{ "configuration_identity": "managed_container_observed_labels_matched", "coverage_passed": true, "finished_at": "2026-09-23T17:33:17.916611+00:00", "identity_observations": [ { "bound_port": 8002, "container_id": "redacted:sha256:47e68a072e935b78edb4c6653a7c388e408a0bd34778e43d0a51f912458aa992", "image_digest": "sha256:0f1cdcc8891f1cc3a444121eb61d366289a1cbba285f0892dcbb24bc94961692", "observed_at": "2026-09-23T17:32:50.207398+00:00", "phase": "start", "recipe_digest": "561d548b4124a98493c88c4145405f40ed25c747bde9ddf9a17696fe8a96661d", "registry_digest": "cfbc4dc4f4f7e8a73590e21cf95e7586172aab67dc4a892a51ca45adc77607f4", "revision": "a5fee929cf4888b1824323e33e8a19b60129e025", "running": true, "served_identity": "glm53-flash-exl3-runtime-dcp1-candidate" }, { "bound_port": 8002, "container_id": "redacted:sha256:47e68a072e935b78edb4c6653a7c388e408a0bd34778e43d0a51f912458aa992", "image_digest": "sha256:0f1cdcc8891f1cc3a444121eb61d366289a1cbba285f0892dcbb24bc94961692", "observed_at": "2026-09-23T17:32:50.244536+00:00", "phase": "round_0_before", "recipe_digest": "561d548b4124a98493c88c4145405f40ed25c747bde9ddf9a17696fe8a96661d", "registry_digest": "cfbc4dc4f4f7e8a73590e21cf95e7586172aab67dc4a892a51ca45adc77607f4", "revision": "a5fee929cf4888b1824323e33e8a19b60129e025", "running": true, "served_identity": "glm53-flash-exl3-runtime-dcp1-candidate" }, { "bound_port": 8002, "container_id": "redacted:sha256:47e68a072e935b78edb4c6653a7c388e408a0bd34778e43d0a51f912458aa992", "image_digest": "sha256:0f1cdcc8891f1cc3a444121eb61d366289a1cbba285f0892dcbb24bc94961692", "observed_at": "2026-09-23T17:33:17.910125+00:00", "phase": "round_0_after", "recipe_digest": "561d548b4124a98493c88c4145405f40ed25c747bde9ddf9a17696fe8a96661d", "registry_digest": "cfbc4dc4f4f7e8a73590e21cf95e7586172aab67dc4a892a51ca45adc77607f4", "revision": "a5fee929cf4888b1824323e33e8a19b60129e025", "running": true, "served_identity": "glm53-flash-exl3-runtime-dcp1-candidate" } ], "performance_eligible": false, "promoted": false, "retrieval_passed": true, "rounds": [ { "anchor": { "end": 29303.042336866, "expected_values": [ "VALUE_ed71d0b8b577", "VALUE_91d32e9eb63e", "VALUE_13d5c4b76d55" ], "failure_classes": [], "finished_at": "2026-09-23T17:33:17.869891+00:00", "first_output": 29276.273045668, "last_output": 29303.042235446, "partial_visible": "# Extracted Values\n\n- **KEY_0** = `VALUE_ed71d0b8b577`\n- **KEY_1** = `VALUE_91d32e9eb63e`\n- **KEY_2** = `VALUE_13d5c4b76d55`\n\n---\n\n# Engineering Guide: Building and Testing Ordinary Software Components\n\n## 1. Component Architecture Fundamentals\n\n**Implementation:** Design components as self-contained units with a single responsibility, explicit inputs, and explicit outputs. Each component should expose a minimal public surface and hide internals behind private scope.\n\n**Example:** A `Validator` class that accepts a string and returns a result object, rather than a class that validates, logs, writes to disk, and sends email.\n\n**Edge cases:** Components that grow responsibilities over time (\"god objects\"); circular dependencies between components; components with hidden global state.\n\n**Tests:** Assert that a component can be instantiated in isolation with no network or filesystem access. A smoke test per component should run in under 100ms.\n\n## 2. Defining Component Interfaces\n\n**Implementation:** Define contracts using interfaces, protocols, or abstract base classes. Prefer narrow interfaces (Interface Segregation Principle) so consumers depend only on what they use.\n\n**Example:**\n\n```python\nclass Storage(Protocol):\n def save(self, key: str, data: bytes) -> None: ...\n def load(self, key: str) -> bytes: ...\n```\n\n**Edge cases:** Interfaces that leak implementation types (e.g., exposing a database cursor); optional methods that force consumers to check capabilities; evolving an interface without breaking implementers.