an eval i want: tell an agent to use Redis. halfway through, switch to an in-process cache.
then check the code, tests, docs and deploy config for Redis leftovers.
can it actually get over its first idea?
agent memory needs a “when this worked” field.
in a new study, an agent learned to ask when tool inputs were missing, then to act when they were all present.
its old memories stayed. but similar-looking requests retrieved advice from the other workflow. its accuracy gain over the starting agent on missing-input tasks shrank from 12.5 to 4.5 percentage points.
I'd evaluate memory with paired requests: same tools, same goal, one required input missing. does it know when to ask and when to act?
arxiv.org/abs/2610.25858
an AI put Big Ben in a reservoir.
Boris Starkov’s check for tiny.london:
map says water + 3D render is empty + AI draws a building → inspect.
He kept this one as an Easter egg. London has an off-site backup now.
tiny.london/how/
the first purchase is a late time to start personalizing.
we just launched Prospect Enrichment at OuterSignal: see who’s behind an email and whether they resemble your best customers.
a nurse and a retiree don’t have to get the same welcome email.
live today.
gave clairic a fictional dinner group chat.
8pm, 6 people. sam: estimated 15 min late.
bill: $210, flagged at 9% confidence.
should be $252 with tip. someone still owes the waiter $42.
blog.cloudflare.com/clairic-…
the new jev image model finally ships what jian yang promised erlich: shazam for food.
hotdog. not hotdog.
seefood is real.
Harrison retweeted
Introducing Verified by @getoutersignal : a new way to add social proof to your site and increase conversion.
Verified lets you spotlight the notable customers already buying from you. Pro athletes. Doctors. Founders. Beauty pros. Whatever crowd matters most to your brand, if they're buying from you, you can now show it right on your product page, at the moment a shopper is deciding.
Social proof is one of the most powerful ways to drive conversion, but it's gone stale. Everyone runs the same playbook: reviews, creator videos, endorsements.
This is something entirely new.
We've been quietly testing Verified with a few partner brands and are already seeing incredible lift.
The Verified badge is now available for all OuterSignal customers.
Give it a try and let us know what you think!
A creator with 400K followers ordered from your store last month.
Did anyone on your team notice?
Today we're launching the Influencers Board in @getoutersignal. It shows every customer with a real following on Instagram, TikTok, YouTube, or X, next to what they bought and what they spent.
It gives your influencer team one home base. You can:
→ See every creator who has bought from your brand
→ Filter by platform and follower count
→ View their content inside OuterSignal
→ Favorite creators and leave notes for your team
→ Move them through statuses in a Board, List, or Calendar view
→ Write and send personalized outreach without leaving OuterSignal (rolling out in beta)
The Influencers Board is included on every OuterSignal plan, free included.
Your next partnership might already be in your order history. Go find it...
Yeet yeet
OuterSignal’s @noahsfriedman thinks the last decade of “personalization” failed because it wasn’t very personal in the first place.
“You bought this, you might like that. It has no context on who you actually are as a person.”
“That’s really been the failed promise of personalization for the last decade.”
“It’s all based on Jordi clicked on this ad, or he came in through this landing page, and he bought this product.”
“And the outcome of that, whether it’s an agent recommending it or the brand on email or just the landing page, is that it feels highly impersonal.”
“The next layer, the next frontier, and the one that we’re ushering in, is to say, like, ‘Who the hell is Jordi?’”
“Did he just post on his Instagram last week that he got a new Ferrari? That’s really important context for me to know.”
We raised $22M 🎉
OuterSignal just announced our Series A, co-led by Long Journey and Abstract Ventures
What we do: Every order has a real person behind it, and we figure out who. Sounds simple. It's not.
Best part of working here has been the pace and the problems we get to work on. Last week we were debating which model to use for part of our research engine. Then Jev came out, then Luna, Opus 5.5, Sol 6.1. Who knows what drops tomorrow.
We're having a ton of fun, and hopefully making a lot of money along the way.
Huge shoutout to Zach Zelner and Noah Sanborn Friedman, and the rest of the team. This is day one.
