Agentic AI Notebook
Phase 18

Shared Memory

~3 min read

Concept & How It Works

  • Key points are in the visual diagram above.

Why Does It Exist?

Agents without shared memory re-derive context every turn and contradict earlier conclusions. A shared store is the team's single source of truth.

Real-World Analogy

Shared memory is the shared Google Doc everyone edits — not separate notebooks that get out of sync.
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Visual Workflows

What is Shared Memory?

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Example

Scenario

Research agent writes `findings.acme_revenue` to shared memory; Writer agent reads it without re-searching; Supervisor reads both to check consistency.

Solution

In Multi-Agent Systems, apply Shared Memory to this scenario: Research agent writes `findings. Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.

Practice Task

Do this before moving to the next module — reading alone is not enough.

Open the Code Walkthrough below and run it locally. Change one parameter related to Shared Memory (e.g. model, temperature, top_k, or tool name), observe the difference in output, and write 2–3 sentences explaining what changed.

Code Walkthrough

Highlighted lines show where Shared Memory happens in the code.

Shared Memory
1class SharedMemory:  # define a data structure or component2    def __init__(self, redis):  # define a reusable function3        self.redis = redis4
5    def set(self, session_id, key, value):  # define a reusable function6        self.redis.hset(f"session:{session_id}", key, json.dumps(value))7
8    def get(self, session_id, key):  # define a reusable function9        return json.loads(self.redis.hget(f"session:{session_id}", key))  # return the result

Commands to Remember

Commands to Remember

  • pip install langgraph langchain-openai # multi-agent orchestration
  • pip install crewai # role-based multi-agent crews

Common Mistakes

  • Treating Shared Memory as a black box without evaluation
  • Ignoring cost and latency in production
  • Skipping error handling for shared memory

Cheat Sheet

Quick recap — the most important points from this module.

Cheat Sheet

quick ref
  • Shared Memory
  • Session State
  • Episodic Memory
  • MemGPT