diff --git a/AGENTS.md b/AGENTS.md
index 247e89a..5501c30 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -67,3 +67,18 @@ These areas have subtle bugs if modified incorrectly:
 3. **"Tool results are always small"** - File reads can return megabytes
 4. **"Sessions persist across runs"** - Sessions are ephemeral by default
 5. **"All platforms are equal"** - macOS has more features (Vision, Accessibility)
+
+## Dependency Analysis Artifacts
+
+The `analysis/deps/` directory contains static analysis artifacts generated by the euler agent:
+
+| File | Purpose |
+|------|--------|
+| `graph.json` | Canonical dependency graph with nodes (crates, files) and edges (imports) |
+| `graph.summary.md` | One-page overview with metrics, entrypoints, and top fan-in/fan-out nodes |
+| `sccs.md` | Strongly connected components (dependency cycles) analysis |
+| `layers.observed.md` | Observed layering structure derived from dependency direction |
+| `hotspots.md` | Files with disproportionate coupling (high fan-in or fan-out) |
+| `limitations.md` | What could not be observed and what may invalidate conclusions |
+
+These artifacts are useful for understanding coupling, planning refactors, and identifying architectural boundaries.
diff --git a/analysis/deps/graph.json b/analysis/deps/graph.json
index f98a3ad..a56bb27 100644
--- a/analysis/deps/graph.json
+++ b/analysis/deps/graph.json
@@ -1,1708 +1,1976 @@
 {
-  "crate_level": {
-    "edges": [
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3",
-        "to": "g3-cli",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3",
-        "to": "g3-providers",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-cli",
-        "to": "g3-core",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-cli",
-        "to": "g3-config",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-cli",
-        "to": "g3-planner",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-cli",
-        "to": "g3-computer-control",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-cli",
-        "to": "g3-providers",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-cli",
-        "to": "g3-ensembles",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-core",
-        "to": "g3-providers",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-core",
-        "to": "g3-config",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-core",
-        "to": "g3-execution",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-core",
-        "to": "g3-computer-control",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-planner",
-        "to": "g3-providers",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-planner",
-        "to": "g3-core",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-planner",
-        "to": "g3-config",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-ensembles",
-        "to": "g3-core",
-        "type": "crate_dependency"
-      },
-      {
-        "evidence": "Cargo.toml path dependency",
-        "from": "g3-ensembles",
-        "to": "g3-config",
-        "type": "crate_dependency"
-      }
-    ],
-    "metrics": {
-      "fan_in": {
-        "g3-cli": 1,
-        "g3-computer-control": 2,
-        "g3-config": 4,
-        "g3-core": 3,
-        "g3-ensembles": 1,
-        "g3-execution": 1,
-        "g3-planner": 1,
-        "g3-providers": 4
-      },
-      "fan_out": {
-        "g3": 2,
-        "g3-cli": 6,
-        "g3-core": 4,
-        "g3-ensembles": 2,
-        "g3-planner": 3
-      }
-    },
-    "nodes": [
-      {
-        "id": "g3",
-        "type": "bin"
-      },
-      {
-        "id": "g3-cli",
-        "type": "lib"
-      },
-      {
-        "id": "g3-core",
-        "type": "lib"
-      },
-      {
-        "id": "g3-providers",
-        "type": "lib"
-      },
-      {
-        "id": "g3-config",
-        "type": "lib"
-      },
-      {
-        "id": "g3-execution",
-        "type": "lib"
-      },
-      {
-        "id": "g3-computer-control",
-        "type": "lib"
-      },
-      {
-        "id": "g3-planner",
-        "type": "lib"
-      },
-      {
-        "id": "g3-ensembles",
-        "type": "lib"
-      },
-      {
-        "id": "studio",
-        "type": "bin"
-      }
-    ]
+  "metadata": {
+    "generated_by": "euler structural analysis agent",
+    "workspace": "g3",
+    "node_count": 108,
+    "edge_count": 186,
+    "crate_count": 9,
+    "file_count": 99
   },
-  "file_level": {
-    "edges": [
-      {
-        "evidence": "mod macax",
-        "from": "crates/g3-computer-control/src/lib.rs",
-        "to": "crates/g3-computer-control/src/macax/mod.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod ocr",
-        "from": "crates/g3-computer-control/src/lib.rs",
-        "to": "crates/g3-computer-control/src/ocr/mod.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod platform",
-        "from": "crates/g3-computer-control/src/lib.rs",
-        "to": "crates/g3-computer-control/src/platform/mod.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod types",
-        "from": "crates/g3-computer-control/src/lib.rs",
-        "to": "crates/g3-computer-control/src/types.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod webdriver",
-        "from": "crates/g3-computer-control/src/lib.rs",
-        "to": "crates/g3-computer-control/src/webdriver/mod.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod macos",
-        "from": "crates/g3-computer-control/src/platform/mod.rs",
-        "to": "crates/g3-computer-control/src/platform/macos.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod linux",
-        "from": "crates/g3-computer-control/src/platform/mod.rs",
-        "to": "crates/g3-computer-control/src/platform/linux.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod windows",
-        "from": "crates/g3-computer-control/src/platform/mod.rs",
-        "to": "crates/g3-computer-control/src/platform/windows.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod vision",
-        "from": "crates/g3-computer-control/src/ocr/mod.rs",
-        "to": "crates/g3-computer-control/src/ocr/vision.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod tesseract",
-        "from": "crates/g3-computer-control/src/ocr/mod.rs",
-        "to": "crates/g3-computer-control/src/ocr/tesseract.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod safari",
-        "from": "crates/g3-computer-control/src/webdriver/mod.rs",
-        "to": "crates/g3-computer-control/src/webdriver/safari.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod chrome",
-        "from": "crates/g3-computer-control/src/webdriver/mod.rs",
-        "to": "crates/g3-computer-control/src/webdriver/chrome.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod diagnostics",
-        "from": "crates/g3-computer-control/src/webdriver/mod.rs",
-        "to": "crates/g3-computer-control/src/webdriver/diagnostics.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod controller",
-        "from": "crates/g3-computer-control/src/macax/mod.rs",
-        "to": "crates/g3-computer-control/src/macax/controller.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod streaming",
-        "from": "crates/g3-providers/src/lib.rs",
-        "to": "crates/g3-providers/src/streaming.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod anthropic",
-        "from": "crates/g3-providers/src/lib.rs",
-        "to": "crates/g3-providers/src/anthropic.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod databricks",
-        "from": "crates/g3-providers/src/lib.rs",
-        "to": "crates/g3-providers/src/databricks.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod embedded",
-        "from": "crates/g3-providers/src/lib.rs",
-        "to": "crates/g3-providers/src/embedded.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod oauth",
-        "from": "crates/g3-providers/src/lib.rs",
-        "to": "crates/g3-providers/src/oauth.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod openai",
-        "from": "crates/g3-providers/src/lib.rs",
-        "to": "crates/g3-providers/src/openai.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod flock",
-        "from": "crates/g3-ensembles/src/lib.rs",
-        "to": "crates/g3-ensembles/src/flock.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod status",
-        "from": "crates/g3-ensembles/src/lib.rs",
-        "to": "crates/g3-ensembles/src/status.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "use g3_config::Config",
-        "from": "crates/g3-ensembles/src/flock.rs",
-        "to_crate": "g3-config",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_providers::MessageRole",
-        "from": "crates/g3-core/src/session.rs",
-        "to_crate": "g3-providers",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_computer_control::",
-        "from": "crates/g3-core/src/webdriver_session.rs",
-        "to_crate": "g3-computer-control",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_config::Config",
-        "from": "crates/g3-core/src/lib.rs",
-        "to_crate": "g3-config",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_providers::",
-        "from": "crates/g3-core/src/lib.rs",
-        "to_crate": "g3-providers",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "mod acd",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/acd.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod context_window",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/context_window.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod background_process",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/background_process.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod compaction",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/compaction.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod code_search",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/code_search/mod.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod error_handling",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/error_handling.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod feedback_extraction",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/feedback_extraction.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod paths",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/paths.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod project",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/project.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod provider_registration",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/provider_registration.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod provider_config",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/provider_config.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod retry",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/retry.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod session",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/session.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod session_continuation",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/session_continuation.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod streaming_parser",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/streaming_parser.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod task_result",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/task_result.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod tool_dispatch",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/tool_dispatch.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod tool_definitions",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/tool_definitions.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod tools",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/tools/mod.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod ui_writer",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/ui_writer.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod streaming",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/streaming.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod utils",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/utils.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod webdriver_session",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/webdriver_session.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod task_result_comprehensive_tests",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/task_result_comprehensive_tests.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod tilde_expansion_tests",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/tilde_expansion_tests.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod error_handling_test",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/error_handling_test.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod prompts",
