For anyone collecting Avios, be sure to use the Avios app to maximise your points. Add your cards so you can collect on both debit and credit cards, even if they aren't Avios cards. The Revolut Avios points option is also quite good, with instant redemption. I managed to earn 11,000 points in one month without flying or using an Avios credit card, simply by using my debit card and the Avios app to accumulate points.
This is not a HACK! This is just applying a little common sense to the points game. 11k points, from only debit card spend.
Lady Barbara |Founder & Data Scientist retweeted
a lot of startups that will survive the coming years will be data based
if you hold the data, individuals can't vibe code something to replace it themselves
Turning all my socials private. The way people have direct access to me is scary. How can you find me on Instagram, TikTok, LinkedIn all from my Twitter post. Scary stuff.
I need a repository of trusted independent consultants that I can work with in my sector and outside. Everytime I am pulling a SOW for a client I have no interest working with recruiters, I want to hire consultants directly.
Cut out the middle men, but because I only know a handful of trusted consultants who often times are booked and busy it becomes an industry in itself. I write a lot about building my consultant collective but I guess it’s time I actually create a platform for us because I need verified good people I can pull on projects at short notice.
Crazy!
UK spent £1.1 trillion more on benefits than infrastructure since 2006, as Burnham urged to get a grip on welfare bill lbc.co.uk/article/uk-benefit…
Lady Barbara |Founder & Data Scientist retweeted
The best Software Engineers in the US right now are telling you they don’t review code and have 10, 20, 30 agents running at once
Meanwhile your British 40+ middle manager drops in to standup a couple times a month “yeah I’ve tried AI, not that great would never pay for it”
Lady Barbara |Founder & Data Scientist retweeted
Data Entry Specialist
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Lady Barbara |Founder & Data Scientist retweeted
Attempted Crypto scam! Bit of a long post (sorry about that)
So, I had a phone call on Friday from DCI Thomas Gray at the North Yorkshire Police, he proceeded to tell me that I had been part of a huge Identity fraud scheme and my ID etc had been cloned along with 1000’s of others
He gave me a crime reference number and said this would be emailed to me along with his warrant number etc, this email came through but had Met police branding on it (image below)
He went on to tell me that they had arrested one of the individuals involved but said I was still at a huge financial risk as apparently, they had peoples account details etc including details of crypto exchanges
He started to read off a list of crypto exchanges they had listed (all the main usual ones) but pronounced some of them wrong (slightly concerning as he told me he deals with Crypto fraud and scams often)
He then told me the individuals name that had been arrested. It was the name of an individual I has worked with 5+ years ago (clearly random chance). I told him this as it may have been some use etc, but he glossed over the fact and seemed shocked I would even mention it
He told me he would transfer me to his superior officer as there was some details of the case he wanted to go through with me. I then get transferred to this new Police officer, who goes over these same details again and goes through ways to help improve personal protection with your accounts etc.
Then he starts asking if I have any Crypto accounts and which ones, and what level of account balance I have as this will determine the level of financial risk I may be exposed to.
I wasn’t going to give this information as it was nothing to do with them and it wouldn’t affect their case. He said if I have any further questions they could arrange an appointment at my local station.
I declined and that’s how it was left, they would call me back if anything further had happened (His job was clearly there to reassure me and to make this feel legitimate)
Within 5 mins of this call, I then get a call from a man saying he is part of the Security Team at Crypto . com
Well, this is when it started going downhill for them, Crypto . com aren’t going to call me.
He told me the crime reference number to prove he had just spoken to the police, after a bit of his waffle, I asked him for my anti phishing code. He was completely thrown and had no clue what it was (you would think the security team would know what this term meant)
I then get an email with a verification code (as if someone was trying to access my account) and he told me to verify the email was real by going to Crypto . com’s verify page.
This would prove the email was real, what I’m guessing he failed to realise was, you can also check phone numbers! Lo and behold his number was not one of theirs! I kept him on the call for a few more minutes to waste his time before hanging up.
I then phoned North Yorkshire police to find out about the original number as after a quick look online it was coming up as one of theirs.
Turns out they were spoofing an actual police officers’ number, and the front desk were dealing with lots of the same calls! They have no record of any Thomas Gray working there and the crime reference number and warrant number were a load of crap
Scams aren’t always easy to spot! So please be careful
People do want to try and steal your money! We all work hard enough to earn it and want to do what’s best to maximise it, so always do your best to protect it!
Always use 2FA! Do NOT give anyone details about your account! You can always verify it’s the actual police by calling 101 and going through to their station. Always go through the official website to get the contact number, do not call them back!
