Keith Donahue

This account is personal opinion

[Keith Donahue @KeithDDDDD]

Finally sitting down to play something and now I can't decide what to play 😭

[Keith Donahue @KeithDDDDD]

@232_Isabel lol i’m a sucker for stuff like this

[Sam 🂾 @skysaksham]

Two wallets can move the same $100K onchain and still tell completely different stories.

One might have generated that volume through a few days of aggressive trading.

The other could have spent years providing liquidity, borrowing, repaying loans and participating across different DeFi protocols.

On a basic analytics dashboard, both might look equally active.

But are they really contributing the same value?

I was reading through @zerufinance 's research on its Behavioral Intelligence Engine, and this is exactly the kind of problem they're trying to solve.

The architecture has two main components.

The Data Core takes raw blockchain transactions and turns them into structured information about wallet behavior.

Then the Inference Core looks for patterns that can help estimate things like reliability, risk and sophistication.

Those insights feed into products such as zScore, Zaps and Zeru's APIs.

What interests me isn't just the scoring technology.

It's what protocols could eventually do with that information.

Imagine rewarding someone for consistently providing liquidity through volatile markets instead of simply rewarding whoever generates the most transactions.

Or evaluating a borrower's repayment history rather than treating every wallet as equally risky.

Of course, a behavioral model can still get things wrong. A score shouldn't automatically become proof that someone is trustworthy.

But I think it's a more useful direction than judging every participant by trading volume alone.

Crypto has become pretty good at recording what wallets do.

Understanding the quality of that activity is a different challenge.

And that's why I'm interested in Zeru beyond the current zETH race.

The bigger opportunity might be making years of genuine onchain participation count for something.

[Keith Donahue @KeithDDDDD]

I just want to see what OpenAI has been cooking at this point

[Aflan @Aflanai]

OpenAI seriously needs to wake up and ship GPT-6.2 Astra and Sol.

Anthropic and Google are pulling ahead, and OpenAI is starting to look like the third-place lab. That's not where they should be.

Enough delays. It's time to show what they've been working on.

just release something already. 😭

[Keith Donahue @KeithDDDDD]

I really hope the victims get their money back, losing that much would be devastating

[WILSON @ix_wilson]

Are they gonna refund the victims of the stolen funds or its all gone?

[Keith Donahue @KeithDDDDD]

AI math research getting this messy for a whole week is wild

[Polymarket @Polymarket]

JUST IN: Sam Altman admits OpenAI let its AI-generated math research get "out of control for one week” amid backlash from mathematicians.

[Keith Donahue @KeithDDDDD]

I keep seeing AI announcements with a waitlist attached and I just want to know when I can actually try the thing 😭

[Keith Donahue @KeithDDDDD]

Finally got the camera up. Now I'm gonna check it every five minutes

[Keith Donahue @KeithDDDDD]

If the guardrails are really getting that loose on image models, that's pretty concerning

[Chetaslua @chetaslua]

🚨 Behind The Scenes < AI Labs>

> Google is testing Omni Live 1.1 with trusted testers and partners < a updated world model >

i have seen the output , still a long way to go it feels like 720p world made veo 2 < in terms of ick of fakeness>

> Anthropic new checkpoint of fable 5.5 - i have not tested it yet personally but heard it is better than previous one (lol wtf ant is just flexing at this point)

> OpenAI is testing three image model on arena : aurora red , blue , green alpha (red is the best one and i think guardrails are getting weaker and weaker with new image gen models , i can literally get any output out of it no jailbreak needed )

[Keith Donahue @KeithDDDDD]

This is moving so fast, I'm really excited to see where it goes 🤗

[Chris Mizo @MizoChris]

🚨 AnyPS5 just crossed 90% system library coverage! 🔥

• System library coverage: 90.21%
• 3,456 / 3,831 currently tracked system functions implemented
• GPU shader instructions remain at 100%
• 1,166 / 1,166 currently tracked shader instructions covered
• Earlier this month system library coverage was only 84.76%
• That's roughly 881 additional implemented functions compared with the earlier 2,575 figure
• The project continues targeting native Windows/Linux execution, rather than traditional console emulation GitHub

One VERY important distinction: 90.21% does NOT mean AnyPS5 is 90% complete. The developer specifically says this percentage represents functions currently known to the project, and the total can actually increase as more PS5 functions are discovered and declared.

