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Personalizing esketamine treatment in TRD and TRBD

https://www.frontiersin.org/articles/10.3389/fpsyt.2025.1736114
1•PaulHoule•1m ago•0 comments

SpaceKit.xyz – a browser‑native VM for decentralized compute

https://spacekit.xyz
1•astorrivera•2m ago•1 comments

NotebookLM: The AI that only learns from you

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Game Boy Advance d-pad capacitor measurements

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1•todsacerdoti•3m ago•0 comments

South Korean crypto firm accidentally sends $44B in bitcoins to users

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Apache Poison Fountain

https://gist.github.com/jwakely/a511a5cab5eb36d088ecd1659fcee1d5
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Web.whatsapp.com appears to be having issues syncing and sending messages

http://web.whatsapp.com
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Google in Your Terminal

https://gogcli.sh/
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Shannon: Claude Code for Pen Testing: #1 on Github today

https://github.com/KeygraphHQ/shannon
1•hendler•7m ago•0 comments

Anthropic: Latest Claude model finds more than 500 vulnerabilities

https://www.scworld.com/news/anthropic-latest-claude-model-finds-more-than-500-vulnerabilities
2•Bender•12m ago•0 comments

Brooklyn cemetery plans human composting option, stirring interest and debate

https://www.cbsnews.com/newyork/news/brooklyn-green-wood-cemetery-human-composting/
1•geox•12m ago•0 comments

Why the 'Strivers' Are Right

https://greyenlightenment.com/2026/02/03/the-strivers-were-right-all-along/
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Brain Dumps as a Literary Form

https://davegriffith.substack.com/p/brain-dumps-as-a-literary-form
1•gmays•14m ago•0 comments

Agentic Coding and the Problem of Oracles

https://epkconsulting.substack.com/p/agentic-coding-and-the-problem-of
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Malicious packages for dYdX cryptocurrency exchange empties user wallets

https://arstechnica.com/security/2026/02/malicious-packages-for-dydx-cryptocurrency-exchange-empt...
1•Bender•14m ago•0 comments

Show HN: I built a <400ms latency voice agent that runs on a 4gb vram GTX 1650"

https://github.com/pheonix-delta/axiom-voice-agent
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Penisgate erupts at Olympics; scandal exposes risks of bulking your bulge

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4•Bender•16m ago•0 comments

Arcan Explained: A browser for different webs

https://arcan-fe.com/2026/01/26/arcan-explained-a-browser-for-different-webs/
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https://theaidigest.org/village/blog/what-we-learned-2025
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An open replacement for the IBM 3174 Establishment Controller

https://github.com/lowobservable/oec
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The P in PGP isn't for pain: encrypting emails in the browser

https://ckardaris.github.io/blog/2026/02/07/encrypted-email.html
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https://github.com/fokdelafons/lustra
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Ask HN: Opus 4.6 ignoring instructions, how to use 4.5 in Claude Code instead?

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https://nolanlawson.com/2026/02/07/we-mourn-our-craft/
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Jim Fan calls pixels the ultimate motor controller

https://robotsandstartups.substack.com/p/humanoids-platform-urdf-kitchen-nvidias
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Exploring a Modern SMTPE 2110 Broadcast Truck with My Dad

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The Field Guide to Design Futures

https://designfutures.guide/
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The Other Leverage in Software and AI

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1•gmays•34m ago•0 comments
Open in hackernews

Show HN: Loopdesk – AI video editor with chat-based workflows and GPU rendering

1•hackerpi•4mo ago
Hey HN,

We're launching Loopdesk Beta v2 today after 6 months of working with 300+ creators. It's an AI-powered video editor that uses chat-based prompting and genre-specific workflows.

The Problem We're Solving

Video editing is time-consuming, especially for content creators who need to produce videos regularly. The traditional timeline-based editing workflow requires manual sorting, organizing clips, adding captions, generating highlights, and applying effects. For podcasters and educational content creators, explaining jargon or adding visual annotations adds another layer of complexity. We wanted to automate the repetitive parts while keeping creative control.

How We Got Here

We started this project because we were creating tutorial content ourselves and spending 4-5 hours editing a single 20-minute video. The bottleneck wasn't the creative decisions—it was the mechanical tasks: organizing footage, transcribing, captioning, finding key moments. We tried existing AI editors but found they either lacked control or couldn't understand context-specific needs (like podcast vs. tutorial editing patterns).

What We Built

Loopdesk uses an agentic chat interface for video operations. Instead of dragging elements on a timeline, you can prompt the AI to perform edits. The system analyzes your video content and suggests genre-specific workflows—it recognizes whether you're editing a podcast, tutorial, vlog, or product demo and adapts accordingly.

Technical Details:

CoEditor Agent: Chat-based interface with quick action buttons. Maintains chat history so you can switch between editing sessions or revert to earlier versions

Genre Recognition: Analyzes video content (audio patterns, scene composition, cut frequency) to determine content type and suggest appropriate workflows. For example, podcast workflows prioritize jargon explainers and chapter markers, while tutorial workflows focus on screen annotations and step highlighting

GPU Rendering Pipeline: Built custom rendering engine optimized for cloud GPUs. We're using CUDA for parallel processing of effects and exports

AI Automation Layer: Generates captions using Whisper-based transcription, creates summarizations for show notes, identifies key highlight moments using sentiment analysis and engagement pattern detection

Template System: Community-driven templates that can be shared and remixed. Templates define workflow sequences, not just visual styling

What's Different

Most AI video editors are either fully automatic (no control) or just add AI features to traditional timeline editors. We're treating the entire editing process as a conversational workflow. The AI is a collaborator that understands intent rather than a tool that executes commands.

The genre-specific workflow system is novel—we trained models on different content types to recognize patterns. A podcast has different editing needs than a tutorial, and the AI adapts its suggestions accordingly.

Current State

Beta v2 is live today. You can:

Upload videos (drag and drop)

Use chat prompts for editing operations

Generate captions, transcripts, and show notes

Get AI-suggested highlight moments

Add VFX animations that are context-aware

Use and create community templates

Access stock video/audio/image library

Render with GPU acceleration

The product is free during beta. We plan to charge $29/month for unlimited rendering once we exit beta, with a free tier for up to 3 exports per month.

Try It Out

We've removed signup barriers for HN—just visit loopdesk.ai and you can start editing immediately. We'd love feedback on the chat interface and workflow suggestions. Are the AI recommendations helpful or intrusive? What genres are we missing?

Demo video: https://www.youtube.com/watch?v=_03SpwgI8Ek

Would love to hear your thoughts on the approach, technical architecture, or UX decisions. What would make this more useful for your workflow?

Comments

billconan•4mo ago
can it work on very long video clips > 16gb? the browser tabs have a memory limit of 16 gb, in theory, any in browser video editor can't process video clips > 16gb?
hackerpi•4mo ago
the source file can be any size, a trimmed down version of the source is used for editing the video on the player. Once the changes are applied, the rendering happen on the actual source file. Only files less than 2GB are loaded directly, as Chrome has a 4GB per-tab memory limit.

The bigger challenge is in terms of length, as videos beyond 1 hr needs splitting at right intervals (sometimes split follows a trim down) and later stitching them back as splits could have missing pieces.