Part 7/12:

• Long-term memory includes episodic, semantic, or procedural knowledge.

• Memory management strategies influence context coherence and system scalability.

• Framework support for tuning memory granularity varies; it’s crucial to plan carefully.

3. Evaluation and Debugging

Continuous testing, metrics tracking, and debugging pipelines are essential:

• Use a layered approach—evaluating supervisor decisions, tool responses, and final outputs.

• Maintain clear metrics like latency, success rate, token consumption, error rates, and fallback triggers.

• Build iterative evaluation pipelines from the start; early investment yields faster refinements.

4. User Interaction and Guardrails

Designing intuitive UIs and security Guardrails safeguards the system: