Founder of Pari Passu, research firm that provides all-encompassing coverage of the most consequential restructuring transactions. Join our free email list!

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Joined April 2022
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You know us as your creative asset toolkit. Now meet @_MonoDesk, a whole new app from our team, built to handle the boring bits of creative work. Less time on proposals, chasing approvals and sending invoices. More time on the creative side of your business.
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Sam Pasupalak
@spisallyouneedOct 19
Introducing SKY-001, the first Engineering World Model. On CAD and BIM tasks, it beats GPT-6 Astra and every frontier model we tested: -> 51-125x faster - > 150-210x cheaper -> Higher IOU than all frontier models SKY-001 lets you dream a physical object before you build it. 18 months of work. Built by the team out of Maluuba's deep learning lab (acq. by @MSRResearch). The first ‘AI General Engineer’ will be the backbone for Autonomous Manufacturing.
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Who gets to shape the future of AI? Today we're bringing together some of the biggest voices in open models, data, and agents to answer that question, including @rbren_dev of @OpenHandsDev, @zlxi02 of @inferact, @GerryFPatia of @boltdotnew, @vinaygo of @Amplitude_HQ and @latkins of @arcee_ai. The Open Intelligence Summit, co-hosted with @nvidia. Watch live, starting at 1 PM PT: Keynote: youtube.com/live/IhWSgZlVizQ Build: youtube.com/live/eN0TqmeBNhw Serve: youtube.com/live/fkT-MhcAm-4 Run: youtube.com/live/QMrY1xZ-xGg
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Introducing Voyager: the open harness for S-tier video, graphics and games. The Codex for creative work. Most AI tools are built for coding. Voyager is designed to get the best creative results from models like Opus, Astra and DeepSeek. It comes with free graphics, music and video editing tools - or, it can drive Blender, Resolve, After Effects, Ableton and 100+ others. Everything in this thread was made with Voyager. A few of our favorites:
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A Delaware bankruptcy judge has disqualified Herbert Smith Freehills Kramer as debtor counsel in the Omnis Pleasants Chapter 11, finding a conflict of interest after the firm previously represented TRAG and RG Energy, two entities tied to Tony Robbins, on cash collateral matters. Both entities now assert lender, lien and credit-bid rights against the plant. Kirkland & Ellis has replaced HSF Kramer as debtor counsel, and the sale timeline remains in place.
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Yesterday we previewed Griffin, a Human Interaction Model capable of seeing, hearing, sounding, and looking like a human does. There have been a lot of questions, so I wanted to take a moment to share our thoughts. By way of introduction: Tavus is a research lab focused on enabling machines to meet us where we are, and to understand the nuances of how we communicate beyond words. Griffin, our latest model, isn’t publicly available yet. Yesterday’s announcement was a limited research preview to demonstrate what the model is capable of. With AI progressing so quickly, we prefer to share breakthroughs openly and in real-time as we work on a safe public release. Face-to-face is how we evolutionarily communicate, it carries the most meaning and intent, and we want computers to be able to help with work that benefits from that emotional understanding, expression, and immersion. Some examples of the kinds of use cases we care deeply about: - A tutor that can build understanding of how a student learns, see exactly when there is confusion or disengagement, and adapt the lesson to fit them. - A health expert that can answer any questions about your upcoming appointment or prescription, at the pace you want, at any time you need, even on a weekend. - A language coach that you can practice speaking with, that can correct your movement and pronunciation, and help build confidence to have real conversations - Or the perfect assistant for everyone, that understands intent, knows how you work and remembers what matters. We’re working with partners on safeguards and systems for disclosure, as well as inviting discussions with officials around wider regulation and safe use. People will always know they’re interacting with AI, while providing an interface that removes the need to ‘speak computer’. We believe in a future where computers understand us well enough to make technology more accessible, more useful, and make us more capable as humans. That is the world we want to build, and we understand the responsibility to do so safely.
Introducing Griffin, the first model to pass the video Turing test. 48% of people who talked to it live thought it was a real human. Previous systems have had a pass rate <3%. It is #1 on NVIDIA's benchmark for full-duplex AI video. It’s the first Human Interaction Model (HIM).
