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Our TG group
$TOWERZ : Early ain't a crime.
Credit network for agent economy. Some chads are in, and thought it wise to call your attention to it. DYOR
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GB Research retweeted
Our potential application blueprint in 6 sections 🤔
—
1. What is your company going to make?
Zeno is a metacognitive intelligence model that predicts when forecasters fail. Instead of building another prediction model, Zeno analyzes panels of diverse forecasters (AI agents, human experts, and physical ensembles) to detect fragile consensus, issue advance failure warnings, and correct group forecasts across weather, energy, and markets.
—
2. What is new about what you make, and how is it different from existing solutions? 🧵👇:
The bottlenecks in AI are moving beyond the models.
We’re excited about startups building the hardware, infra, financial systems, and specialized software to bring AI into the real economy, from factories and data centers to government and space.
ycombinator.com/rfs
📌
Replying to @greenbackschool
There are YouTube videos about Python’s Requests library with millions of views!
Real utility. Massive developer interest. And $requests is still flying under the radar.
The market hasn’t connected the dots yet.
I don’t think enough people realize how far Requests reaches.
The Requests Observatory is now live on the official $requests website. Go check the “Project usage” section.
120 documented public projects, with explanations of how they use the Requests Python library and source links you can verify yourself.
A few examples:
• Microsoft Azure CLI
• Google Auth
• Meta Business SDK
• OpenAI tiktoken
• NVIDIA NeMo Speech
• Hugging Face Diffusers
• Coinbase Advanced Trade Python SDK
• Binance Python connectors
AI, cloud, developer tools, crypto. There’s a lot to explore here.
Click “How it uses Requests” on any project. You’ll see the specific functionality, what Requests does in that code, and the evidence behind it.
That level of detail matters. It lets everyone understand the library’s reach beyond just recognizing a company logo.
I’m bullish on $requests, and this is exactly the kind of research I want more people to spend time on.
Take a few minutes. Follow the sources. See how much software this library touches.
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requeststoken.org/observator…
CC
GB Research retweeted
We ran this exact contract ($126,210.50 touch by Oct 28, 2028 from ~$80.5k spot) across our multi-model panel + prediction markets:
- 4-Family Pool: 60.8% YES (@GrantCardone wins)
- Polymarket/Kalshi implied curve: 58.0%
- Zeno correlation-adjusted shade: 53.4%
@jason's "never" (~0%) is way off, so Cardone has the +EV side.
Still, Oct 2028 sits just ~6 mos after the Apr 2028 halving (vs 6.5-7.5 mo post-halving lags in 2016/2020/2024) with 1y vol down at 44%, giving Jason a ~40% live sweat if the breakout slips to Q1 2029.
Bitcoin will never break its all-time high again." — Jason Calacanis
Jason, I'll bet you $1,000,000 it will break its ATH. Here are the terms:
Bitcoin hits or exceeds $126,210.50 on or before October 28, 2028, 12PM PST
I’m happy to trust you to pay or if you prefer we can each escrow the dollars with independent party.
The bet is either settled when Bitcoin hits the ATH or on October 28, 2028.
@jason Do we have a bet?
GB Research retweeted
Kenneth Reitz, creator of Python's legendary requests library, was already talking about "the requests for OpenAl."
Now connect the dots. $requests has a story worth paying attention to.
My friend @jxnlco is making "the requests for openai" jxnl.github.io/instructor/
I think some of you might be underestimating who Kenneth Reitz actually is.
Since Kenneth is supporting a community coin, I decided to dig into his background a bit more.
For those unfamiliar, Kenneth Reitz is the original creator of Requests, one of the most widely used Python libraries in the world.
He started building Requests around 2010–2011, and it completely changed how Python developers interact with websites, APIs, and HTTP services.
Before Requests, even making a simple HTTP request in Python was unnecessarily complicated. Kenneth made the whole process much easier.
Look at the actual numbers.
Requests download stats:
• Last recorded day: 52.81 million downloads
• Last 7 days: 323.77 million downloads
• Last 30 days: ~1.29 billion downloads
And on GitHub:
• 54K+ stars
• 10K+ forks
• 4M+ repositories depending on Requests, according to its GitHub README.
That’s an insane level of adoption for an open-source library.
Kenneth contributions don’t stop there either.
He also created or worked on projects like Pipenv, httpbin, Records, Maya, and other Python developer tools.
He’s been building software for over 15 years. This isn’t someone who suddenly showed up during the AI or memecoin meta.
And here’s what I find interesting.
A developer with this kind of background is now engaging with a community coin.
The person behind Requests has a real track record, and that makes his involvement worth paying attention to.
Just sharing what I found. DYOR.
