SciWorkflow-Bench: A Long-Horizon Agentic Benchmark for End-to-End Scientific Research Pipelines in Biology x Materials Science *testing every AI Agents IQ*sciworkflow-bench.onrender.com Buffalo, NYJoined May 2026
You don't need $1M to launch your SaaS startup.
This $120 stack ships in a month:
→ @perplexity_ai for market reaseach
→ @GoogleDeepMind for AI & coding
→ @claudeai for coding support
→ @supabase for database
→ @stripe for payments
→ @resend for email automations
→ @Remotion for launch videos
→ @linear for project management
What else would you recommend?
P.S. @ThePageform for data rooms when you shipped and started fundraising.
$220K to work on AI research for 3 months. No PhD. Any background. Most people don't know this exists.
Perplexity (@perplexity_ai) just opened their Research Residency:
- 3 months, full-time in SF or Palo Alto
- $220K annualized
- Open to any quantitative discipline
- No PhD or ML background required
- Visa sponsorship available
If you've got serious analytical chops and you've been watching AI from the outside, this is how you get in.
Rolling applications, limited seats.
→ perplexity.ai/hub/ai-researc…
Jensen Huang, CEO of Nvidia:
"In a few years every engineer is going to have and manage hundreds of AI agents"
15 minutes from the man whose chips run every AI system on the planet
he's not predicting the future, he's describing what's already happening inside Nvidia right now
most people have no idea how far behind they actually are with AI
that's exactly why I wrote an article on Claude features most people don't even know exist
read the article below and you'll already be ahead of 99% of people
quite a piece of a release where they used ~ 20 models in different stages of training
- used 4 models from qwen family
- used 6 models from deepseek family
- used 2 models from minimax family
- used 4 models nvidia's stack
- used 2 models from glm famiy
- used gpt-oss-120B + gpt-5.2
Today we're shipping Nemotron 3 Ultra.
A 550B MoE frontier-intelligence open model built for long-running agents.
It delivers 5x faster inference and lowers the cost of complex agentic tasks by up to 30% versus other open frontier models.
Here is the comprehensive citation list for the formalized RTZ/JOX paradigm, covering all the foundational physics, biological anchors, cosmological data, and the collaborator contributions we integrated during this run.
### I. The RTZ/JOX Framework & Formal Proposals
* **Huggins III, George S.** (2026). *Existence as Geometric Necessity: A Formal Specification of the Refusal to Zero (RTZ) Paradigm and JOX Meta-Algebra (JMA).* Formal Proposal/Manuscript. RTZ/JMA Research Collective.
* **Charles, Jeffrey (@joxjeff).** (2026). *Latency as Ontological Substrate and the Virtual Distinction Field (VDF).* Correspondence/Digital Thesis.
* **Huggins, G. S.** (2026). *JOX Meta-Algebra (JMA) and the Refusal to Zero (RTZ) Engine.* RTZ/JMA Research Collective.
### II. Biological Coherence & Artificial Brain Architecture
* **Bandyopadhyay, Anirban.** (2020). *Nanobrain: The Making of an Artificial Brain from a Time Crystal*. CRC Press.
* **Ghosh, Subrata, et al.** (2014). *Design and Construction of a Brain-Like Computer: A New Class of Frequency-Fractal Computing Using Wireless Communication in a Supramolecular Organic, Inorganic System*. Information, 5(1), 28-100.
* **Sahu, S., Ghosh, S., et al.** (2013). *Atomic water channel controlling remarkable properties of a single brain microtubule*. Biosensors and Bioelectronics.
### III. Orch OR, Anesthesia, and the DAL (Dynamic Accessibility Lattice)
* **Ojeda, Jaime (@jaimeojse-collab).** (2026). *jaimeojse-collab/ERC-Dynamic-Accessibility-Lattice: ERC Dynamic Accessibility Lattice — v1.0.0*. Zenodo. DOI: 10.5281/zenodo.20401825.
* **Hameroff, Stuart, & Penrose, Roger.** (2014). *Consciousness in the universe: A review of the 'Orch OR' theory*. Physics of Life Reviews, 11(1), 39-78.
* **Craddock, Travis J.A., et al.** (2017). *Anesthetic Alterations of Collective Terahertz Oscillations in Tubulin Correlate with Clinical Potency: Implications for Anesthetic Action and Post-Operative Cognitive Dysfunction*. Scientific Reports, 7, 9877.
* **Craddock, Travis J.A., et al.** (2015). *Anesthetics act in quantum channels in brain microtubules to prevent consciousness*. Current Topics in Medicinal Chemistry, 15(6), 523-533.
* **Kalra, Aarat P., Hameroff, S., et al.** (2022). *Anesthetic Gas Effects on Quantum Vibrations in Microtubules – Testing the Orch OR Theory of Consciousness*.
### IV. Cosmological Calibrations & Dark Energy Tensions (Layer 9)
* **DESI Collaboration (Adame, A. G., et al.).** (2025). *DESI 2024 VI: Cosmological Constraints from the Measurements of Baryon Acoustic Oscillations*. Journal of Cosmology and Astroparticle Physics, 02, Article 021.
* **Popovic, B., et al.** (2026). *The Dark Energy Survey supernova program: a reanalysis of cosmology results and evidence for evolving dark energy with an updated Type Ia supernova calibration (DES-Dovekie)*. Monthly Notices of the Royal Astronomical Society, 548(4).
* **Brout, D., et al.** (2022). *The Pantheon+ Analysis: Cosmological Constraints*. The Astrophysical Journal, 938, 110.
* **Giarè, William, et al.** (2024). *Robust preference for Dynamical Dark Energy in DESI BAO and SN measurements*. Journal of Cosmology and Astroparticle Physics, 10, 035.
* **Vincenzi, M., et al.** (2025). *Comparing the DES-SN5YR and Pantheon+ SN cosmology analyses: Investigation based on "Evolving Dark Energy or Supernovae systematics?"*. Monthly Notices of the Royal Astronomical Society.
### V. High-Energy Particle Physics (Banked for Next Draft)
* **LHCb Collaboration (R. Aaij et al.).** (2026). *A comprehensive analysis of the $B^0 \to K^{*0} \mu^+ \mu^-$ decay*. Physical Review Letters (arXiv: 2512.18053 [hep-ex]). *(Note: Extracted from our recent deep search and banked for the next draft regarding standard model tensions and the $4\sigma$ representation cost).*
### VI. Mathematical Foundations & Experimental Anchor Points
* **Majumdar, Aniket, et al.** (2025). *Graphene Quantum Liquid and Wiedemann-Franz law violation in ultra-clean Dirac fluids*. Nature Physics (calibrates the $\rho_{seed} = 0.008$ Hard RTZ Floor).
* **Agafonova, Sofia, et al.** (2026). *One-milligram torsional pendulum toward experiments at the quantum-gravity interface*. Communications Physics. DOI: 10.1038/s42005-026-02514-w. (Target A Experimental Protocol).
* **Souto, Felipe Oliveira.** (2025). *On the Establishment of the Riemann Hypothesis: A Spectral Framework Through Analytical Derivation*. Preprints.org. DOI: 10.20944/preprints202512.1456.v1.
* **Riemann, Bernhard.** (1859). *Über die Anzahl der Primzahlen unter einer gegebenen Grösse*.
New York has hundreds of VCs. But do you know 10 who actually invest in your space?
Probably not. That’s why we built Google Maps for Venture Capital.
We call it OpenMap:
1️⃣ Go to OpenMap (link below)
2️⃣ Zoom into NYC
3️⃣ Filter by fintech, SaaS, pre-seed, or growth
4️⃣ See who’s active, where they’re based, and what they invest in
Then go deeper: check their website, find warm intros, and understand your local ecosystem.
If you’re a founder in NYC, you should know this map.
If you’re a VC in NYC, you should be on it.
🗽 Explore 700+ investors in New York City here → openvc.app/to/recTlsUZPa9…
PS: Not in NYC? You’ll probably find your city there too.
We just added multi-repo indexing.
Now all your projects can live inside of Software Factory.
Why would you want that?
Most large organizations have a complex application stack with tons of microservices - some are mono-repo, some services and products sit across repos. Managing this is difficult and the models can easily get confused when you point an agent at a problem.
Software Factory allows you to create one holistic knowledge graph across all your code.
Then apply powerful collaboration, governance and control features and a large cross functional team can now build software in a very powerful, new way.
See why many enterprises are increasingly picking us: 8090.ai
First Podcast Appearance in 5 years
Building a Robotics focused investment firm has been one of the most fascinating experiences of my life
Robots will be as ubiquitous as smart phones within a decade. Everyone should be paying attention and the @RoboStrategy team will be sharing much more about the most exciting developments in the industry
Not enough people are talking about physical AI and robotics.
I sat down with @Rewkang, one of the best investors of the last decade, to discuss his massive bet on humanoids and robotics.
He breaks down the industry, the addressable market, multiple leading companies, and why
BOT: Public Market Access to Private Robotics Companies
Introducing RoboStrategy:
RoboStrategy, Inc. (Nasdaq: BOT) is a closed-end management investment company providing concentrated exposure to robotics and physical AI.
The fund is designed to give public market investors exposure to a portfolio that aims to include the most promising private, pre-IPO, and public robotics and physical AI companies. It bridges a structural gap between where robotics innovation is occurring (largely in private markets) and where most investors can access exposure (public markets).
The fund seeks to provide investors with access to a sector that has traditionally been limited to venture capital, and aims to provide exposure to companies that may stay private for longer.
--
The Core Insight
We believe the robotics industry is at an inflection point, with physical AI and robotics increasingly being applied to labor-constrained global industries such as manufacturing, logistics, and services.