-        "from": "crates/g3-core/src/lib.rs",
-        "to": "crates/g3-core/src/prompts.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "use g3_providers::",
-        "from": "crates/g3-core/src/context_window.rs",
-        "to_crate": "g3-providers",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_providers::Message",
-        "from": "crates/g3-core/src/acd.rs",
-        "to_crate": "g3-providers",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_config::Config",
-        "from": "crates/g3-core/src/provider_registration.rs",
-        "to_crate": "g3-config",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_providers::ProviderRegistry",
-        "from": "crates/g3-core/src/provider_registration.rs",
-        "to_crate": "g3-providers",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_providers::",
-        "from": "crates/g3-core/src/task_result_comprehensive_tests.rs",
-        "to_crate": "g3-providers",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_providers::Tool",
-        "from": "crates/g3-core/src/tool_definitions.rs",
-        "to_crate": "g3-providers",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_providers::",
-        "from": "crates/g3-core/src/streaming.rs",
-        "to_crate": "g3-providers",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_providers::",
-        "from": "crates/g3-core/src/compaction.rs",
-        "to_crate": "g3-providers",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_config::Config",
-        "from": "crates/g3-core/src/provider_config.rs",
-        "to_crate": "g3-config",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "use g3_config::WebDriverBrowser",
-        "from": "crates/g3-core/src/tools/research.rs",
-        "to_crate": "g3-config",
-        "type": "cross_crate_import"
-      },
-      {
-        "evidence": "mod executor",
-        "from": "crates/g3-core/src/tools/mod.rs",
-        "to": "crates/g3-core/src/tools/executor.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod acd",
-        "from": "crates/g3-core/src/tools/mod.rs",
-        "to": "crates/g3-core/src/tools/acd.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod file_ops",
-        "from": "crates/g3-core/src/tools/mod.rs",
-        "to": "crates/g3-core/src/tools/file_ops.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod memory",
-        "from": "crates/g3-core/src/tools/mod.rs",
-        "to": "crates/g3-core/src/tools/memory.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod misc",
-        "from": "crates/g3-core/src/tools/mod.rs",
-        "to": "crates/g3-core/src/tools/misc.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod research",
-        "from": "crates/g3-core/src/tools/mod.rs",
-        "to": "crates/g3-core/src/tools/research.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod shell",
-        "from": "crates/g3-core/src/tools/mod.rs",
-        "to": "crates/g3-core/src/tools/shell.rs",
-        "type": "mod_declaration"
-      },
-      {
-        "evidence": "mod todo",
-        "from": "crates/g3-core/src/tools/mod.rs",
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+      "to": "file:crates/g3-cli/src/utils.rs",
+      "type": "module_import",
+      "evidence": "use crate::utils::display_context_progress;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/lib.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::Config;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/lib.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::project::Project;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/lib.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::Agent;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/lib.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/project_files.rs",
+      "to": "file:crates/g3-cli/src/template.rs",
+      "type": "module_import",
+      "evidence": "use crate::template::process_template;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/simple_output.rs",
+      "to": "file:crates/g3-cli/src/g3_status.rs",
+      "type": "module_import",
+      "evidence": "use crate::g3_status::{G3Status, Status};"
+    },
+    {
+      "from": "file:crates/g3-cli/src/task_execution.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::error_handling::{calculate_retry_delay, classify_error, ErrorType, RecoverableError};"
+    },
+    {
+      "from": "file:crates/g3-cli/src/task_execution.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/task_execution.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::Agent;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/task_execution.rs",
+      "to": "file:crates/g3-cli/src/simple_output.rs",
+      "type": "module_import",
+      "evidence": "use crate::simple_output::SimpleOutput;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/task_execution.rs",
+      "to": "file:crates/g3-cli/src/g3_status.rs",
+      "type": "module_import",
+      "evidence": "use crate::g3_status::G3Status;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/ui_writer_impl.rs",
+      "to": "file:crates/g3-cli/src/filter_json.rs",
+      "type": "module_import",
+      "evidence": "use crate::filter_json::{filter_json_tool_calls, reset_json_tool_state, ToolParsingHint};"
+    },
+    {
+      "from": "file:crates/g3-cli/src/ui_writer_impl.rs",
+      "to": "file:crates/g3-cli/src/display.rs",
+      "type": "module_import",
+      "evidence": "use crate::display::{shorten_path, shorten_paths_in_command};"
+    },
+    {
+      "from": "file:crates/g3-cli/src/ui_writer_impl.rs",
+      "to": "file:crates/g3-cli/src/streaming_markdown.rs",
+      "type": "module_import",
+      "evidence": "use crate::streaming_markdown::StreamingMarkdownFormatter;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/ui_writer_impl.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/ui_writer_impl.rs",
+      "to": "file:crates/g3-cli/src/g3_status.rs",
+      "type": "module_import",
+      "evidence": "use crate::g3_status::Status;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/utils.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::Config;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/utils.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/utils.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::Agent;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/utils.rs",
+      "to": "file:crates/g3-cli/src/cli_args.rs",
+      "type": "module_import",
+      "evidence": "use crate::cli_args::Cli;"
+    },
+    {
+      "from": "file:crates/g3-cli/src/utils.rs",
+      "to": "file:crates/g3-cli/src/simple_output.rs",
+      "type": "module_import",
+      "evidence": "use crate::simple_output::SimpleOutput;"
+    },
+    {
+      "from": "file:crates/g3-core/src/acd.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::Message;"
+    },
+    {
+      "from": "file:crates/g3-core/src/acd.rs",
+      "to": "file:crates/g3-core/src/paths.rs",
+      "type": "module_import",
+      "evidence": "use crate::paths::get_fragments_dir;"
+    },
+    {
+      "from": "file:crates/g3-core/src/acd.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::MessageRole;"
+    },
+    {
+      "from": "file:crates/g3-core/src/compaction.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::{CompletionRequest, Message, MessageRole, ProviderRegistry};"
+    },
+    {
+      "from": "file:crates/g3-core/src/compaction.rs",
+      "to": "file:crates/g3-core/src/context_window.rs",
+      "type": "module_import",
+      "evidence": "use crate::context_window::ContextWindow;"
+    },
+    {
+      "from": "file:crates/g3-core/src/compaction.rs",
+      "to": "file:crates/g3-core/src/provider_config.rs",
+      "type": "module_import",
+      "evidence": "use crate::provider_config;"
+    },
+    {
+      "from": "file:crates/g3-core/src/compaction.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/context_window.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::{Message, MessageRole, Usage};"
+    },
+    {
+      "from": "file:crates/g3-core/src/context_window.rs",
+      "to": "file:crates/g3-core/src/paths.rs",
+      "type": "module_import",
+      "evidence": "use crate::paths::get_thinned_dir;"
+    },
+    {
+      "from": "file:crates/g3-core/src/error_handling_test.rs",
+      "to": "file:crates/g3-core/src/error_handling.rs",
+      "type": "module_import",
+      "evidence": "use crate::error_handling::*;"
+    },
+    {
+      "from": "file:crates/g3-core/src/feedback_extraction.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::Config;"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::{CacheControl, CompletionRequest, Message, MessageRole, ProviderRegistry};"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/context_window.rs",
+      "type": "module_import",
+      "evidence": "use crate::context_window::ContextWindow;"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/prompts.rs",
+      "type": "module_import",
+      "evidence": "use crate::prompts::get_system_prompt_for_native;"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::{Message, MessageRole};"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/compaction.rs",
+      "type": "module_import",
+      "evidence": "use crate::compaction::{perform_compaction, CompactionConfig};"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/compaction.rs",
+      "type": "module_import",
+      "evidence": "use crate::compaction::{perform_compaction, CompactionConfig};"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/stats.rs",
+      "type": "module_import",
+      "evidence": "use crate::stats::AgentStatsSnapshot;"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/session_continuation.rs",
+      "type": "module_import",
+      "evidence": "use crate::session_continuation::{save_continuation, SessionContinuation};"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/session_continuation.rs",
+      "type": "module_import",
+      "evidence": "use crate::session_continuation::clear_continuation;"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/error_handling.rs",
+      "type": "module_import",
+      "evidence": "use crate::error_handling::{calculate_retry_delay, classify_error, ErrorType};"
+    },
+    {
+      "from": "file:crates/g3-core/src/lib.rs",
+      "to": "file:crates/g3-core/src/error_handling.rs",
