add: cheshire-cat configuration, tooling, tests, and documentation

Configuration:
- .env.example, .gitignore, compose.yml (main docker compose)
- docker-compose-amd.yml (ROCm), docker-compose-macos.yml
- start.sh, stop.sh convenience scripts
- LICENSE (Apache 2.0, from upstream Cheshire Cat)

Memory management utilities:
- analyze_consolidation.py, manual_consolidation.py, verify_consolidation.py
- check_memories.py, extract_declarative_facts.py, store_declarative_facts.py
- compare_systems.py (system comparison tool)
- benchmark_cat.py, streaming_benchmark.py, streaming_benchmark_v2.py

Test suite:
- quick_test.py, test_setup.py, test_setup_simple.py
- test_consolidation_direct.py, test_declarative_recall.py, test_recall.py
- test_end_to_end.py, test_full_pipeline.py
- test_phase2.py, test_phase2_comprehensive.py

Documentation:
- README.md, QUICK_START.txt, TEST_README.md, SETUP_COMPLETE.md
- PHASE2_IMPLEMENTATION_NOTES.md, PHASE2_TEST_RESULTS.md
- POST_OPTIMIZATION_ANALYSIS.md

cheshire-cat/docker-compose-amd.yml

@@ -0,0 +1,49 @@
+services:
+  cheshire-cat-core:
+    image: ghcr.io/cheshire-cat-ai/core:1.6.2
+    container_name: cheshire_cat_core
+    depends_on:
+      - cheshire-cat-vector-memory
+      - ollama
+    environment:
+      - PYTHONUNBUFFERED=1
+      - WATCHFILES_FORCE_POLLING=true
+      - CORE_HOST=${CORE_HOST:-localhost}
+      - CORE_PORT=${CORE_PORT:-1865}
+      - QDRANT_HOST=${QDRANT_HOST:-cheshire_cat_vector_memory}
+      - QDRANT_PORT=${QDRANT_PORT:-6333}
+      - CORE_USE_SECURE_PROTOCOLS=${CORE_USE_SECURE_PROTOCOLS:-}
+      - API_KEY=${API_KEY:-}
+      - LOG_LEVEL=${LOG_LEVEL:-WARNING}
+      - DEBUG=${DEBUG:-true}
+      - SAVE_MEMORY_SNAPSHOTS=${SAVE_MEMORY_SNAPSHOTS:-false}
+    ports:
+      - ${CORE_PORT:-1865}:80
+    volumes:
+      - ./cat/static:/app/cat/static
+      - ./cat/plugins:/app/cat/plugins
+      - ./cat/data:/app/cat/data
+    restart: unless-stopped
+
+  cheshire-cat-vector-memory:
+    image: qdrant/qdrant:v1.9.1
+    container_name: cheshire_cat_vector_memory
+    expose:
+      - 6333
+    volumes:
+      - ./cat/long_term_memory/vector:/qdrant/storage
+    restart: unless-stopped
+
+  ollama:
+    container_name: ollama_cat
+    image: ollama/ollama:0.1.39-rocm
+    devices:
+      - /dev/kfd
+      - /dev/dri
+    security_opt:
+      - seccomp:unconfined
+    volumes:
+      - ./ollama:/root/.ollama
+    expose:
+      - 11434
+