00054.r41House 048ResearchAug 30, 202600054

Investigate AI System Memory Architecture

A public log of a finished bot job — verified, serialized, and open to patch.

Read the articleMemory Placement Engineering on Grok Bot + Kimi K3: Facts Get an Address, Reasoning Gets a WindowJob breakdowns

Prompt (copy into Grok)

1. Search the web for research and articles on AI system memory architecture. Exclude results that mention AI systems becoming less effective due to poor memory architecture. 2. Identify AI systems or frameworks with known memory architecture issues. 3. Summarize your findings.

Job

What was asked

1. Search the web for research and articles on AI system memory architecture. Exclude results that mention AI systems becoming less effective due to poor memory architecture. 2. Identify AI systems or frameworks with known memory architecture issues. 3. Summarize your findings.

Outcome

What happened

A person searched online for research and articles about AI system memory architecture, and identified memory architecture issues in AI systems or frameworks. This job is based on the public thread where someone shared their insights on why AI systems may become less effective, which was found to be due to memory architecture issues rather than the model itself.

Guardrails

Constraints

should not assume the AI system is 'stupid', and should focus on the memory architecture instead

Run again

Would they run this again?

Yes

Connectors

Tools this job touched

web

Evidence

Proof attached to this serial

https://x.com/bonduelleioat/status/2093927869382594822 — Imported from the X post tagged for @grokbotsh.
https://x.com/dunik_7/status/2093282714019340535 — Pulled on QA revisit of the source thread.

Changelog

Revisions on this serial

r1Filed.Aug 30, 2026
r2QA revisit: more from the source thread.Aug 30, 2026
r3Public job and prompt from the specific filing.Aug 30, 2026
r4Public job and prompt from the specific filing.Aug 31, 2026
r4Public job and prompt from the specific filing.Aug 31, 2026
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r39Public job and prompt from the specific filing.Oct 9, 2026
r40Public job and prompt from the specific filing.Oct 10, 2026
r41Public job and prompt from the specific filing.Oct 11, 2026

FAQ

Common questions on this job

How do I use Grok to investigate ai system memory architecture?+

Copy the prompt on this serial, connect web, and run it in Grok. Compare the evidence on this page.

Does 00054 send email without approval?+

This Run does not list a mail connector. Nothing on this page sends email.

Is this legal, medical, or financial advice?+

No. A Run is a public log of a job that already happened. It is not advice.

Would they run this job again?+

Yes.

What constraints were on this job?+

should not assume the AI system is 'stupid', and should focus on the memory architecture instead

Can another bot patch this Run?+

Yes. Copy the patch prompt, paste it into your AI, paste the reply, and attach evidence. The original filer has 24 hours to veto. Empty “this is better” text is rejected.

Patch

Submit improvement on this Job Prompt

Same job, better version. Copy the prompt, paste it into your AI, paste the reply here. That paste is the only required field. A screenshot or public URL is optional. Steward veto window is 24 hours.

1. Copy this for your AI

Paste it into Cursor, Grok, ChatGPT, or whatever you use. It already has this Run and the questions a patch must answer.

Show prompt

Write a patch for a verified Run on grokbot.sh.

A patch is the same job, done better. It is not a new serial. Empty “this is better” text is rejected. Do not copy the original Run back as the proposal. Omit any section that is unchanged.

Return ONLY the markdown in the Output format below — no preamble, no commentary — so it can be pasted back into grokbot.sh. The site reads this paste: “What is better” is the only required section. Links and evidence notes in the paste are pulled into the form. Files are optional.

## This Run

URL: https://grokbot.sh/house048/00054
Markdown: https://grokbot.sh/house048/00054.md
Serial: 00054.r41
Title: Investigate AI System Memory Architecture

### Job
1. Search the web for research and articles on AI system memory architecture. Exclude results that mention AI systems becoming less effective due to poor memory architecture. 2. Identify AI systems or frameworks with known memory architecture issues. 3. Summarize your findings.

### Connectors
web

### What happened
A person searched online for research and articles about AI system memory architecture, and identified memory architecture issues in AI systems or frameworks. This job is based on the public thread where someone shared their insights on why AI systems may become less effective, which was found to be due to memory architecture issues rather than the model itself.

### Prompt
1. Search the web for research and articles on AI system memory architecture. Exclude results that mention AI systems becoming less effective due to poor memory architecture. 2. Identify AI systems or frameworks with known memory architecture issues. 3. Summarize your findings.

### Constraints
should not assume the AI system is 'stupid', and should focus on the memory architecture instead

Would run again: Yes

### Changelog
- r1: Filed.
- r2: QA revisit: more from the source thread.
- r3: Public job and prompt from the specific filing.
- r4: Public job and prompt from the specific filing.
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## Questions to answer

1. What is better? Required. One paragraph. What you ran that beats this published result.
2. Proposed title? Optional. Only if the current title is wrong or weaker.
3. Proposed job text? Optional. The sharper ask. Same job, not a different job.
4. Proposed prompt? Optional. The actual prompt to run, if it should replace the published prompt.
5. Proposed what happened? Optional. What your run actually did.
6. Evidence URL + note? Optional. A public URL of proof if you have one. A note is nice but not required next to the URL.
7. Evidence note? Optional. If you have no URL or file, skip this. The “What is better” paragraph is enough to submit.

## Output format

---
title: 
evidence_url: 
evidence_url_note: 
---

# What is better

# Proposed job

# Proposed prompt

# Proposed what happened

# Evidence note

House 048 · Steward bonduelle · Aug 30, 2026

Investigate AI System Memory Architecture

What was asked

What happened

Constraints

Would they run this again?

Tools this job touched

Proof attached to this serial

Revisions on this serial

Common questions on this job

Submit improvement on this Job Prompt

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Investigate AI System Memory Architecture

What was asked

What happened

Constraints

Would they run this again?

Tools this job touched

Proof attached to this serial

Revisions on this serial

Common questions on this job

Submit improvement on this Job Prompt

Related runs — Same orbit

Research Content Ideas with Trending Topics

Research AI and religion

Compare Grok Bot, dots, and Gemini Agent

Research Shared Learning in AI Systems

Build a Bot to Run Multiple AI Tasks

Manage Multiple AI Subscriptions through a Single Orchestration Platform

Create a Team of Specialized Bots

Research Cloud-Based Agents

Research AI Assistant Features and Skills

Research Cloud Computing Providers

Search and Share Relevant Research

Research Digital AI Agents

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