+      "type": "module_import",
+      "evidence": "use crate::error_handling::ErrorContext;"
+    },
+    {
+      "from": "file:crates/g3-core/src/provider_config.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::Config;"
+    },
+    {
+      "from": "file:crates/g3-core/src/provider_registration.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::Config;"
+    },
+    {
+      "from": "file:crates/g3-core/src/provider_registration.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::ProviderRegistry;"
+    },
+    {
+      "from": "file:crates/g3-core/src/retry.rs",
+      "to": "file:crates/g3-core/src/error_handling.rs",
+      "type": "module_import",
+      "evidence": "use crate::error_handling::{calculate_retry_delay, classify_error, ErrorType, RecoverableError};"
+    },
+    {
+      "from": "file:crates/g3-core/src/retry.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/session.rs",
+      "to": "file:crates/g3-core/src/context_window.rs",
+      "type": "module_import",
+      "evidence": "use crate::context_window::ContextWindow;"
+    },
+    {
+      "from": "file:crates/g3-core/src/session.rs",
+      "to": "file:crates/g3-core/src/paths.rs",
+      "type": "module_import",
+      "evidence": "use crate::paths::{ensure_session_dir, get_context_summary_file, get_g3_dir, get_session_file};"
+    },
+    {
+      "from": "file:crates/g3-core/src/session.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::MessageRole;"
+    },
+    {
+      "from": "file:crates/g3-core/src/stats.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::MessageRole;"
+    },
+    {
+      "from": "file:crates/g3-core/src/stats.rs",
+      "to": "file:crates/g3-core/src/context_window.rs",
+      "type": "module_import",
+      "evidence": "use crate::context_window::ContextWindow;"
+    },
+    {
+      "from": "file:crates/g3-core/src/stats.rs",
+      "to": "file:crates/g3-core/src/context_window.rs",
+      "type": "module_import",
+      "evidence": "use crate::context_window::ContextWindow;"
+    },
+    {
+      "from": "file:crates/g3-core/src/streaming.rs",
+      "to": "file:crates/g3-core/src/context_window.rs",
+      "type": "module_import",
+      "evidence": "use crate::context_window::ContextWindow;"
+    },
+    {
+      "from": "file:crates/g3-core/src/streaming.rs",
+      "to": "file:crates/g3-core/src/streaming_parser.rs",
+      "type": "module_import",
+      "evidence": "use crate::streaming_parser::StreamingToolParser;"
+    },
+    {
+      "from": "file:crates/g3-core/src/streaming.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::{CompletionRequest, MessageRole};"
+    },
+    {
+      "from": "file:crates/g3-core/src/task_result_comprehensive_tests.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::{Message, MessageRole};"
+    },
+    {
+      "from": "file:crates/g3-core/src/tool_definitions.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::Tool;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tool_dispatch.rs",
+      "to": "file:crates/g3-core/src/tools/mod.rs",
+      "type": "module_import",
+      "evidence": "use crate::tools::executor::ToolContext;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tool_dispatch.rs",
+      "to": "file:crates/g3-core/src/tools/mod.rs",
+      "type": "module_import",
+      "evidence": "use crate::tools::{acd, file_ops, memory, misc, research, shell, todo, webdriver};"
+    },
+    {
+      "from": "file:crates/g3-core/src/tool_dispatch.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/acd.rs",
+      "to": "file:crates/g3-core/src/acd.rs",
+      "type": "module_import",
+      "evidence": "use crate::acd::Fragment;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/acd.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/acd.rs",
+      "to": "file:crates/g3-core/src/acd.rs",
+      "type": "module_import",
+      "evidence": "use crate::acd::Fragment;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/acd.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::NullUiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/acd.rs",
+      "to": "file:crates/g3-core/src/background_process.rs",
+      "type": "module_import",
+      "evidence": "use crate::background_process::BackgroundProcessManager;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/acd.rs",
+      "to": "file:crates/g3-core/src/webdriver_session.rs",
+      "type": "module_import",
+      "evidence": "use crate::webdriver_session::WebDriverSession;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/acd.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::{Message, MessageRole};"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/executor.rs",
+      "to": "file:crates/g3-core/src/background_process.rs",
+      "type": "module_import",
+      "evidence": "use crate::background_process::BackgroundProcessManager;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/executor.rs",
+      "to": "file:crates/g3-core/src/paths.rs",
+      "type": "module_import",
+      "evidence": "use crate::paths::{ensure_session_dir, get_session_todo_path, get_todo_path};"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/executor.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/executor.rs",
+      "to": "file:crates/g3-core/src/webdriver_session.rs",
+      "type": "module_import",
+      "evidence": "use crate::webdriver_session::WebDriverSession;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/executor.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::Config;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/file_ops.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/file_ops.rs",
+      "to": "file:crates/g3-core/src/utils.rs",
+      "type": "module_import",
+      "evidence": "use crate::utils::resolve_path_with_unicode_fallback;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/file_ops.rs",
+      "to": "file:crates/g3-core/src/utils.rs",
+      "type": "module_import",
+      "evidence": "use crate::utils::apply_unified_diff_to_string;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/memory.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/misc.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/research.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/research.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::WebDriverBrowser;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/shell.rs",
+      "to": "file:crates/g3-core/src/paths.rs",
+      "type": "module_import",
+      "evidence": "use crate::paths::{generate_short_id, get_tools_output_dir};"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/shell.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/shell.rs",
+      "to": "file:crates/g3-core/src/utils.rs",
+      "type": "module_import",
+      "evidence": "use crate::utils::resolve_paths_in_shell_command;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/shell.rs",
+      "to": "file:crates/g3-core/src/utils.rs",
+      "type": "module_import",
+      "evidence": "use crate::utils::shell_escape_command;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/todo.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/webdriver.rs",
+      "to": "crate:g3-computer-control",
+      "type": "file_to_crate",
+      "evidence": "use g3_computer_control::WebDriverController;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/webdriver.rs",
+      "to": "file:crates/g3-core/src/ui_writer.rs",
+      "type": "module_import",
+      "evidence": "use crate::ui_writer::UiWriter;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/webdriver.rs",
+      "to": "file:crates/g3-core/src/webdriver_session.rs",
+      "type": "module_import",
+      "evidence": "use crate::webdriver_session::WebDriverSession;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/webdriver.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::WebDriverBrowser;"
+    },
+    {
+      "from": "file:crates/g3-core/src/tools/webdriver.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::WebDriverBrowser;"
+    },
+    {
+      "from": "file:crates/g3-core/src/webdriver_session.rs",
+      "to": "crate:g3-computer-control",
+      "type": "file_to_crate",
+      "evidence": "use g3_computer_control::{ChromeDriver, SafariDriver, WebDriverController, WebElement};"
+    },
+    {
+      "from": "file:crates/g3-planner/src/lib.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::{CompletionRequest, LLMProvider, Message, MessageRole};"
+    },
+    {
+      "from": "file:crates/g3-planner/src/llm.rs",
+      "to": "crate:g3-config",
+      "type": "file_to_crate",
+      "evidence": "use g3_config::Config;"
+    },
+    {
+      "from": "file:crates/g3-planner/src/llm.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::project::Project;"
+    },
+    {
+      "from": "file:crates/g3-planner/src/llm.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::Agent;"
+    },
+    {
+      "from": "file:crates/g3-planner/src/llm.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::error_handling::{classify_error, ErrorType};"
+    },
+    {
+      "from": "file:crates/g3-planner/src/llm.rs",
+      "to": "crate:g3-providers",
+      "type": "file_to_crate",
+      "evidence": "use g3_providers::{CompletionRequest, LLMProvider, Message, MessageRole};"
+    },
+    {
+      "from": "file:crates/g3-planner/src/llm.rs",
+      "to": "file:crates/g3-planner/src/prompts.rs",
+      "type": "module_import",
+      "evidence": "use crate::prompts;"
+    },
+    {
+      "from": "file:crates/g3-planner/src/planner.rs",
+      "to": "file:crates/g3-planner/src/git.rs",
+      "type": "module_import",
+      "evidence": "use crate::git;"
+    },
+    {
+      "from": "file:crates/g3-planner/src/planner.rs",
+      "to": "file:crates/g3-planner/src/history.rs",
+      "type": "module_import",
+      "evidence": "use crate::history;"
+    },
+    {
+      "from": "file:crates/g3-planner/src/planner.rs",
+      "to": "file:crates/g3-planner/src/llm.rs",
+      "type": "module_import",
+      "evidence": "use crate::llm;"
+    },
+    {
+      "from": "file:crates/g3-planner/src/planner.rs",
+      "to": "file:crates/g3-planner/src/state.rs",
+      "type": "module_import",
+      "evidence": "use crate::state::{"
+    },
+    {
+      "from": "file:crates/g3-planner/src/planner.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::project::Project;"
+    },
+    {
+      "from": "file:crates/g3-planner/src/planner.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::retry::{execute_with_retry, RetryConfig, RetryResult};"
+    },
+    {
+      "from": "file:crates/g3-planner/src/planner.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::feedback_extraction::{extract_coach_feedback, FeedbackExtractionConfig};"
+    },
+    {
+      "from": "file:crates/g3-planner/src/planner.rs",
+      "to": "crate:g3-core",
+      "type": "file_to_crate",
+      "evidence": "use g3_core::Agent;"
+    },
+    {
+      "from": "file:crates/g3-providers/src/databricks.rs",
+      "to": "file:crates/g3-providers/src/streaming.rs",
+      "type": "module_import",
+      "evidence": "use crate::streaming::{decode_utf8_streaming, is_incomplete_json_error, make_final_chunk};"
+    },
+    {
+      "from": "file:crates/studio/src/git.rs",
+      "to": "file:crates/studio/src/session.rs",
+      "type": "module_import",
+      "evidence": "use crate::session::Session;"
+    }
+  ]
 }
\ No newline at end of file
diff --git a/analysis/deps/graph.summary.md b/analysis/deps/graph.summary.md
index 1143e96..1adec56 100644
--- a/analysis/deps/graph.summary.md
+++ b/analysis/deps/graph.summary.md
@@ -2,92 +2,85 @@
 
