Agentic Extraction processes 27 invoices (34 pages) into 494 Snowflake rows in 73 seconds. The pipeline reads the batch and streams clean rows to the warehouse without manual keying. ADE on the DPT-3 model outputs Markdown with exact page locations for each element.
Key points
27 invoices, 34 pages parsed and extracted at once.
494 Snowflake rows generated in 73 seconds, 11.3× faster than the 829-second single-thread run.
Sources
GPT-6 Cyber launch scores 48.5% on ExploitGym
GPT-6 Cyber launched as a gated offensive-security model, scoring 48.5% on ExploitGym. OpenAI reports the model found 948 Linux exploits and 81 new Firefox vulnerabilities.
Key points
Score: 48.5% on ExploitGym (vs 32.1% for GPT-5.6 Cyber)
Results: 948 Linux exploits and 81 new Firefox vulnerabilities discovered
Sources
DeepSeek v4.1 Flash 3D retro TV built in 3h20m for under $1
DeepSeek v4.1 Flash was used to build a 3D retro TV in 3 hours 20 minutes for less than $1. The TV lets users flip through channels, most showing AI-generated videos, with one channel streaming live TV.
Key points
Build time: 3 h 20m
Cost: under $1
Sources
Deepgram Marketplace early access with 19 partners
Deepgram Marketplace early access is live, offering a catalog of voice AI partners and launching with 19 partners across 8 categories. The marketplace lets builders compare vetted voice AI partners in one place and use shared credits for partner products.
Key points
Launch date: 2026-11-04.
19 partners listed in 8 categories at launch.
Sources
- Original post
- Deepgram Marketplace: Voice AI’s open ecosystem - Linked page
GPT-6 Cyber announced, available to select Daybreak Red customers
GPT-6 Cyber is a new security-focused model that powers the Linux kernel research announced yesterday and is now being used by security teams at Mozilla, Palo Alto Networks, Calif, Cisco, and OpenAI. It is offered to select Daybreak Red customers with access expanding over time.
Key points
Powered the Linux kernel research announced yesterday.
Used by security teams at Mozilla, Palo Alto Networks, Calif, Cisco, and OpenAI.
Sources
- Original post
- openai.com - Linked in the post
Ari AI CFO now in meetings on Zoom, Google Meet, Teams
Ari, the AI CFO from arithecfo, answers calls in real time, runs numbers and flags issues. It is now available in Tana and works on Zoom, Google Meet and Teams. Built with blader and team.
Key points
Ari is the AI CFO from arithecfo.
Works on Zoom, Google Meet and Teams.
Sources
Sizzle launch – offers $1000 Hyperagent credits to 25 startups
Sizzle is an agent that creates demo videos by reading PRs, using the product, recreating the UI, and producing polished demos. It is now launching and seeking 25 startups, offering each $1000 in Hyperagent credits.
Key points
Launch: Sizzle agent that creates demo videos for everything you ship
Offer: $1000 in Hyperagent credits for each of 25 participating startups
Sources
Maple Usage – new stats view for credits and models
Maple Usage adds a view showing how many credits you’ve used, your pacing, and which models were used. It reports data for Chat, Work and API keys on all devices.
Key points
Usage view shows credit consumption.
Usage view lists models used across Chat, Work and API keys on every device.
