Agent Memory Architecture & Audit Playbook
Diagnose and audit your LLM agent's memory the way a specialist would — isolate why it forgets, recalls the wrong thing, or bloats, score the setup across four failure modes, and get a prioritized fix list. Includes the design prompts to architect working, episodic, semantic, and procedural memory from scratch. No connected tools — runs in any chat model.
A 4-step agentic workflow pack for coding built to run with ChatGPT, Claude, and Gemini. Open the Markdown files, fill the variables, and paste into your model. Most buyers get a reviewable result in about 30 minutes.
- Diagnose memory bugs by isolating the broken stage — write path, retrieval, compression, or reasoning — instead of guessing
- Audit a live memory setup across four failure modes and get a 0–5 scored health verdict with weighted severity
- Get a remediation plan ordered by impact-over-effort, concrete enough to assign to an engineer
- Re-run the diagnosis and audit prompts every release as your agent and its memory evolve
- Decide which of the four memory tiers your agent actually needs — and which it doesn't
- Turn tier requirements into a signed, implementable architecture spec with write, read, and pruning policies
- Works in any chat model with no connected tools, vector DB, or framework lock-in
Prompt Customization Service — optional help adapting variables and output to your brand voice. Choose your tier at checkout (not tied to this prompt's price).
This pack is $9 on its own. Buying every pack separately costs $944. The Lifetime Bundle is $149 one-time — you save $795 (84% off) and unlock every future pack free.
Get the Lifetime Bundle — $149Paste the license key from your receipt. It must match this prompt pack.
What ships with your purchase
Prompt files
Plain Markdown files with `{{variables}}` you fill in, ready to paste into ChatGPT, Claude, or Gemini. No setup, no tooling required.
Usage guide
Variable reference, model compatibility, examples, and customization tips so you can adapt the pack to your brand voice.
Lifetime updates
When we improve the pack, you get the new version automatically. Email support included with every purchase.
Models tested: ChatGPT, Claude, Gemini.
The workflow inside this pack
4 composable prompts you run in order — each one picks up where the last left off.
- Step 1
Memory Requirements Analyst
Describe what your agent does, how it's used over sessions, and the facts it must remember — the analyst decides which memory tiers the job actually earns.
- Step 2
Memory Architecture Designer
Paste the tier requirements plus the backends you can use — the designer specifies the write policy, read policy, and lifecycle rules for every required tier.
- Step 3
Memory Failure Diagnosis Protocol
Paste the failing turn, your memory trace, and your architecture — the protocol classifies the symptom and walks all four pipeline stages to find the culprit.
- Step 4
Memory Audit & Optimization Checklist
Describe your live memory setup and the behavior worrying you — the checklist scores four failure modes 0–5 and weights each by your operating scale.
Perpetual (lifetime) use license
Your one-time purchase includes an ongoing right to use this prompt pack with the AI tools and models you control for your own and your clients' work — not for resale or public redistribution of the files as a product.
We keep the copyright
The prompt files, guides, examples, and bundled assets stay our copyrighted works (or our licensors'). Payment grants the limited license in our Terms only — it does not transfer ownership.
Need help adapting this prompt to your team? Add Prompt Customization Service at checkout.