 ## Overview
 
-| Metric | Count |
+| Metric | Value |
 |--------|-------|
-| Workspace crates | 10 |
-| Crate-level edges | 17 |
-| Source files (non-test) | 95 |
-| File-level edges | 123 |
-| Cross-crate imports | 43 |
-| Strongly connected components | 0 |
+| Total nodes | 108 |
+| Total edges | 186 |
+| Crate nodes | 9 |
+| File nodes | 99 |
+| Crate-level edges | 14 |
+| File-level edges | 172 |
 
-## Crate-Level Structure
+## Crate Structure
 
-### Crates by Type
-
-| Crate | Type | Files |
-|-------|------|-------|
-| g3 | bin (root) | 1 |
-| g3-cli | lib | 16 |
-| g3-core | lib | 38 |
-| g3-providers | lib | 7 |
-| g3-config | lib | 2 |
-| g3-execution | lib | 1 |
-| g3-computer-control | lib | 16 |
-| g3-planner | lib | 8 |
-| g3-ensembles | lib | 4 |
-| studio | bin | 3 |
-
-### Fan-In (Most Depended Upon)
-
-| Crate | Dependents |
-|-------|------------|
-| g3-config | 4 |
-| g3-providers | 4 |
-| g3-core | 3 |
-| g3-computer-control | 2 |
-| g3-cli | 1 |
-| g3-ensembles | 1 |
-| g3-execution | 1 |
-| g3-planner | 1 |
-
-### Fan-Out (Most Dependencies)
-
-| Crate | Dependencies |
-|-------|-------------|
-| g3-cli | 6 |
-| g3-core | 4 |
-| g3-planner | 3 |
-| g3 | 2 |
-| g3-ensembles | 2 |
-
-## File-Level Structure
-
-### Top Fan-Out Files (Most Outgoing Edges)
-
-| File | Edges | Description |
-|------|-------|-------------|
-| crates/g3-core/src/lib.rs | 29 | Core library root |
-| crates/g3-cli/src/lib.rs | 17 | CLI library root |
-| crates/g3-core/src/tools/mod.rs | 9 | Tools module root |
-| crates/g3-planner/src/lib.rs | 8 | Planner library root |
-| crates/g3-providers/src/lib.rs | 6 | Providers library root |
-| crates/g3-computer-control/src/lib.rs | 5 | Computer control root |
-| crates/g3-planner/src/llm.rs | 5 | LLM integration |
-
-### Top Fan-In (Most Imported)
-
-| Target | Imports |
-|--------|--------|
-| g3-core (crate) | 21 |
-| g3-providers (crate) | 11 |
-| g3-config (crate) | 9 |
-| g3-computer-control (crate) | 2 |
+| Crate | Path | Direct Dependencies |
+|-------|------|---------------------|
+| g3 | `.` | g3-cli, g3-providers |
+| g3-cli | `crates/g3-cli` | g3-core, g3-config, g3-planner, g3-computer-control, g3-providers |
+| g3-core | `crates/g3-core` | g3-providers, g3-config, g3-execution, g3-computer-control |
+| g3-providers | `crates/g3-providers` | (none) |
+| g3-config | `crates/g3-config` | (none) |
+| g3-execution | `crates/g3-execution` | (none) |
+| g3-planner | `crates/g3-planner` | g3-providers, g3-core, g3-config |
+| g3-computer-control | `crates/g3-computer-control` | (none) |
+| studio | `crates/studio` | (none) |
 
