feat: enhance profile path resolution and add example profiles for better project adaptability

scripts/aiw/README.md

@@ -44,6 +44,26 @@ python3 scripts/aiw/indexer.py search "dismissal lifecycle" --profile fidelity
 
 `aiw-context-mcp` exposes the same derived search through the read-only `memory_hybrid_search` tool and falls back to live Markdown search if the index has not been built yet.
 
+## Profile path configuration
+
+Reusable scripts resolve profile-specific paths through:
+
+```text
+profiles/<profile>/workspace.json
+```
+
+Current fields:
+
+```json
+{
+  "knowledge_dir": "project-knowledge",
+  "inbox_dir": "ai/inbox",
+  "index_dir": ".aiw/indexes/fidelity"
+}
+```
+
+Use `scripts/aiw/profile.py` from new scripts instead of hardcoding root-level `project-knowledge/` or `ai/inbox/` paths.
+
 ## Robustness features
 
 - Manifest validation before lifecycle actions.
@@ -59,5 +79,6 @@ python3 scripts/aiw/indexer.py search "dismissal lifecycle" --profile fidelity
 
 ```bash
 python3 scripts/aiw/test_services.py
+python3 scripts/aiw/test_profile.py
 python3 scripts/aiw/test_indexer.py
 ```