My second brain scored 88% and still told me something falseOn 21 October a group of researchers published a benchmark for how personal agents remember what their users want (arXiv 2610.30485). They tested several memory systems against simulated users and mea1d ago · 5 min readblog.gil-neto.com
A bank statement can carry hidden orders for an AIA PDF has two layers. There's the one you see, and there's a text layer underneath it that software reads. Most of the time they say the same thing. However, nothing forces them to, and you can write Oct 22 · 7 min readblog.gil-neto.com
The chase is becoming an AI feature. In Portugal, nobody asks yetIn a small accounting practice there's a monthly job nobody likes. Before the books can close, someone has to chase clients for what's missing: the invoice behind a payment, the receipt for a card cha3SOct 20 · 5 min readblog.gil-neto.com
Three exchanges died this year. The mess lands on accountantsThree mid-tier crypto exchanges shut down in 2026. AscendEX stopped operating on 1 July. BitMEX announced its closure on 23 July and shut on 23 September. CoinEx is winding down in steps: it set spot 3SOct 5 · 6 min readblog.gil-neto.com
The index was lying and the eval knewSix weeks ago I wrote that the way to stop an LLM agent from losing your context is hooks, structure and economics, not prompts. Capture cheaply, route once a night, enforce with scripts, cap what the1Sep 2 · 15 min readblog.gil-neto.com