 ## Entrypoints
 
-| File | Type |
-|------|------|
-| src/main.rs | Binary entrypoint (g3) |
-| crates/studio/src/main.rs | Binary entrypoint (studio) |
-| crates/g3-cli/src/lib.rs | Library root |
-| crates/g3-core/src/lib.rs | Library root |
+| Type | Location | Evidence |
+|------|----------|----------|
+| Binary | `crates/g3-cli/src/lib.rs` | `run()` function, CLI dispatch |
+| Binary | `crates/studio/src/main.rs` | `main()` function |
+| Library | `crates/g3-core/src/lib.rs` | `Agent` struct, core API |
+
+## Top Fan-In Nodes (Most Depended Upon)
+
+| Node | Fan-In | Type |
+|------|--------|------|
+| crate:g3-core | 35 | crate |
+| crate:g3-providers | 19 | crate |
+| file:crates/g3-core/src/ui_writer.rs | 15 | file |
+| crate:g3-config | 13 | crate |
+| file:crates/g3-cli/src/g3_status.rs | 10 | file |
+| file:crates/g3-cli/src/simple_output.rs | 8 | file |
+| file:crates/g3-core/src/context_window.rs | 6 | file |
+| file:crates/g3-cli/src/template.rs | 6 | file |
+| file:crates/g3-core/src/paths.rs | 5 | file |
+| crate:g3-computer-control | 4 | crate |
+
+## Top Fan-Out Nodes (Most Dependencies)
+
+| Node | Fan-Out | Type |
+|------|---------|------|
+| file:crates/g3-cli/src/agent_mode.rs | 13 | file |
+| file:crates/g3-core/src/lib.rs | 13 | file |
+| file:crates/g3-cli/src/commands.rs | 12 | file |
+| file:crates/g3-cli/src/interactive.rs | 12 | file |
+| file:crates/g3-cli/src/accumulative.rs | 11 | file |
+| file:crates/g3-planner/src/planner.rs | 8 | file |
+| file:crates/g3-cli/src/autonomous.rs | 8 | file |
+| file:crates/g3-core/src/tools/acd.rs | 7 | file |
+| file:crates/g3-planner/src/llm.rs | 6 | file |
+| file:crates/g3-cli/src/utils.rs | 5 | file |
+
+## File Counts by Crate
+
+| Crate | Source Files |
+|-------|-------------|
+| g3-cli | 23 |
+| g3-core | 42 |
+| g3-providers | 9 |
+| g3-config | 2 |
+| g3-execution | 1 |
+| g3-planner | 8 |
+| g3-computer-control | 11 |
+| studio | 3 |
 
 ## Extraction Limitations
 
-- Only `use` and `mod` statements at line start are parsed
-- Conditional compilation (`#[cfg(...)]`) not evaluated
-- Macro-generated imports not detected
-- Re-exports through `pub use` not fully traced
-- Test modules (`mod tests`) excluded from graph
-- Test files (`*_test.rs`, `tests/`) excluded from graph
+1. **Static analysis only**: Dynamic dispatch and trait objects not traced
+2. **Use statement parsing**: Only `use g3_*` and `use crate::` patterns captured
+3. **Conditional compilation**: `#[cfg(...)]` blocks not evaluated
+4. **Re-exports**: `pub use` chains not fully resolved
+5. **Test files excluded**: Files in `/tests/` directories not included
+6. **Examples excluded**: Files in `/examples/` directories not included
diff --git a/analysis/deps/hotspots.md b/analysis/deps/hotspots.md
index 6cb1ba6..ab65dd2 100644
--- a/analysis/deps/hotspots.md
+++ b/analysis/deps/hotspots.md
@@ -1,112 +1,69 @@
 # Coupling Hotspots
 
-## Method
+## High Fan-In Files (Most Depended Upon)
 
-Hotspots identified by:
-1. Fan-in > 2× average (high incoming dependencies)
-2. Fan-out > 2× average (high outgoing dependencies)
-3. Cross-group edge concentration
+Files with disproportionately high incoming dependencies.
 
-## Metrics
+| File | Fan-In | Crate | Role |
+|------|--------|-------|------|
+| ui_writer.rs | 15 | g3-core | UI abstraction trait |
+| g3_status.rs | 10 | g3-cli | Status message formatting |
+| simple_output.rs | 8 | g3-cli | Output helper |
+| context_window.rs | 6 | g3-core | Token/context management |
+| template.rs | 6 | g3-cli | Template processing |
+| paths.rs | 5 | g3-core | Path utilities |
 
-### Crate Level
+### Evidence: ui_writer.rs (fan-in: 15)
 
-| Metric | Value |
-|--------|-------|
-| Average fan-in | 2.0 |
-| Average fan-out | 1.7 |
-| Threshold (2×) | 4.0 / 3.4 |
+Depended on by:
+- g3-cli: accumulative.rs, agent_mode.rs, autonomous.rs, commands.rs, interactive.rs, task_execution.rs, ui_writer_impl.rs, utils.rs
+- g3-core: compaction.rs, feedback_extraction.rs, lib.rs, retry.rs, tool_dispatch.rs, tools/*.rs
 
-### File Level
+### Evidence: g3_status.rs (fan-in: 10)
 
-| Metric | Value |
-|--------|-------|
-| Total edges | 123 |
-| Total files | 95 |
-| Average fan-out | 1.3 |
-| Threshold (2×) | 2.6 |
+Depended on by:
+- commands.rs, interactive.rs, simple_output.rs, task_execution.rs, and others in g3-cli
 
-## Crate-Level Hotspots
+## High Fan-Out Files (Most Dependencies)
 
-### High Fan-In (Most Depended Upon)
+Files with disproportionately high outgoing dependencies.
 
-| Crate | Fan-In | Status |
-|-------|--------|--------|
-| g3-config | 4 | **HOTSPOT** (2× avg) |
-| g3-providers | 4 | **HOTSPOT** (2× avg) |
-| g3-core | 3 | Near threshold |
+| File | Fan-Out | Crate | Role |
+|------|---------|-------|------|
+| agent_mode.rs | 13 | g3-cli | Agent mode entry point |
+| lib.rs | 13 | g3-core | Core library root |
+| commands.rs | 12 | g3-cli | Command handlers |
+| interactive.rs | 12 | g3-cli | Interactive REPL |
+| accumulative.rs | 11 | g3-cli | Accumulative mode |
+| planner.rs | 8 | g3-planner | Planning orchestration |
 
-**Evidence for g3-config:**
-- Depended on by: g3-cli, g3-core, g3-planner, g3-ensembles
-- Contains: Configuration types, loading logic
+### Evidence: agent_mode.rs (fan-out: 13)
 
-**Evidence for g3-providers:**
-- Depended on by: g3, g3-cli, g3-core, g3-planner
-- Contains: LLM provider trait, message types, streaming
+Depends on:
+- g3-core: Agent, ui_writer::UiWriter
+- Internal: project_files, display, language_prompts, simple_output, embedded_agents, ui_writer_impl, interactive, template
 
-### High Fan-Out (Most Dependencies)
+### Evidence: g3-core/lib.rs (fan-out: 13)
 
-| Crate | Fan-Out | Status |
-|-------|---------|--------|
-| g3-cli | 6 | **HOTSPOT** (3.5× avg) |
-| g3-core | 4 | **HOTSPOT** (2.4× avg) |
-| g3-planner | 3 | Near threshold |
+Depends on:
+- External crates: g3-config, g3-providers
+- Internal modules: ui_writer, context_window, paths, compaction, streaming, tools, etc.
 
-**Evidence for g3-cli:**
-- Depends on: g3-core, g3-config, g3-planner, g3-computer-control, g3-providers, g3-ensembles
-- Role: Top-level integration point
+## Cross-Crate Coupling
 
-**Evidence for g3-core:**
-- Depends on: g3-providers, g3-config, g3-execution, g3-computer-control
-- Role: Central engine with multiple infrastructure dependencies
-
-## File-Level Hotspots
-
-### High Fan-Out Files
-
-| File | Fan-Out | Threshold | Status |
-|------|---------|-----------|--------|
-| crates/g3-core/src/lib.rs | 29 | 2.6 | **HOTSPOT** (22× avg) |
-| crates/g3-cli/src/lib.rs | 17 | 2.6 | **HOTSPOT** (13× avg) |
-| crates/g3-core/src/tools/mod.rs | 9 | 2.6 | **HOTSPOT** (7× avg) |
-| crates/g3-planner/src/lib.rs | 8 | 2.6 | **HOTSPOT** (6× avg) |
-| crates/g3-providers/src/lib.rs | 6 | 2.6 | **HOTSPOT** (4.6× avg) |
-| crates/g3-computer-control/src/lib.rs | 5 | 2.6 | **HOTSPOT** (3.8× avg) |
-| crates/g3-planner/src/llm.rs | 5 | 2.6 | **HOTSPOT** (3.8× avg) |
-
-**Note:** High fan-out in `lib.rs` files is expected (module re-exports). The `tools/mod.rs` and `llm.rs` hotspots are more significant as they represent actual coupling.
-
-### Cross-Crate Import Concentration
-
-| Source File | Cross-Crate Imports |
-|-------------|--------------------|
-| crates/g3-cli/src/lib.rs | 5 (g3-core, g3-config, g3-providers, g3-planner, g3-ensembles) |
-| crates/g3-planner/src/llm.rs | 4 (g3-config, g3-core, g3-providers) |
-| crates/g3-cli/src/autonomous.rs | 2 (g3-core) |
-| crates/g3-cli/src/task_execution.rs | 2 (g3-core) |
+| Source Crate | Target Crate | Edge Count |
+|--------------|--------------|------------|
+| g3-cli | g3-core | 35 |
+| g3-core | g3-providers | 10 |
+| g3-core | g3-config | 5 |
+| g3-planner | g3-core | 4 |
+| g3-planner | g3-providers | 3 |
+| g3-core | g3-computer-control | 2 |
 
 ## Observations
 
-1. **g3-core/src/lib.rs** has extreme fan-out (29 edges) due to declaring 22+ modules
-2. **g3-config** and **g3-providers** are foundational crates with high fan-in
-3. **g3-cli** is the integration hub, pulling together all subsystems
-4. **tools/mod.rs** aggregates 9 tool modules - natural aggregation point
-5. **g3-planner/src/llm.rs** has notable cross-crate coupling (imports from 3 other crates)
-
-## Cross-Group Edges
-
-Total cross-crate imports: 43
-
-| From Crate | To Crate | Count |
-|------------|----------|-------|
-| g3-cli | g3-core | 21 |
-| g3-cli | g3-config | 4 |
-| g3-cli | g3-providers | 2 |
-| g3-planner | g3-core | 5 |
-| g3-planner | g3-providers | 4 |
-| g3-planner | g3-config | 2 |
-| g3-core | g3-providers | 8 |
-| g3-core | g3-config | 3 |
-| g3-core | g3-computer-control | 2 |
-| g3-ensembles | g3-core | 1 |
-| g3-ensembles | g3-config | 1 |
+1. **ui_writer.rs** is a central abstraction point; changes here affect 15+ files
+2. **g3-cli** files have high fan-out due to orchestration responsibilities
+3. **g3-core/lib.rs** is the primary API surface with expected high coupling
+4. **g3_status.rs** and **simple_output.rs** form a UI utility cluster in g3-cli
+5. **tools/*.rs** files consistently depend on ui_writer and ToolCall types
diff --git a/analysis/deps/layers.observed.md b/analysis/deps/layers.observed.md
index e89e339..627a696 100644
--- a/analysis/deps/layers.observed.md
+++ b/analysis/deps/layers.observed.md
@@ -1,172 +1,80 @@
 # Observed Layering
 
-## Derivation Method
+## Crate-Level Layers
 
-Layers derived mechanically from:
-1. Crate dependency direction in Cargo.toml
-2. Path-based module grouping
-3. Import directionality analysis
-
-## Crate Hierarchy
+Based on dependency direction, the following layers are observed:
 
 ```
-┌─────────────────────────────────────────────────────────────┐
-│ Layer 0: Binaries                                           │
-│   g3 (main entry)                                           │
-│   studio (standalone tool)                                  │
-└─────────────────────────────────────────────────────────────┘
-                              │
-                              ▼
-┌─────────────────────────────────────────────────────────────┐
-│ Layer 1: Application                                        │
-│   g3-cli (CLI interface, 16 files)                          │
-└─────────────────────────────────────────────────────────────┘
-                              │
-                              ▼
-┌─────────────────────────────────────────────────────────────┐
-│ Layer 2: Orchestration                                      │
-│   g3-planner (planning logic, 8 files)                      │
-│   g3-ensembles (multi-agent, 4 files)                       │
-└─────────────────────────────────────────────────────────────┘
-                              │
-                              ▼
-┌─────────────────────────────────────────────────────────────┐
-│ Layer 3: Core Engine                                        │
-│   g3-core (agent engine, 38 files)                          │
-└─────────────────────────────────────────────────────────────┘
-                              │
-                              ▼
-┌─────────────────────────────────────────────────────────────┐
-│ Layer 4: Infrastructure                                     │
-│   g3-providers (LLM providers, 7 files)                     │
-│   g3-config (configuration, 2 files)                        │
-│   g3-execution (code execution, 1 file)                     │
-│   g3-computer-control (desktop automation, 16 files)        │
-└─────────────────────────────────────────────────────────────┘
+Layer 0 (Leaf crates - no internal dependencies):
+  ├── g3-config
+  ├── g3-execution  
+  ├── g3-providers
+  ├── g3-computer-control
+  └── studio
+
+Layer 1 (Depends on Layer 0):
+  └── g3-core
+        └── depends on: g3-providers, g3-config, g3-execution, g3-computer-control
+
+Layer 2 (Depends on Layer 0 and 1):
+  ├── g3-cli
+  │     └── depends on: g3-core, g3-config, g3-planner, g3-computer-control, g3-providers
+  └── g3-planner
+        └── depends on: g3-providers, g3-core, g3-config
+
+Layer 3 (Application root):
+  └── g3
+        └── depends on: g3-cli, g3-providers
 ```
 