Readers added context they thought people might want to know
The 48% figure and "video Turing test" claim are from Tavus's own study of 54 one-minute calls, not independently verified or using a standard protocol. Griffin-Lite leads NVIDIA's VideoFDB benchmark on their public leaderboard. cellcog.ai/blog/tavus-gri… research.nvidia.com/labs/amri/proj… tech-ish.com/2026/10/02/tav…
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Historically, a key co-op objective was to prevent non-pro rata treatment of creditors. However, over the past year or two, we have seen co-ops that, instead of prohibiting non-pro rata treatment, promote it through tiered structures. Medical Solutions stands as the first example of such structures. CDK Global has followed with a slight variation that achieves a similar goal Read below our Medical Solutions coverage
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Today we’re launching micro1’s PII transformation model, flow-transform 1.0, delivering frontier-level performance across detection, identity synthesis, and transformation of personally identifiable information. On PrivacyBench, our model reaches 96.0% F1, outperforming every detection baseline we tested, including Tonic Textual, Claude Opus 4.8, Sonnet 4.6, Microsoft Presidio, Haiku 4.5 and GLiNER2. Some of the most valuable training data for frontier AI models lives inside fully functioning companies. It captures years of real work across decisions, communications, tools, handoffs, exceptions and the relationships connecting them. The problem is that this data is also full of PII. Traditional redaction makes the data safe, but it also destroys the very workflows and relationships frontier models need to learn from. flow-transform 1.0 solves this by turning enterprise operational data into high-fidelity training data for frontier models by replacing real-world identities without flattening the reality the data captures.
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Medallia Medical Solutions Primer on Non-Subsidiary Dropdowns Advantage Solutions That's what Pari Passu subscribers will get over the next few weeks Sign up now: restructuringnewsletter.com/
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DigitalOcean Managed Agents is now in public preview. Run Claude Code, Codex, or your own LangGraph agent in a runtime environment that pauses when idle. Put its tools behind one governed endpoint, and pick from 75+ open and proprietary models. One cloud, one bill. Prompts to get started available in the blog: do.co/4ysh3it
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Introducing Codos: The first virtual Chief AI Officer. AI is crushing all benchmarks but real companies still struggle to see P&L impact. Codos interviews employees, deploys automations across all functions and gets smarter over time while running on your own servers. Our NASDAQ-listed and PE-backed customers are adding millions to their bottom line months ahead of schedule and we are proud of the first results we deliver. It’s time to turn the 500BN AI-transformation market into software and unlock the impact for the real economy.
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all of kalshi’s volume is inflated. parlays are 61% of their reported volume and it’s all fake yesterday they had $136M actually traded but they reported $1.91B $1 placed on a 14.1x parlay gets counted as $14.10 in volume 48% of their parlay volume are slips with 11+ legs (moonshots that never hit) i think they are doing this to fool investors
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Polymarket takes the lead at #1 in the App Store, right as the NFL & College Football season kicks off 👀
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The Hebbia team is shipping something big. Stay tuned for more updates soon…
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ANNOUNCING: The $2M bracket challenge. Free to enter. Submit a perfect bracket for the beautiful game & win $2 million cash.

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Praise from Nvidia's CEO and guidance on accelerating AI chip revenue drove Marvell to a 32% single-day surge and a new all-time high. $MRVL
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Powered by @hebbia
Centerview: Analyst work that would’ve taken 3 weeks now takes a couple hours.
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Snowflake beat earnings expectations as enterprise AI adoption drives higher data demand and the business expands margins, sending the stock surging. $SNOW
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Perps on Polymarket, available to the public soon.
Perps beta is now live on polymarket.com for select users. We’ll be rolling access out to more people over the next 4 weeks. Get ready.
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Hebbia is now in the Claude Marketplace. @AnthropicAI customers can apply their existing spend commitment toward Hebbia. Bring your firm's institutional knowledge into every deal and investment decision. Research, reports, slides, and models, all in one place, powered by Claude.
Claude
@claudeaiMay 27
New in the Claude Marketplace: @augmentcode, @boltdotnew, @coderabbitai, @hebbia, and @WeAreLegora. Apply your existing Anthropic spend commitment toward their Claude-powered products. Learn more: claude.com/platform/marketpl…
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