An assistant correctly recalls a user's tree-nut allergy. Given a request for macarons, it supplies an almond-flour recipe without applying that allergy to the user.
This is a recorded example from InMind, a July 2026 study of agent memory, using xMemory. The evaluations ask two different things: c
Most online file tools follow the same architecture:
Choose file
↓
Upload file
↓
Server processes it
↓
Server stores a temporary result
↓
Download result
That architecture is valid.
But for many image operations, it is not always necessary.
Modern browsers can decode, transfor
FineTune Studio exists because every fine-tuning tutorial I found assumed a rented A100 and a notebook full of half-explained flags. I wanted something a student could run: upload a dataset, validate it, launch a real QLoRA job, watch the loss stream live, then see — not assume — whether the fine-tu
TL;DR: Gemini 3.8 Flash in 30 seconds
Gemini 3.8 Flash landed on September 2, 2026, three weeks after 3.7 Flash. That is the third Flash release in three months.
Price did not move: $0.75 input, $3.75 output per million tokens. The promo ends December 31, 2026, then it doubles.
A second model shi
Last week of summer with our interns we skipped the goodbye lunch and booked an esports arena. Split them into teams. Valorant. Best of whatever until the room kicked us out.
I run go to market at a startup. I have sat through a lot of team exercises. Trust falls. Escape rooms. A guy with a flip ch
When a new website or product launches, it is easy to focus on traffic, rankings, and overall growth. I think one of the more useful things to watch in the early stages is much simpler: what are people actually doing?
Early metrics can reveal interest before you have enough data to make confident l
If you use GitHub, you know the rhythm: Dependabot opens a PR, CI runs green, and then a human has to answer the same questions again — is this a patch or a major? did anyone touch source code? does it conflict?
I got tired of answering those questions by hand, so I built dep-triage: a CLI that sor
Every middleware, header, and validation rule that has actually stopped an attack — from a 7-year production record that includes one very expensive pentest.
The pentest report arrived on a Tuesday. Eleven findings, eight of them high severity. The client — an e-commerce backend serving about 40,00
Everyone's OpenClaw runs on a cloud VM they rent from someone else's computer. Read that sentence again. We took the tool that was supposed to give us a personal AI operator and parked it on infrastructure we don't own, behind accounts we can't fully audit, on networks we can't see. That's not an op