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Agentic Memory Management

Chatbots don't remember anything. They re-read. What that means in practice, and the habits that keep a long-running assistant sharp.

Agentic Memory Management session coverMembers: watch the recording

Key takeaways

  • Chatbots are stateless: there is no true memory
  • The 'yes-man' trap: sycophancy and bias
  • Product-specific differences
  • The /compact method for busy chats
  • Start fresh often, and lazy-load style guides
01

Chatbots are stateless: there is no true memory

Every message starts from scratch. The interface just re-feeds your past messages into the window to simulate memory.

02

The 'yes-man' trap: sycophancy and bias

Adding memory history actually increases a model's tendency to agree with your mistakes, assumptions or biases instead of correcting you.

03

Product-specific differences

Memory management varies significantly across Anthropic, Google and OpenAI. See the comparison linked in the stack below.

04

The /compact method for busy chats

When history gets bloated and the AI starts to slow down or hallucinate, ask it to 'compact' the session (summarise key decisions), save that summary, and start fresh with it.

05

Start fresh often, and lazy-load style guides

Don't run one chat thread for weeks. Use /clear after finishing a task. Keep separate cheat sheets (e.g. Newsletter_Voice.txt) instead of stuffing all rules into one giant prompt, and upload only when relevant. Useful built-ins: /clear, /compact, /status, /agents, /hooks, /mcp, /memory, /help.

What members walked out with

Memory is something you manage, not something you get. Compact, clear, and load context deliberately.

Bonus power prompts

The context compactor (simulating /compact)

“Summarize our conversation so far into a compact, structured markdown block. Extract: 1) The main project objective, 2) Decisions made, 3) Constraints/styles established, and 4) Outstanding questions. Keep it under 200 words so I can paste it as the memory starter for a new chat.”

The stack on screen

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