-## Intra-Crate Module Structure
+## Layer Metrics
 
-### g3-core (38 files)
+| Layer | Crates | Description |
+|-------|--------|-------------|
+| 0 | 5 | Foundation crates with no internal deps |
+| 1 | 1 | Core engine |
+| 2 | 2 | High-level orchestration |
+| 3 | 1 | Application entry point |
 
-```
-lib.rs
-├── acd.rs                    # Aggressive Context Dehydration
-├── background_process.rs     # Background process management
-├── code_search/              # Tree-sitter code search
-│   ├── mod.rs
-│   └── searcher.rs
-├── compaction.rs             # Context compaction
-├── context_window.rs         # Context window management
-├── error_handling.rs         # Error classification
-├── feedback_extraction.rs    # Coach feedback extraction
-├── paths.rs                  # Path utilities
-├── project.rs                # Project abstraction
-├── prompts.rs                # System prompts
-├── provider_config.rs        # Provider configuration
-├── provider_registration.rs  # Provider registration
-├── retry.rs                  # Retry logic
-├── session.rs                # Session management
-├── session_continuation.rs   # Session continuation
-├── streaming.rs              # Streaming utilities
-├── streaming_parser.rs       # Tool call parser
-├── task_result.rs            # Task result types
-├── tool_definitions.rs       # Tool definitions
-├── tool_dispatch.rs          # Tool routing
-├── tools/                    # Tool implementations
-│   ├── mod.rs
-│   ├── acd.rs
-│   ├── executor.rs
-│   ├── file_ops.rs
-│   ├── memory.rs
-│   ├── misc.rs
-│   ├── research.rs
-│   ├── shell.rs
-│   ├── todo.rs
-│   └── webdriver.rs
-├── ui_writer.rs              # UI abstraction
-├── utils.rs                  # General utilities
-└── webdriver_session.rs      # WebDriver session
-```
+## Observed Groupings by Path
 
-### g3-cli (16 files)
+### g3-core/src/tools/
+Tool implementations grouped under `tools/` submodule:
+- executor.rs (tool context and execution)
+- acd.rs, file_ops.rs, memory.rs, misc.rs, research.rs, shell.rs, todo.rs, webdriver.rs
 
-```
-lib.rs
-├── accumulative.rs           # Accumulative mode
-├── agent_mode.rs             # Agent mode
-├── autonomous.rs             # Autonomous mode
-├── cli_args.rs               # CLI argument parsing
-├── coach_feedback.rs         # Coach feedback
-├── filter_json.rs            # JSON filtering
-├── interactive.rs            # Interactive mode
-├── metrics.rs                # Metrics/timing
-├── project_files.rs          # Project file loading
-├── simple_output.rs          # Simple output helper
-├── streaming_markdown.rs     # Markdown formatting
-├── task_execution.rs         # Task execution
-├── theme.rs                  # UI theming
-├── ui_writer_impl.rs         # UiWriter implementation
-└── utils.rs                  # CLI utilities
-```
+### g3-core/src/code_search/
+Code search functionality:
+- mod.rs (API types)
+- searcher.rs (tree-sitter implementation)
 
-### g3-computer-control (16 files)
+### g3-computer-control/src/platform/
+Platform-specific implementations:
+- macos.rs, linux.rs, windows.rs (conditional compilation)
 
-```
-lib.rs
-├── macax/                    # macOS Accessibility
-│   ├── mod.rs
-│   └── controller.rs
-├── ocr/                      # OCR engines
-│   ├── mod.rs
-│   ├── tesseract.rs
-│   └── vision.rs
-├── platform/                 # Platform implementations
-│   ├── mod.rs
-│   ├── linux.rs
-│   ├── macos.rs
-│   └── windows.rs
-├── types.rs                  # Shared types
-└── webdriver/                # WebDriver implementations
-    ├── mod.rs
-    ├── chrome.rs
-    ├── diagnostics.rs
-    └── safari.rs
-```
+### g3-computer-control/src/webdriver/
+Browser automation:
+- safari.rs, chrome.rs, diagnostics.rs
 
-### g3-providers (7 files)
+### g3-providers/src/
+LLM provider implementations:
+- anthropic.rs, openai.rs, gemini.rs, databricks.rs, embedded.rs
+- oauth.rs (authentication)
+- mock.rs (testing)
 
-```
-lib.rs
-├── anthropic.rs              # Anthropic Claude
-├── databricks.rs             # Databricks
-├── embedded.rs               # Local llama.cpp
-├── oauth.rs                  # OAuth flow
-├── openai.rs                 # OpenAI-compatible
-└── streaming.rs              # Streaming utilities
-```
+## Directionality
 
-### g3-planner (8 files)
-
-```
-lib.rs
-├── code_explore.rs           # Code exploration
-├── git.rs                    # Git operations
-├── history.rs                # History management
-├── llm.rs                    # LLM integration
-├── planner.rs                # Planning logic
-├── prompts.rs                # Planner prompts
-└── state.rs                  # State management
-```
-
-## Layer Violations
-
-**None detected.**
-
-All dependencies flow downward through the layer hierarchy. No upward dependencies exist.
+| From | To | Direction | Violations |
+|------|----|-----------|------------|
+| g3 | g3-cli | down | none |
+| g3-cli | g3-core | down | none |
+| g3-cli | g3-planner | lateral | none |
+| g3-core | g3-providers | down | none |
+| g3-core | g3-config | down | none |
+| g3-planner | g3-core | lateral | none |
 
 ## Uncertainty
 
-- Layer assignment is based on dependency direction, not semantic intent
-- `studio` is isolated (no internal crate dependencies) - layer assignment is nominal
-- Some crates at Layer 4 could arguably be split further (e.g., `g3-computer-control` is large)
+- **studio**: Isolated crate with no detected internal dependencies; may have runtime integration not captured
+- **g3-execution**: Minimal crate (1 file); purpose unclear from static analysis alone
+- **Lateral dependencies**: g3-cli ↔ g3-planner relationship suggests potential for extraction or consolidation
diff --git a/analysis/deps/limitations.md b/analysis/deps/limitations.md
index 2198854..8df2c0c 100644
--- a/analysis/deps/limitations.md
+++ b/analysis/deps/limitations.md
@@ -1,103 +1,67 @@
 # Analysis Limitations
 
-## Extraction Method
+## What Was Observed
 
-Dependencies extracted via:
-1. Cargo.toml parsing for crate-level dependencies
-2. Regex-based `use` and `mod` statement extraction from source files
+| Category | Method | Coverage |
+|----------|--------|----------|
+| Crate dependencies | Cargo.toml parsing | Complete |
+| Module structure | `mod` declarations in lib.rs/main.rs | Complete |
+| File imports | `use g3_*` and `use crate::` patterns | Partial |
+| Submodule structure | mod.rs file inspection | Complete |
 
-## Known Limitations
+## What Could Not Be Observed
 
-### 1. Conditional Compilation Not Evaluated
+### 1. Implicit Dependencies
 
-```rust
-#[cfg(target_os = "macos")]
-use core_graphics::window::*;
-```
+- **Trait implementations**: A file implementing a trait from another module creates a dependency not captured by `use` statements
+- **Type aliases**: Types re-exported through `pub use` chains
+- **Derive macros**: Dependencies introduced by `#[derive(...)]`
 
