Demos Overview

Four narrative demos showcase the cognitive features with Claude Opus 4.6 as the LLM responder.

Demo	What it shows	Run it
The Handoff	3 agents disagree on an API rate limit. System surfaces contradiction with agent attribution.	python -m demos.handoff --backend anthropic
Tip of the Tongue	Metamemory detects a partial match, surfaces a hint, priming enables full recall on follow-up.	python -m demos.tip_of_tongue --backend anthropic
Six Weeks with Alex	6-week personal assistant: allergy recall, emotional empathy, correction handling, consolidation.	python -m demos.six_weeks --backend anthropic
The Investigator	1,200 case files. Spreading activation chains warehouse inspection to hospital report to shipping records to environmental data.	python -m demos.investigator --backend anthropic

Running the Demos

All demos require Claude Opus 4.6 via the Anthropic API (ANTHROPIC_API_KEY must be set).

python -m demos.handoff --backend anthropic        # ~2 min, ~$0.30
python -m demos.tip_of_tongue --backend anthropic  # ~3 min, ~$0.40
python -m demos.six_weeks --backend anthropic      # ~5 min, ~$1.00
python -m demos.investigator --backend anthropic   # ~8 min, ~$1.50