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ghaymah-genai-exam/q1-cumin-memory/cumin-memory-module.md

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Cumin Agent — Interview Questions

👉 Before you start: sign up and explore our Cumin agent at os.solidpoint.ai.


Q1 — Design a Memory Module for the Cumin Agent

Budget: ~15 minutes · Weight: 30%

Context

Primitive Purpose
Containers Persistent Linux shells for private work (data processing, analysis, conversion). They stay alive for a conversation.
Functions Serverless HTTP endpoints for public things (APIs, dashboards, websites).
Workspace (object store) Flat file storage — every file Cumin produces lives here.
Skills Markdown files Cumin reads to remember how to do tasks (its current, rudimentary long-term memory).
Secrets Key/value pairs for credentials/tokens.

The gap: Cumin has no real memory. Between turns it has to re-read its workspace files and skills from scratch. It forgets past conversations, past decisions, and past failures. There is no way to recall "what did I learn last time I did this?"

Your task

Design a memory module for Cumin. Be concrete — we want to see storage choices, retrieval logic, and pseudocode, not hand-waving. Cover:

  1. Memory taxonomy — define at least: working (short-term), episodic (past tasks/conversations), semantic (facts & patterns), and procedural (how-to, i.e. the evolution of "skills"). For each: what it stores, an example, expected size, and retention/TTL.
  2. Storage backends — map each memory type to a concrete store. Where possible, map to Ghaymah products (vector store + embeddings, managed PostgreSQL, object storage).
  3. Write policy — when does the agent write to memory, and what does it write?
  4. Read / retrieval policy — how does the agent decide what to recall, and with what ranking (e.g. recency + semantic similarity + metadata filters)?
  5. Memory API — pseudocode for save, recall, search, and (optionally) summarize/forget.
  6. Agent-loop integration — pseudocode showing where memory is read/written during a normal turn.
  7. Failure modes & mitigations — memory poisoning, staleness, context overflow, leakage between users, etc.

Deliverable

Fill in the template below. Pseudocode blocks should be runnable-in-spirit (correct Python-ish, not perfect).


ANSWER — Cumin Memory Module


Q2 — General Product Feedback

Budget: ~10 minutes · Weight: 15%

Now that you've explored Cumin at os.solidpoint.ai, give us your honest, concrete feedback.

Your task

  1. What works well — what would make you keep using it?
  2. What's broken or confusing — bugs, UX friction, missing features.
  3. What's missing — the one capability that would most change how you use it.
  4. Positioning — who is this really for, and how should we talk about it?

Deliverable

Free-form, but be specific. Reference actual moments from using the product where possible.

Write your feedback here