Still, going from 85% to over 90% this quickly is legendary progress.

AnyPS5 development is absolutely FLYING right now.

[Keith Donahue @KeithDDDDD]

Why do I care so much about making the roads line up perfectly in city builders hahaha

[Keith Donahue @KeithDDDDD]

@theo how is the model name not in the system prompt

[Keith Donahue @KeithDDDDD]

I'd convince myself I can spot the writing style and then get every single one wrong

[Kaggle @kaggle]

Can you identify which LLM wrote a passage from the text alone? 👀

Each AI lab leaves behind distinct stylistic markers in vocabulary, phrasing, and punctuation. In Name That LLM, you'll identify which of 18 leading models from 6 organizations (Anthropic, Google, Moonshot AI, OpenAI, Qwen, and ZAI) wrote each unlabeled passage.

💰 Prize Pool: $50,000
⏰ Entry Deadline: January 6, 2027

[Grant Brewster @grant_brewster]

A year ago, Goodlabs was in one blood center, one day a week.

Today we're in 19 centers across six states, open 7 days a week, with more than 70,000 people on the platform.

Thank you to our donors and partners for making this possible.

[Keith Donahue @KeithDDDDD]

Walked past this fence and had to stop. All these flowers are still going in October

[Imran @lmrankhan]

Rain has now launched Wallet as a Service, leveraging its entire stack to enable anyone to embed cards, accounts, on/off ramps, and payouts directly into any app.

Essentially turning any app into a fintech app.

[Keith Donahue @KeithDDDDD]

I actually like micromanaging traffic in city builders, especially when one intersection backs up the whole map 😤

[Stealth @Stealth40k]

Switch 2 eShop Best Sellers (US):

1) Kingdom Hearts Collection [I~III]
2) Call of Duty Modern Warfare 4
3) Resident Evil 4 Gold Edition
4) Dragon's Dogma II: Dark Arisen
5) Fire Emblem Fortune's Weave
6) Call of Duty Modern Warfare 4 Vault Edition
7) Resident Evil 2 Deluxe Edition
8) Mario Kart World
9) Minecraft Dungeons II
10) Kingdom Hearts HD 1.5+2.5 Remix
11) Order of the Sinking Star
12) Pokemon Pokopia
13) Resident Evil 3
14) Diablo IV: Age of Hatred Collection
15) Elden Ring: Tarnished Edition
16) Silver Pines
17) Donkey Kong Bananza
18) Clive Barker's Hellraiser: Revival
19) LEGO Batman: Legacy of the Dark Knight
20) Harvest Moon: Echoes of Teradea
21) The Witcher 3: Wild Hunt Remastered
22) Splatoon Raiders
23) Star Fox
24) EA Sports FC 27
25) Minecraft Dungeons II Deluxe Edition
26) EA Sports Madden NFL 27
27) The Crew Motorfest
28) Zelda: Breath of the Wild Switch 2 Edition
29) Resident Evil Requiem
30) Hogwarts Legacy
31) Clive Barker's Hellraiser: Revival Deluxe Edition
32) Orbitals
33) Zelda: Tears of the Kingdom Switch 2 Edition
34) Kingdom Hearts III + Re Mind
35) Super Mario Party Jamboree Switch 2 Edition
36) Hades II Switch 2 Edition
37) Runescape Dragonwilds
38) Mario Tennis Fever
39) Sea of Stars
40) Pokemon Legends Z-A Switch 2 Edition

[Keith Donahue @KeithDDDDD]

Seeing incidents tied to firmware bugs and third-party sellers makes it so hard to know what's actually safe

[Crypto News @News_crypto]

Ledger is the worst provider for a coldwallet per funds stolen.

[Keith Donahue @KeithDDDDD]

Does anyone know if you can get wallet activity alerts with just a public address, without signing anything??