\n\n**Tests:** Write conformance tests that any implementation of the interface must pass, then run the same suite against every concrete implementation.\n\n## 3. Dependency Injection\n\n**Implementation:** Pass dependencies through constructors or method parameters rather than instantiating them internally. This makes components testable and swaps trivial.\n\n**Example:**\n\n```python\nclass ReportGenerator:\n def __init__(self, storage: Storage, clock: Clock):\n self.storage = storage\n self.clock = clock\n```\n\n**Edge cases:** Dependency cycles (A needs B, B needs A); optional dependencies with sensible defaults; DI containers that hide wiring failures until runtime.\n\n**Tests:** Verify a component can be constructed with fakes; verify construction fails fast (raises) when a required dependency is `None`.\n\n## 4. Configuration Management\n\n**Implementation:** Load configuration from a single source at startup, validate it, and freeze it. Distinguish config (deployment-specific) from code (logic).\n\n**Example:** Parse environment variables into a typed `Config` dataclass, failing at boot if `PORT` is not an integer in 1\u201365535.\n\n**Edge cases:** Missing keys; empty-string values that look present; type coercion surprises (\"0\" being falsy); config that changes mid-run; secrets accidentally logged.\n\n**Tests:** Table-driven tests covering: valid config, missing key, malformed value, boundary port values (1, 65535, 0, 65536), and duplicate keys with conflicting precedence.\n\n## 5. Error Handling Strategies\n\n**Implementation:** Choose per error type: recover, retry, degrade, or fail fast. Define a hierarchy of domain exceptions. Never swallow exceptions silently.\n\n**Example:**\n\n```python\nclass ComponentError(Exception): ...\nclass TransientError(ComponentError): ...\nclass PermanentError(ComponentError): ...\n```\n\n**Edge cases:** Exceptions raised in cleanup handlers (`finally`/destructors); errors during error handling; exceptions that lose their cause (re-raise with chaining); catching `Exception` too broadly and masking bugs.\n\n**Tests:** Assert each failure path raises the correct exception type; assert the original cause is preserved (`__cause__`); assert no partial writes remain after a failed operation.\n\n## 6. Logging and Observability\n\n**Implementation:** Log at appropriate levels (DEBUG for diagnostics, INFO for lifecycle events, WARNING for recoverable anomalies, ERROR for failures). Include correlation IDs. Keep logs structured (key\u2013value or JSON).\n\n**Example:** `log.info(\"component.started\", component=\"validator\", version=\"1.4.2\")`\n\n**Edge cases:** Logging sensitive data (PII, tokens); log injection via newlines in user input; extremely large log values; logging inside tight loops causing I/O bottlenecks.\n\n**Tests:** Capture log output in tests and assert on level, keys, and absence of secret fields. Test that a 10,000-character user-supplied string does not break the log formatter.\n\n## 7. Unit Testing Fundamentals\n\n**Implementation:** Test one behavior per test. Follow Arrange\u2013Act\u2013Assert. Name tests descriptively: `test___`.\n\n**Example:**\n\n```python\ndef test_parser_rejects_empty_input():\n parser = Parser()\n with pytest.raises(EmptyInputError):\n parser.parse(\"\")\n```\n\n**Edge cases:** Tests that assert on implementation details (private methods, call order) and break during refactoring; tests with hidden interdependencies via shared module state; tests that pass vacuously (no assertions executed).\n\n**Tests:** Enforce with linting that every test function contains at least one assertion; run tests in random order to detect ordering dependencies.\n\n## 8. Test Doubles: Mocks, Stubs, and Fakes\n\n**Implementation:** Use stubs for state verification (canned answers), mocks for interaction verification (was it called correctly), and fakes for lightweight working implementations (in-memory database).