Anecdote · MoneyAnekha Sokhal recounts that her entry into NLP was parsing Bloomberg chat into a structured pricing sheet for her logs, a practical method traders used to extract structured data from unstructured chat. She notes that traders transact billions of dollars in Bloomberg chat and that there is a standardized formula, calling chat a fantastic aspect of the platform.
Personal anecdote; the billions-in-chat figure is her recollection.
Latent Space · You are the Team — Anekha Sokhal, Moshi
Anecdote · MoneyFrancesco Galletta describes budgeting for his wedding as a challenge involving non-trivial calculations with multiple variable costs: a stated cost-per-dinner figure can be misleading because additional variable costs sit on top of it, making the number wrong. He says weddings that sound like simple calculations often turn out not to be, per people who got married, and he would not recommend budgeting a wedding the way he has been doing it.
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Principle · MoneyHarness instructions tell you the things you should care about, but you pick your preferences on how they get implemented.
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Principle · MoneyWhen building a harness, connect the dots for your own use cases, your company, the agency you're building or using, and put the wires together using the principles as an example.
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Creator perspective · MoneyThe specific approach used to achieve an AI-driven outcome doesn't really matter to a point, because a tool that gets to the result faster with better guardrails is what counts.
endorsed
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Report · MoneyIf you click on step five, you can open up a new branch conversation via the button on the chat at the bottom. The Claude /BTW (by the way) feature sometimes works and sometimes doesn't; it feels like you're doing an aside but it becomes part of the context. In Claude's /BTW, if you ask a question, you don't get a choice — it becomes part of the session.
partial — /BTW behavior described as inconsistent
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Report · MoneyIn the demo, the plan is not very high on accountability: the only step is checking everything that was calculated and making a decision on how much to save every month. Still, it's nice because no money is moving out of the speaker's bank account. If a decision like the 20K lending on the same day as payment three influences the final decision, it definitely comes with accountability. The demo's branching tree-like structure is another accountability mechanism where the model either assumes decisions and tries to verify them with you, or figures out how things fit into the overall system.
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Anecdote · MoneyAnekha Sokhal recounts her background: an undergraduate degree in mathematics, operational research, statistics and economics (MORSE) at Warwick, including financial and stochastic calculus; internships in investment banking and trading, then JP Morgan's emerging markets desk before moving to commodities derivative trading, later moving to the buy side. She chose trading because she loved data and wanted a fast-paced career. She side-hustled a computer vision startup for virtual jewelry try-on at university, drawing on her parents' jewelry business. To become a founder in the US, she targeted the single UK Fulbright data scholarship, won it, did machine learning research, published at ICLR with Stability AI, and worked in collaboration with NASA, which led her to Moshi. She saw a shift in
Personal narrative; some atoms carry possible_numeric_error provenance flags on dates and details.
Latent Space · You are the Team — Anekha Sokhal, Moshi
Anecdote · MoneyThe hosts recount that Francesco's fiancé invited three more people to the wedding without telling him — and now his whole model is wrong.
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Principle · MoneyAnekha endorses the idea of doing meetings on site where people who saw a talk can sign up and do a 5-on-1 meeting, because all the questions are likely the same.
Latent Space · You are the Team — Anekha Sokhal, Moshi
Recommendation · MoneyAnekha Sokhal recommends differentiating a new financial data product as a different type of software entirely rather than calling it 'a new Bloomberg', since Bloomberg's strengths — like its chat network, in which traders transact billions — are distinct.
The speaker's stated positioning choice for her own product.
Latent Space · You are the Team — Anekha Sokhal, Moshi
Creator perspective · MoneyAnekha Sokhal observes that in commodities and industry conversations, practitioners follow specific trusted individual voices — suppliers, LNG facilities — rather than generic sources. She notes these industry participants are active on X because it is the quickest way for them to give status updates.
Observation from the speaker's experience with Moshi users.
Latent Space · You are the Team — Anekha Sokhal, Moshi
Report · MoneyAnekha says Moshi is not a new Bloomberg but a different type of software — 'if Bloomberg and Claude and Netflix had a baby, it would be Moshi.' The host responds by noting the addictiveness element of Netflix which is bad.
Latent Space · You are the Team — Anekha Sokhal, Moshi
Creator perspective · MoneyAnekha describes how commodity suppliers, LNG facilities, and industry voices use X as the quickest way to give status updates, and how users find trusted individual voices on X as sources. She is nonetheless skeptical about trading on social media data because people talk random nonsense and try to manipulate markets.
Latent Space · You are the Team — Anekha Sokhal, Moshi
Creator perspective · MoneyAnekha Sokhal states her thesis that the UI problem and the recommendation problem are coupled: if you solve for one, you are naturally also solving for the other.
Explicitly framed as a thesis by the speaker; not demonstrated with evidence in the atoms.
Latent Space · You are the Team — Anekha Sokhal, Moshi
Creator perspective · MoneyThe hosts point out that if you submit a bank statement, that is a fact — that's how much you spent, et cetera — and there is nothing to discuss.
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Principle · MoneyThe speakers' team at Monzo adopts AI deliberately, focused on concrete business value rather than 'token maxing' or spending money without returns.
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Report · MoneyFinance experts open a spreadsheet and check only a few cells they know will give a ballpark total, rather than verifying every cell.
described as expert behavior, not a rule
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Creator perspective · MoneySome things have a way to be calculated: if you ask 10 different financial services companies, they will each have a slightly different way, but the general formula and idea are the same. You could realistically export a library, write it once, update it — these things are not new, this is all from software good practices.
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
Creator perspective · MoneyWhat happens without accountability gates: 'the stochastic machine said it was fine.'
hypothetical framing
AI Engineer · Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo
