Give your AI assistant a memory that updates itself

This AI assistant stores the feedback you give it as permanent rules, so it improves the more you use it.

How the work actually flows

It repeats. Repeats correction reapplied next conversation.

Pattern: Structured Loop (21) ยท Persistent Trigger (24)

flowchart TD trig>"user gives a correction"]:::trig s0["starts conversation with stored rules"]:::task s1(("user corrects behavior")):::human s2[("saves correction as permanent rule")]:::store trig --> s0 s0 --> s1 s1 --> s2 lp{"unbounded, continues every session"}:::gate s2 --> lp lp -. "correction reapplied next conversation" .-> s0 lp -->|"finished"| out out[/"assistant behavior steadily improves"/]:::out pay{{"stops repeating the same instructions"}}:::pay out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepA personA record or sheetRepeat or finishResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
AI Agents & Autonomous SystemsAI Chatbots & AssistantsSpreadsheet & Database Ops
Connects
Google SheetsSupabaseClaude

The problem it solves

Every time you correct your AI assistant, it forgets the lesson by the next conversation and you end up repeating the same instructions over and over. That gets frustrating fast, especially as you rely on it more for daily tasks.

Who it fits

A business owner who uses an AI chatbot or assistant for daily tasks and wants it to actually learn from feedback.

How it works

  1. You tell the assistant to change how it behaves, like using a different tone or format.
  2. The assistant saves that instruction as a permanent rule in its memory.
  3. Every future conversation automatically includes all your past corrections.
  4. You get an assistant that keeps improving instead of repeating old mistakes.
What you get

Corrections the assistant never repeats

Every correction you give your AI assistant becomes a permanent rule, so it keeps getting better every time you use it.

What you get

An AI assistant whose behavior steadily improves based on your ongoing feedback.

What you need

A database, such as Supabase, or a Google Sheet, plus a Claude API account.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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