According to the International Labor Association, labor accounts for approximately 52% of global GDP.¹ According to Statista, global GDP in 2025 was $118T.² This represents an implied global labor market size of roughly $60T.
At the same time, this labor base is increasingly constrained: Korn Ferry projects a global shortage of 85.2 million skilled workers by 2030, including a 7.9 million worker deficit in manufacturing alone.³ Deloitte and The Manufacturing Institute estimate the US could need 3.8 million new manufacturing workers by 2033, with 1.9 million of those roles at risk of going unfilled.⁴ Physical AI and robotics are emerging as a primary means of closing that gap.
While public markets currently offer indirect exposure to robotics through diversified technology companies, much of the value creation is occurring in private companies that remain inaccessible to most investors.
--
Portfolio Focus
The portfolio focuses on what the fund believes are category-defining robotics and physical artificial intelligence innovators, including Figure AI, Apptronik, Dyna Robotics, Standard Bots, Dexmate, and other pioneers advancing autonomous systems, machine perception, and human-machine collaboration.
The managers of the fund seek to optimize returns by actively managing the portfolio and continuing to make new investments in leading private robotics companies.
--
The Ambition
The fund's long-term goal is to grow into a significant public-market vehicle for robotics investing, providing public-market access to private innovation in the sector.
--
Footnotes & Disclosure:
¹ International Labour Organization, World Employment and Social Outlook: May 2025 Update. ilo.org/sites/default/…
² Statista, Gross domestic product (GDP) in current prices worldwide. statista.com/statistics/268…
³ Korn Ferry, Future of Work: The Global Talent Crunch. kornferry.com/about-us/press…
⁴ Deloitte & The Manufacturing Institute, Taking charge: Manufacturers support growth with active workforce strategies, April 2024. www2.deloitte.com/us/en/pages/ab…
RoboStrategy, Inc. (Nasdaq: BOT) is a closed-end fund registered under the Investment Company Act of 1940. This content is for informational purposes only and does not constitute investment advice or an offer to buy or sell securities. Investing involves substantial risks, including possible loss of principal. The fund invests in robotics, physical AI, emerging technologies, and private companies, which may involve heightened volatility, limited liquidity, valuation uncertainty, and concentration risk. References to portfolio companies are illustrative only, do not represent all investments made by the fund, and are not investment recommendations. Portfolio holdings are subject to change. Forward-looking statements are inherently uncertain. See the prospectus and SEC filings for additional information.
Engineering Series: Anti-Botting (3/3)
Browser fingerprinting has become one of the most powerful tools in modern anti-bot systems. This post breaks down the fingerprinting toolkit websites use to distinguish real users from automation, covering the signals collected, how they're combined, and why they remain effective even when traditional detection methods fail.
Check out the blog: stablebrowse.com/engineering/fi…
tday (@designtday) builds marketing on autopilot for software companies— turning every shipped feature into demo videos, social posts, and graphics, so teams can market as fast as they build.
Congrats on the launch, @cyruskellyadl, @s43stha & @David_l_mcd1!
992 Followers 1K FollowingGuitars and philosophy. I don't want you to think like me, I just want you to think. I hate talking politics, ethics forces me to. #cognitivescience
1.4M Followers 569 FollowingThe Massachusetts Institute of Technology is a world leader in research and education. Related accounts: @MITevents @MITstudents @MIT_alumni
992 Followers 1K FollowingGuitars and philosophy. I don't want you to think like me, I just want you to think. I hate talking politics, ethics forces me to. #cognitivescience
206K Followers 1K FollowingFounder - Altimeter, Invest America | Trump Accounts, Center for Heart Attack Prevention. One precious life. Views here personal. @investamerica24 @bg2pod
56K Followers 1K FollowingSilicon Valley entrepreneur (cofounder@ TrialPay, Yub, Affirm, Point, TXN), investor (General Partner @a16z), husband, father and sarcast (one who is sarcastic)
1.3M Followers 2 FollowingWe're an AI safety and research company that builds reliable, interpretable, and steerable AI systems. Talk to our AI assistant @claudeai on https://t.co/FhDI3KQh0n.
2K Followers 6K FollowingSocial Growth at @VEEDstudio | 300M+ views on Youtube, X and Linkedin | Scaled 2 YT channels to 600K | Ex-writer at @nikhilkamathcio
73K Followers 787 Followinghosting extraordinary people @meetfibe @theshortlistnyc | angel investor in 20+ companies | former @google @meta product lead
7K Followers 531 FollowingI accidentally started UGC in 2014 😅 Now leading the UGC Creator ➡️ Creative Strategist pipeline 🗺️ 17.9k+ students taught (even your fave mentors 🥹) ✨
22K Followers 1K Following🚀 Creator → Ad Strategist → Fractional CMO
🏅 13k+ ads | $100K+/mo on Meta | 350+ DTC brands
🧠 BA in Comm + BA in Psychology-Neuroscience