for 0.1.18 by adding a simple pairing UI, stable error codes, and an immediate heartbeat so devices show Connected right after pairing. Bumps the desktop agent to 0.1.18 and improves tray, CLI, and wizard status reporting. New Features Added DesktopStatusAdapter and DesktopPairingUI for pair token entry, badges, and clear status summaries. Runs an immediate heartbeat after pairing; the wizard marks Connected when the device links. Tray/status outputs now include pairing_state, connection_state, paired/connected/waiting, and a trust badge; CLI pair prints these and exits 0 only when both are true. Version bumped to 0.1.18; source-only update (no .deb artifacts or latest.json). Bug Fixes Normalizes pairing errors to stable codes: token_expired, invalid_token, backend_rejected, network_error, config_write_failed. Treats missing device credentials as backend_rejected; catches storage write failures as config_write_failed. Maps runtime errors to consistent connection states (Connected/Reconnecting/Offline/Error). Intelligence. You. Evolved. #IuVe #IuVeAI #IuVeConnect #ArtificialIntelligence #AgenticAI #AIWorkspace #MultiAgentSystems #AIOperations #DevOps #Infrastructure #GitHub #Automation #EnterpriseAI #MachineLearning #SoftwareEngineering #FutureOfWork #OperationalIntelligence #AIPlatform #Innovation #Technology

IuVe AI — Engineering Update Over the last few days, the IuVe ecosystem has taken several important steps toward becoming a true operational intelligence platform rather than just another AI chat interface. Recent progress includes: ✅ Expanded multi-stage routing architecture for intelligent task classification and execution. ✅ Continued development of the IuVe Connect trust layer for secure workstation and server onboarding. ✅ Advanced capability routing between research, development, infrastructure, document processing, and operational workflows. ✅ Provider abstraction and execution routing improvements to support future multi-model orchestration. ✅ Shadow Mode validation framework completed for controlled runtime testing and behavioral observation before live activation. ✅ Operational governance, monitoring, escalation, rollback, and audit frameworks finalized as part of the controlled runtime program. ✅ Ongoing UX refinement focused on transforming IuVe from a traditional AI interface into a unified AI workspace for production operations. Our vision remains unchanged: One intelligence layer connecting people, devices, infrastructure, code, knowledge, and AI agents into a single operational workspace. The next stage focuses on controlled runtime experimentation, observability, trust verification, and deeper integration between IuVe AI and IuVe Connect. We're not building another chatbot. We're building an operational intelligence platform. Intelligence. You. Evolved. #IuVe #IuVeAI #IuVeConnect #ArtificialIntelligence #AgenticAI #AIWorkspace #MultiAgentSystems #AIOperations #DevOps #Infrastructure #GitHub #Automation #EnterpriseAI #MachineLearning #SoftwareEngineering #FutureOfWork #OperationalIntelligence #AIPlatform #Innovation #Technology

Opus 4.6 is smart enough to realize it is being evaluated. It found the benchmark it was being evaluated on. It reverse-engineered the answer-key decryption logic. Realized the file was not in the correct format on GitHub and found a mirror for the file. Then decrypted it and gave the correct response. Models are getting so clever, it's almost scary. @aipost 🏴

🚀 Qwen3.5-397B-A17B: Open-Weight, Multimodal, Agent-Ready Alibaba’s Qwen team just released the first open-weight model in the Qwen3.5 series built specifically for real-world AI agents. What stands out: • Native multimodal, text + image understanding out of the box • Hybrid linear attention + sparse MoE architecture • Large-scale RL environment scaling • 8.6x–19.0x faster decoding vs Qwen3-Max • Supports 201 languages & dialects • Apache 2.0 license Open weights + high throughput + permissive licensing = serious pressure on closed model providers. Dive in: • GitHub: https://github.com/QwenLM/Qwen3.5 • API: https://modelstudio.console.alibabacloud.com • Qwen Code: https://github.com/QwenLM/qwen-code • Hugging Face: https://huggingface.co/collections/Qwen The real question isn’t performance, it’s how quickly developers start shipping agents on top of it. @aipost 🏴

🔥A new SOTA image-editing model named FireRed-Image-Edit just got released. Outperforms many top closed source options like Qwen-Image-Edit and Seedream 4.0, on GEdit benchmarks. It’s a general-purpose image editing model that delivers high-fidelity and consistent editing across a wide range of scenarios. Built straight from text to image foundations instead of simple add on patches, it shows much stronger native editing power. Available under Apache 2.0 license, this model runs completely local and delivers major improvements over earlier tools. GitHub: https://github.com/FireRedTeam/FireRed-Image-Edit Huggingface: https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0 @aipost 🏴

✅ Everyone is collecting random AI tools. That’s not a stack, that’s chaos. Here’s the complete AI stack for 2026 (48 tools): AI Chatbots: Claude Opus 4.6 claude.ai ChatGPT GPT-5 chatgpt.com Gemini 2.5 Pro gemini.google.com Grok 4.1 grok.com DeepSeek-R1 deepseek.com Perplexity AI perplexity.ai Video Generation: Google Veo 3 deepmind.google/veo Sora 2 sora.com Kling 2.5 klingai.com Runway Gen-4 runwayml.com Pika Labs pika.art Luma Dream Machine lumalabs.ai Image Generation: Midjourney v7 midjourney.com DALL·E 4 openai.com/dall-e Flux 2 Max blackforestlabs.ai Adobe Firefly 3 firefly.adobe.com Ideogram 3.0 ideogram.ai NanoBanana Pro nanobanana.ai Productivity: Notion AI 3.0 notion.so Gamma AI gamma.app Zapier AI zapier.com Canva Magic Studio canva.com Grammarly AI grammarly.com Microsoft Copilot copilot.microsoft.com Coding: Cursor IDE cursor.com GitHub Copilot github.com/features/copil… Replit AI replit.com Bolt new bolt.new Lovable AI lovable.dev Windsurf windsurf.com AI Agents:

Anthropic released Claude Opus 4.6 Fast Mode as a research preview for Claude Code and APIs. It comes with 2.5x speed improvement and also available on Cursor, GitHub Copilot, Lovable, and more. https://claude.com/fast-mode @aipost 🏴

🔥This is so incredibly amazing, and that's why AI will improve all of our lives! AI breakthrough in medical imaging: EchoJEPA beats ALL baselines in cardiac ultrasound analysis - even zero-shot on pediatric hearts it never trained on! EchoJEPA reduces error on left ventricular ejection fraction (the most common heart function metric) by ~20% over the best existing foundation model. Robust to noise, focuses precisely on heart structures, and proves LeCun's JEPA vision works for real-world medicine. https://github.com/bowang-lab/EchoJEPA @aipost 🏴