\n\n**Example:** An in-memory `FakeStorage` implementing the `Storage` protocol with a dict, used in place of a real database.\n\n**Edge cases:** Over-mocking, which makes tests tautological (testing the mock, not the code); mocks that drift from the real interface's behavior; fakes that diverge on subtle semantics (e.g., case sensitivity of keys).\n\n**Tests:** Run the interface conformance suite (Section 2) against fakes as well as real implementations. Periodically validate mocks against real implementations via contract tests.\n\n## 9. Property-Based Testing\n\n**Implementation:** Instead of hand-picked examples, define invariants that must hold for arbitrary inputs, and let the framework generate cases (e.g., Hypothesis, QuickCheck).\n\n**Example:** For any list `xs`, `sort(reverse=True)` of `sort(xs)` equals `sort(xs)`; for any string `s`, `parse(format(s)) == s` (round-trip property).\n\n**Edge cases:** Generated inputs that are valid but semantically meaningless; shrinking producing minimal counterexamples that reveal real bugs; properties that are too weak (always true) and test nothing.\n\n**Tests:** Run property suites in CI with a fixed seed for reproducibility, plus a periodic job with higher iteration counts. Assert the round-trip, idempotence,", "prompt_sha256": "e6a25445f8e4de72aa17b12793bd19f8bed629f51285da3497b7c304b91ec735", "prompt_tokens_tokenized": 4088, "request_id": null, "response_headers_at": 29275.449349696, "result": { "content_chunks": 1416, "e2e": 27.598137033000967, "finish_reasons": [ "length" ], "out_toks": 2048, "output_token_source": "usage", "reasoning_chunks": 584, "stream_terminal_observed": true, "time_to_first_output": 0.8288937149991398, "ttft": 9.44940595799926, "usage": { "completion_tokens": 2048, "prompt_tokens": 4088, "total_tokens": 6136 }, "visible_content": "# Extracted Values\n\n- **KEY_0** = `VALUE_ed71d0b8b577`\n- **KEY_1** = `VALUE_91d32e9eb63e`\n- **KEY_2** = `VALUE_13d5c4b76d55`\n\n---\n\n# Engineering Guide: Building and Testing Ordinary Software Components\n\n## 1. Component Architecture Fundamentals\n\n**Implementation:** Design components as self-contained units with a single responsibility, explicit inputs, and explicit outputs. Each component should expose a minimal public surface and hide internals behind private scope.\n\n**Example:** A `Validator` class that accepts a string and returns a result object, rather than a class that validates, logs, writes to disk, and sends email.\n\n**Edge cases:** Components that grow responsibilities over time (\"god objects\"); circular dependencies between components; components with hidden global state.\n\n**Tests:** Assert that a component can be instantiated in isolation with no network or filesystem access. A smoke test per component should run in under 100ms.\n\n## 2. Defining Component Interfaces\n\n**Implementation:** Define contracts using interfaces, protocols, or abstract base classes. Prefer narrow interfaces (Interface Segregation Principle) so consumers depend only on what they use.\n\n**Example:**\n\n```python\nclass Storage(Protocol):\n def save(self, key: str, data: bytes) -> None: ...\n def load(self, key: str) -> bytes: ...\n```\n\n**Edge cases:** Interfaces that leak implementation types (e.g., exposing a database cursor); optional methods that force consumers to check capabilities; evolving an interface without breaking implementers.\n\n**Tests:** Write conformance tests that any implementation of the interface must pass, then run the same suite against every concrete implementation.\n\n## 3. Dependency Injection\n\n**Implementation:** Pass dependencies through constructors or method parameters rather than instantiating them internally. This makes components testable and swaps trivial.