-Platform-specific imports in `g3-computer-control` are included unconditionally. The actual dependency graph varies by target platform.
+### 2. Dynamic Patterns
 
-**Affected files:**
-- `crates/g3-computer-control/src/platform/macos.rs`
-- `crates/g3-computer-control/src/platform/linux.rs`
-- `crates/g3-computer-control/src/platform/windows.rs`
+- **Trait objects**: `dyn Trait` usage creates runtime dependencies
+- **Generic bounds**: `T: SomeTrait` constraints
+- **Associated types**: Dependencies through associated type resolution
 
-### 2. Macro-Generated Imports Not Detected
+### 3. Conditional Compilation
 
-Imports generated by procedural macros (e.g., `#[derive(...)]`, `#[async_trait]`) are not captured. These may introduce implicit dependencies.
+- **Platform-specific code**: `#[cfg(target_os = "...")]` blocks not evaluated
+- **Feature flags**: `#[cfg(feature = "...")]` dependencies not traced
+- **Test-only code**: `#[cfg(test)]` modules excluded
 
-**Common macros in codebase:**
-- `serde::Serialize`, `serde::Deserialize`
-- `async_trait::async_trait`
-- `clap::Parser`
+### 4. Build System
 
-### 3. Re-Exports Not Fully Traced
+- **build.rs**: Build script dependencies not analyzed
+- **Procedural macros**: Macro crate dependencies not traced
+- **Workspace-level features**: Feature unification effects not modeled
 
-```rust
-pub use some_module::SomeType;
-```
+### 5. Excluded Files
 
-Re-exports create transitive dependencies that are not fully traced. A file importing `SomeType` from a re-exporting module has an indirect dependency on the original module.
+| Category | Count | Reason |
+|----------|-------|--------|
+| Test files (`/tests/`) | ~40 | Out of scope |
+| Example files (`/examples/`) | ~10 | Out of scope |
+| Worktree copies | ~100 | Duplicates |
 
-### 4. Glob Imports Partially Resolved
+## What Was Inferred
 
-```rust
-use crate::types::*;
-```
-
-Glob imports are recorded but individual items are not enumerated. The actual coupling may be higher or lower than represented.
-
-### 5. Test Code Excluded
-
-Files matching these patterns are excluded:
-- `*_test.rs`
-- `tests/*.rs`
-- `mod tests { ... }` blocks
-
-Test dependencies are not represented in the graph.
-
-### 6. Build Scripts Not Analyzed
-
-`build.rs` files are not included. Build-time dependencies (e.g., code generation) are not captured.
-
-**Affected:**
-- `crates/g3-computer-control/build.rs`
-
-### 7. External Crate Dependencies Not Graphed
-
-Only workspace-internal dependencies are represented. External crates (tokio, serde, etc.) are not included in the graph.
-
-### 8. Inline Module Definitions
-
-```rust
-mod foo {
-    // inline definition
-}
-```
-
-Inline module definitions without corresponding files are detected but may not resolve to file edges.
-
-### 9. Path Aliases Not Resolved
-
-```rust
-use crate::foo as bar;
-```
-
-Aliased imports are recorded with original path, but alias usage elsewhere is not correlated.
+| Inference | Basis | Confidence |
+|-----------|-------|------------|
+| Layer assignment | Topological sort of crate deps | High |
+| Fan-in/fan-out metrics | Edge counting | High |
+| Module-to-file mapping | Naming convention (mod.rs, *.rs) | High |
+| Entrypoints | lib.rs/main.rs presence | High |
 
 ## What May Invalidate Conclusions
 
-1. **Feature flags**: Cargo features may enable/disable entire modules
-2. **Workspace changes**: Adding/removing crates changes the graph structure
-3. **Refactoring**: Moving code between modules changes edges without changing functionality
-4. **Dynamic dispatch**: Trait objects create runtime dependencies not visible statically
+1. **Hidden re-exports**: If `g3-core/lib.rs` re-exports types from submodules, actual coupling may be higher
+2. **Macro-generated code**: Macros like `#[derive(Serialize)]` add implicit serde dependency
+3. **Runtime plugin loading**: If any crate loads code dynamically, static analysis misses it
+4. **Workspace member changes**: Adding/removing crates from workspace invalidates crate-level graph
 
-## Confidence Assessment
+## Recommendations for Improved Analysis
 
-| Aspect | Confidence |
-|--------|------------|
-| Crate-level dependencies | High (from Cargo.toml) |
-| Module tree structure | High (from mod declarations) |
-| Cross-crate imports | Medium (regex-based) |
-| Intra-module coupling | Low (not analyzed) |
-| Runtime dependencies | Not captured |
+1. Use `cargo metadata` for authoritative crate graph
+2. Use `cargo tree` for transitive dependency analysis
+3. Use `rust-analyzer` for semantic import resolution
+4. Parse AST for type references beyond `use` statements
diff --git a/analysis/deps/sccs.md b/analysis/deps/sccs.md
index 4e1a1f3..165b3bf 100644
--- a/analysis/deps/sccs.md
+++ b/analysis/deps/sccs.md
@@ -1,44 +1,27 @@
-# Strongly Connected Components Analysis
+# Strongly Connected Components (Cycles)
 
-## Method
+## Summary
 
-Tarjan's algorithm applied to file-level dependency graph.
+| Metric | Value |
+|--------|-------|
+| Non-trivial SCCs | 0 |
+| Total nodes in cycles | 0 |
 
-Edge types considered:
-- `mod_declaration`: Parent module declares child module
-- `cross_crate_import`: File imports from another crate
+## Analysis
 
-## Results
+No strongly connected components with more than one node were detected in the dependency graph.
 
-**No non-trivial SCCs detected.**
+This indicates the codebase has a **directed acyclic graph (DAG)** structure at both the crate and file level for the dependencies that were extracted.
 
-The file-level dependency graph is acyclic. All `mod` declarations form a strict tree structure within each crate, and cross-crate imports follow the crate dependency DAG.
+## Methodology
 
-## Crate-Level Cycle Analysis
+- Tarjan's algorithm applied to all 108 nodes and 186 edges
+- Only SCCs with 2+ nodes reported (trivial single-node SCCs excluded)
+- Analysis covers `use` statement imports only
 
-The crate dependency graph was also analyzed:
+## Caveats
 
-```
-g3 → g3-cli → g3-core → g3-providers
-                      → g3-config
-                      → g3-execution
-                      → g3-computer-control
-         → g3-planner → g3-core
-                      → g3-providers
-                      → g3-config
-         → g3-ensembles → g3-core
-                        → g3-config
-```
-
-**No cycles detected at crate level.**
-
-The workspace forms a directed acyclic graph (DAG) with:
-- Leaf crates: `g3-providers`, `g3-config`, `g3-execution`, `g3-computer-control`, `studio`
-- Mid-tier crates: `g3-core`, `g3-planner`, `g3-ensembles`
-- Top-tier crates: `g3-cli`, `g3`
-
-## Implications
-
-- No circular dependencies exist
-- Build order is deterministic
-- Crates can be compiled in parallel respecting the DAG
+1. **Trait implementations**: Mutual trait dependencies not captured by `use` statements
+2. **Type references**: Types referenced without explicit `use` not detected
+3. **Macro expansions**: Dependencies introduced by macros not traced
+4. **Build-time dependencies**: `build.rs` dependencies not included