Here’s a link about how to protect yourself from online scams: takefive-stopfraud.org.uk/pr…
There’s big gap between great technology & solving people’s pain points. A lot of founders struggle with this. You have to describe one specific way you can solve a user’s problem. Agents “automate everything” its too broad of a concept, requires setting up & steep learning curve
Hot take… isn’t it kinda crazy that nobody is really using AI Agents? I don’t mean software engineers or AI early adopters. I mean “college friends talking about it in group chat,” the feeling you got when everyone started using Instagram or TikTok.
These frontier AI models are *insane* (as are the harnesses & tool calls & the like). And every large tech co has an AI agents platform, not to mention all the YC startups doing vertical agents. Yet all of your friends and family outside of tech — who spend all day staring at their iPhones and get paid to work in browser tabs — don’t really care or find themselves using any AI agents yet.
Yes ChatGPT, Claude, etc. are extremely popular… but if you look at the engagement data the vast majority of people are still using these aI chat tools like a glorified Google + Grammarly. That’s why the AGI labs are all pushing desktop apps for Codex, Cowork, etc. so hard to non-technical ppl. And yes exceptions for lawyers and customer service but even those have some asterisks and exceptions to rule.
Look I’m not saying the ChatGPT moment for AI Agents is not coming… it most definitely is! Remember we pivoted from Arc to Dia precisely because we believe computing is going to be radically reimagined around these AI primitives. No doubt. But that’s my point: it’s just so surprising it hasn’t happened yet because all of the tech you’d need is there.
Again if you stop for a second and think about it… for all the press and money and hype and models and crazy ARR numbers… this “AI Agent” moment does not *feel* like the other breakthrough tech moments we’ve lived through (e.g. think the shift to Stories via Snapchat & Instagram, or shift to on-demand via Uber/Airbnb/Doordash).
Which is a long way of saying: if you can figure out the answer to “why” most people don’t care about AI agents yet (and have no enduring interest in using them) — especially since the models and harnesses are here and ready — the answer to that question will allow you to capture a lot of marketshare and make a lot of money in 2027.
Theoretically, the tech is ready for AI Agents to totally transform how we work and live our lives… but alas the general public dgaf… that’s the generational puzzle to solve for the next 12 months for anyone not working on the models themselves.
What do we expect?
Britain ‘becoming incubator nation’ of firms that flee London bit.ly/4ySMiDl
Need to caveat this guys. I started my journey in a time where it was cool to hire women, and also it so cool to be in tech. Also helps that I had a consulting background. People love consultants 😭
Sainsbury’s. Manager was so rude to me and I was on the 4am start to pack the trolleys for online shoppers. I left by 6am. Shift was meant to end at 9am. Sainsbury’s had me blacklisted 😅😭. But I was only 19 at the time….
Second time I was 25ish I was hired as a performance analyst, 5hrs to my first day I knew I had made a mistake. Caught up with my manager who said I should give it till Wednesday. I did, felt the same and they said give it till Friday? By Thursday i sent my formal resignation letter via email and left to everyone’s suprised. Back when we had to be on the office 5 days a week.
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Currently having a conversation with one of my customers. We are implementing an ERP which is so clunky and we are no where from being complete 2+ years. So devs are designing and proposing we stick to developing our own. They currently have a self build ERP which is on its last legs and when you think about it, might well do the same thing just faster with AI. I am struggling to see the value in doing this unless you have a huge SWE team behind you which they do.
I work in this space.
The question of “buy vs. build” has been around forever.
For some non-mission critical system, you can build it yourself and be pretty sure that these will stand the test of time as long as there is a good set of documentation.
But, for anything that is mission critical, requires 99.99% up time and increasingky frequent amounts of updates for security, compatibility, regulation etc, you are always better off buying.
The unsexy side of software is what people don’t see, but that is what makes it reliable and robust such that you can let it be mission critical over the long-term.
And what happens if you build a mission critical system and the team or individuals who have built it leave?
Unless these businesses want a software business inside of them (they don’t) then this doesn’t add up.
Plus, we’re in a world where you probably don’t need a UI or a front end anymore, so build your own one and connect to any number of MCP’s/API’s in the thing you’re building. The back end is reliable and robust, the front end is whatever you want it to be.
My Claude seems to be dumb these days 😅. Task that normally takes 5 mins to complete has been computing for over 13 mins now
Data Analyst
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Principal Scientist / Head of Technology (very little coding involved).














