Urgent.News

What's breaking now, across thousands of outlets.

Tech

I Handed My Business to Four Different AIs Today. Two of Them Invented Facts. Here's the System That Caught Them.

Seller disclosure, up front: I sell a template kit version of the system described below — The Continuity Kit, $39 on Gumroad — and I give away a free skeleton edition . This article is the demonstration, not the pitch: everything essential is described concretely enough to build your own version from scratch. One more disclosure, because it matters more: the operation running this system has…

The author possesses a small e-commerce business, which is operated by an AI chief of staff. This AI holds various live tools such as storefronts, ad accounts, supplier threads, and scheduled jobs. However, this AI has a significant weakness - whenever a session concludes, the next AI brain starts from scratch, losing all previous knowledge unless it is documented.

To address this issue, the author created a continuity file, a master handover document that contains all essential information about the business, including the current verified state, rules, and access details. Additionally, a cold-start prompt was developed to ensure that the new AI brain understands and adheres to the continuity file's contents before taking any actions.

Furthermore, the author implemented a bench relay system, consisting of multiple AI models, to serve as advisors during the handover process. The answers provided by these AI models are graded based on their sources of information. The author then subjected this entire system to rigorous testing, by running four stress tests, each involving a full poll where the AI answers were graded against live records before being utilized.

Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.

Read the original at dev.to →

More in Tech

SQLite's Limited Data Types: Understanding the Reasons Behind the Constraint Compared to PostgreSQL

Introduction SQLite’s data type system is notably constrained compared to more feature-rich databases like PostgreSQL. While PostgreSQL supports a wide array of specialized types—from geometric shapes…

  • SQLite supports only five data types: integer, text, real, blob, and null.
  • SQLite’s design prioritizes simplicity, portability, and minimal memory usage.
  • These constraints make SQLite ideal for embedded systems and lightweight applications.

More from Friday 6 November →