We're hiring engineers + other roles. If that sounds like you (or someone you know), comment or dm me 👇
outersignal.com/careers
🤖 Made with AI
Let's go team! Series A is here! Everyone checkout the video it's awesome.
Thrilled to announce @getOuterSignal has raised a $22M Series A.
A year ago, @zachzelner and I saw an opportunity to revolutionize personalization. We spun out a tool he’d built into a company, and got to work. In the time since, we’ve gone from a few early customers to thousands, from 2 team members to 25, and created an entirely new frontier for how businesses can understand and market to their customers.
Our team has built a robust platform, trained internal models, conducted industry-leading research, and onboarded thousands of companies we’re proud to work with.
So, this raise is meant for one thing only: to keep shipping, faster than ever, the very best products for the consumer businesses we power.
Ecom, hospitality, mobile apps and beyond: OuterSignal is here to supercharge the way companies connect with consumers.
As founders, we’re humbled, grateful, and truly just getting started.
Try us for free at OuterSignal.com.
And if you’re an A-player ready to work on something ambitious and enduring, we want to meet you. DM’s open.
Onward 🚀
xitter.cf/Tylt_ai/status/2097069…
Pivetta definitely looked shaky out there on his 1st start after injury 💀but cash McGreevy 4!
On to Burns and Lopez to follow up for the day! 2-3
#Gambling𝕏 #SportsPicks #SportBetting #parlaylpicks #ai #playerprojections #playerprops #mlbpicks
So far from the best value per ai list;
Ryan smacked it out the park with 7k in 4 frames 😱 No good on cantillo and Melton with the 🪝☠️
1-2 so far but will late slate pitchers come through? Stay tuned 🧐 on Tylt
#Gambling𝕏 #SportBetting #ai #mlbpicks #parlaypicks #playerprops
So far from the best value per ai list;
Ryan smacked it out the park with 7k in 4 frames 😱 No good on cantillo and Melton with the 🪝☠️
1-2 so far but will late slate pitchers come through? Stay tuned 🧐 on Tylt
#Gambling𝕏 #SportBetting #ai #mlbpicks #parlaypicks #playerprops
Thats our goat 🐐👑
Books mispriced on Luzardo and we come out with the ladder win!
Wish I sprinkled 11 but win nonetheless! 💰🔥
#Gambling𝕏 #Sportpicks #Sportbetting #ai #parlaypicks #mlbpicks #playerprojections
Hope everyone had a great week 🙏
As personal bettor, I do enjoy ladders and way you can use Tylt is to compare Ai’s percentage to book’s odd to see if you are buying the odds at your favor (clv bet)
#Gambling𝕏 #Sportbetting #ai #mlbpicks #parlay #ParlayPicks
Day is not over yet but here is the count of the day so far!
The favorites vs market all did go over!
On the under just Kyle harrison as Gavin n Gage went off today yikes 😱
4-2 on edges with 2 left in last game!
#Gambling𝕏 #sportbetting #ai #strikeouts #sportgambling
And Braxton to 9k!! 🔥🔥🔥 But no bueno on Kay ☠️😭😭😭
Tomorrow looks like trap day with only single pitcher showing value 🧐
Find it out on Tylt!
#Gambling𝕏 #Sportbetting #ParlayPicks #ai #mlbpicks #strikeouts #SportsGambling
The strong ai pick was on Braxton 6k and Kay 4k maybe 5 on him, let see how this pans out 😶
#mlb #strikeouts #mlbpicks #sportbetting #parlays #Gambling𝕏
This was our modrl ai’s favorite pick of the day yesterday! Absolute gem in Jared Jones and best Clv value 🔥
#Gambling𝕏 #SportsGambling #mlbpicks #ai #strikeouts #parlays
The strong ai pick was on Braxton 6k and Kay 4k maybe 5 on him, let see how this pans out 😶
#mlb #strikeouts #mlbpicks #sportbetting #parlays #Gambling𝕏


