Requests Download Statistics:
pepy.tech/project/requests
pypistats.org/packages/reque…
Requests Official GitHub:
github.com/psf/requests
Kenneth Reitz Official Website:
kennethreitz.org
Pipenv:
github.com/pypa/pipenv
httpbin:
github.com/psf/httpbin
Requests Documentation:
requests.readthedocs.io/en/l…
CC
$REQUESTS | NFA,DYOR
Dev is a python master, goated.
10% locked 🔒
6ceuPfcE67PLs3Z6CbJpFpqNyAevVocP2zsDkbM1pump
$ZENO dev 🚢
GB Research retweeted
The Fragility of Agreement.
Learning from 8M+ forecasts.
3 / 6 pages of our initial research preview paper on recent developments and discoveries.
GB Research retweeted
HIDRANET AND HIDRAVPN DEV REPORT, OCTOBER 27
Repository: github.com/NeurexBK/HidraNet
Highlight of the day: HidraVPN has a second exit, in the Netherlands
The network now has two exits, in two countries and with two different providers, plus the entry. We set up the new server, published the official node list signed with it, and connected through the Netherlands for real. All of this is still testing: HidraVPN is not launched.
Commits of the day
9d0f90f (PR 26)
The Netherlands exit joins the official node list, signed offline. Along with it, we updated two libraries our automated audit flagged.
4 files, 23 lines added, 11 removed.
github.com/NeurexBK/HidraNet…
1471bbf (PR 27)
The guide for independent entry operators, and the node installer now takes the node's country and internal address range right at install time.
6 files, 449 lines added, 10 removed.
github.com/NeurexBK/HidraNet…
What we tested today
1. Buying passes with HNET inside the browser
Our new developer's first piece of work passed its acceptance test on a real Windows PC, with a real payment on the Solana network. The payment was credited to the account, a repeated confirmation did not credit twice, the passes arrived and the VPN connected with them. We have already sent the developer the changes to tidy up the purchase screen, which go in before we merge the code.
2. Connecting through the Netherlands
We connected through the new exit and checked it with a public leak test: IPv4 and IPv6 with a Dutch address, WebRTC clean and no leaks. Websites saw only the exit, never the PC.
3. Automated tests
On GitHub, every check green on both PRs: Linux, Windows, the end to end test of who can see what, the anonymity checks and the dependency audit. The node installer got new tests for the country and the address range, with 48 checks passing.
Where we moved forward
A guide for operators
We published the guide for anyone who wants to run a HidraVPN entry. It explains, with no fine print, what an entry does and does not do, what it costs, what the operator gets, and the setup step by step. The operator gets their name on their node and in the official list, a place among the Founding Operators on the site, 100 passes a month, their node monitored, stickers and a T shirt after three months and, for a company, its name as a network partner. Nothing financial. During the preview, independent operators run entries only, every candidate is checked first, and each operator can run at most two nodes. That way the network grows without anyone being able to fill the list alone.
Network monitoring, in final review
We are finishing an automated hourly check of the whole network: every node in the list, the signatures of the list and of the release manifest, the pass issuer and whether passes are on sale, and the expiry dates two weeks ahead. Any problem becomes an email alert, and the alert closes itself when the problem is gone. It runs outside our servers, so it keeps working even if one of them goes down. It has 72 automated tests and is going through an independent review before it goes into main.
Next days
Operator recruitment opens as soon as the monitoring is live. The guide promises that we tell an operator when their node goes down, and we only promise what already works.
What is still left
1. Put the monitoring live and open recruitment for entry operators.
2. Merge buying passes with HNET in the browser, with the developer's changes.
3. Sign and publish HidraVPN 0.1.1.
4. Code signing for the Windows programs.
5. The new browser release with the VPN page, which is the launch.
$ZENO still hugely discounted. Still take that as opportunity to load your bag. DYOR
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GB Research retweeted
Handsome lads.
Doxxed team, open sourced build in public.
Degens thinks it wouldn’t go to millions.
Data economy is worth billions and there is more awareness about data privacy than it ever was specially in defi.
That’s where solana:Aov3BtQvrGXM5V9oiHu8PKJWeV8a2rFnr24fwWcNpump comes it.
Private browser, mail, messenger and VPN.
The two people behind HidraNet.
What we've built so far: a browser with Tor built in, mail and chat that encrypt on your device, our own network engine in Rust, and HidraVPN in preview.
Same team, same vision, and we're just getting started. $HNET
$HNET dip is an opportunity buy IMO. We'll come this shortly
Aov3BtQvrGXM5V9oiHu8PKJWeV8a2rFnr24fwWcNpump




























