
Partner at CPV (fka @touchdown_vc) | @KauffmanFellows Class 30 | periodic Duke and New York sports rants are all my own.
Joined March 2012
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Jack Taylor retweeted
I feel like we have a professional football team for the first time in a decade.
Not saying playoffs or bust just that we look like an NFL team. Been a while.
Jack Taylor retweeted
Anthropic’s S-1 risk factors section will be like:
- Intense competition
- Government regulation
- KILLING 10% OF ALL HUMANS!!!
- Inability to secure more compute
- Stock market decline
- Litigation
"South Park" is changing its name to "South America" for Season 29.
“Inspired by the bravery and patriotism of Apple and Google, we are changing the name of South Park to SOUTH AMERICA. We especially want to thank our parent company Paramount -- a Skydance Capitulation," creators Trey Parker & Matt Stone said in a statement, trolling Trump for changing the name of Lake Ontario to Lake America (and Google and Apple for accepting it).
Season 29 premieres Sept. 16th at 10pm ET/PT on Comedy Central. Additional new episodes will premiere Sept. 30, Oct. 14, Oct. 28, Nov. 11 and Nov. 25.
variety.com/2026/tv/news/sou…
Jack Taylor retweeted
I've never worked on a deal in venture that didn't involve multiple people. Not just in supporting roles, but critical to getting the deal done and making the company successful. I don't think we recognize enough how much venture really is a team game.
Jack Taylor retweeted
Harvey is a great example of how American companies are building world-class specialized models: they took an open-source base (Kimi K3), post-trained it on legal data, and delivered state-of-the-art performance on legal benchmarks at a fraction of the cost of frontier models. Restrictions that kneecap open models would do nothing to stop Chinese labs from shipping the next Kimi. They would, however, cripple the ability of startups like Harvey to create high-performance, low-cost vertical models. Of course some of the closed labs would love this — it eliminates their competition.
Introducing Tenet, our first model post-trained for legal.
Tenet is a Kimi K3 base that we post-trained with @FireworksAI_HQ on a corpus of publicly available legal data, synthetic data, and human expert data simulating long-horizon legal work.
Training increases Tenet's all-pass rate by 82% on LAB and 22% on LAB Contracts relative to the Kimi K3 base model. It achieves state-of-the-art performance on LAB Contracts and places second on LAB.
These gains generalize to other leading agentic benchmarks including @mercor's Apex Agents - Corporate Law, @crosbylegal's Redline Bench, and @scale_AI's Professional Reasoning Bench.
Tenet is also optimized for token efficiency, operating at less than a fourth the cost of leading foundation models.
We additionally post-trained three specialist models for Tenet to use as subagents:
1) M&A Diligence: post-trained with @baseten on our LAB Diligence environment in an RLM harness, this model is optimized for high-scale, long-horizon tasks.
2) Review Tables: trained with @appliedcompute on our Review Table environment, this model is state-of-the-art and cost-effective at high-volume document review and structured data extraction.
3) Firm Knowledge: trained with @EngramLab on our synthetic law firm environment, this model is optimized to learn and search over a firm's knowledge via memory and structured notes.
More details on model training, environment design, benchmarking, results, and more in the article by @gabepereyra below.
What's next for Harvey’s research?
- Scaling LAB to more jurisdictions, practice areas and workflows
- Scaling compute to bring new generalist models and capabilities to Harvey
More to come soon.
Logging on to @DKSports only to find I can’t bet on my hometown in the @LittleLeague World Series
Jack Taylor retweeted
Happy National Connecticut Day, from the state that brought you:
Lobster rolls
Frisbees
Wiffle ball
Hamburgers
New Haven & Greek style pizza
The Basketball Capital of the World
Sewing machines
Ice-making machines
Can openers
Lollipops
Vacuums
Helicopters
Polaroid cameras
Pez
Jack Taylor retweeted
Today, we are announcing H1. H1 is a model developed by @HandoffAI that performs autonomous construction takeoffs at the level of a human estimator.
This is an incredible accomplishment for our team that has been in the works since we started the company in 2019. I also believe that this is a monumental step forward for the construction industry as a whole.
Why does this matter? Until now, reading a set of construction drawings and extracting a detailed understanding of how to build a project required a human. That is what a takeoff is.
H1 automates this process entirely, meaning that any construction drawing can now become machine-readable. With a single API call, you can accurately extract all of the characteristics of a building, including detailed material quantities down to every single stud and nail.
Combined with Handoff’s existing AI estimating models and live construction cost data, this also means that every construction drawing can become an accurate construction budget, with materials that can be purchased directly through our supplier partners in just a few clicks.
From the early days of Handoff, we said that we were codifying the language of buildings and developing an abstraction layer that would enable anyone to interact with construction blueprints as if they were structured data.
This is no longer a demo. H1 is available to thousands of construction companies on the Handoff platform, as well as at thousands of Pro Desk locations across every US state.
In addition to announcing our model, we’re publishing a research paper that describes how we built it. We’re also open-sourcing the benchmark we use to validate that Handoff outperforms every foundation model, as well as human estimators, on a set of permissioned construction blueprints.
If you are a construction supplier or an enterprise looking to integrate AI takeoffs into your systems, please don’t hesitate to reach out to me and we’ll set you up with access.
Let’s build something great.
Jack Taylor retweeted
I deeply resent that AI has forced me to eliminate em dashes from my writing for fear of signaling slop
Jack Taylor retweeted
Jalen Brunson,
First of His Name,
Breaker of Double Teams,
King of New York,
Most Valuable Player.
Jack Taylor retweeted
Cast of Laocoön and his Sons (Roman version of a lost Greek original), 100BC-50AD
Jack Taylor retweeted
City vibes are hard to explain right now. There’s a guy smoking a cigar and holding a broom and everyone is shaking his hand as if he’s an essential worker during the pandemic.



