\n\n**Example:**\n\n```python\nclass ReportGenerator:\n def __init__(self, storage: Storage, clock: Clock):\n self.storage = storage\n self.clock = clock\n```\n\n**Edge cases:** Dependency cycles (A needs B, B needs A); optional dependencies with sensible defaults; DI containers that hide wiring failures until runtime.\n\n**Tests:** Verify a component can be constructed with fakes; verify construction fails fast (raises) when a required dependency is `None`.\n\n## 4. Configuration Management\n\n**Implementation:** Load configuration from a single source at startup, validate it, and freeze it. Distinguish config (deployment-specific) from code (logic).\n\n**Example:** Parse environment variables into a typed `Config` dataclass, failing at boot if `PORT` is not an integer in 1\u201365535.\n\n**Edge cases:** Missing keys; empty-string values that look present; type coercion surprises (\"0\" being falsy); config that changes mid-run; secrets accidentally logged.\n\n**Tests:** Table-driven tests covering: valid config, missing key, malformed value, boundary port values (1, 65535, 0, 65536), and duplicate keys with conflicting precedence.\n\n## 5. Error Handling Strategies\n\n**Implementation:** Choose per error type: recover, retry, degrade, or fail fast. Define a hierarchy of domain exceptions. Never swallow exceptions silently.\n\n**Example:**\n\n```python\nclass ComponentError(Exception): ...\nclass TransientError(ComponentError): ...\nclass PermanentError(ComponentError): ...\n```\n\n**Edge cases:** Exceptions raised in cleanup handlers (`finally`/destructors); errors during error handling; exceptions that lose their cause (re-raise with chaining); catching `Exception` too broadly and masking bugs.\n\n**Tests:** Assert each failure path raises the correct exception type; assert the original cause is preserved (`__cause__`); assert no partial writes remain after a failed operation.\n\n## 6. Logging and Observability\n\n**Implementation:** Log at appropriate levels (DEBUG for diagnostics, INFO for lifecycle events, WARNING for recoverable anomalies, ERROR for failures). Include correlation IDs. Keep logs structured (key\u2013value or JSON).\n\n**Example:** `log.info(\"component.started\", component=\"validator\", version=\"1.4.2\")`\n\n**Edge cases:** Logging sensitive data (PII, tokens); log injection via newlines in user input; extremely large log values; logging inside tight loops causing I/O bottlenecks.\n\n**Tests:** Capture log output in tests and assert on level, keys, and absence of secret fields. Test that a 10,000-character user-supplied string does not break the log formatter.\n\n## 7. Unit Testing Fundamentals\n\n**Implementation:** Test one behavior per test. Follow Arrange\u2013Act\u2013Assert. Name tests descriptively: `test___`.\n\n**Example:**\n\n```python\ndef test_parser_rejects_empty_input():\n parser = Parser()\n with pytest.raises(EmptyInputError):\n parser.parse(\"\")\n```\n\n**Edge cases:** Tests that assert on implementation details (private methods, call order) and break during refactoring; tests with hidden interdependencies via shared module state; tests that pass vacuously (no assertions executed).\n\n**Tests:** Enforce with linting that every test function contains at least one assertion; run tests in random order to detect ordering dependencies.\n\n## 8. Test Doubles: Mocks, Stubs, and Fakes\n\n**Implementation:** Use stubs for state verification (canned answers), mocks for interaction verification (was it called correctly), and fakes for lightweight working implementations (in-memory database).\n\n**Example:** An in-memory `FakeStorage` implementing the `Storage` protocol with a dict, used in place of a real database.\n\n**Edge cases:** Over-mocking, which makes tests tautological (testing the mock, not the code); mocks that drift from the real interface's behavior; fakes that diverge on subtle semantics (e.g., case sensitivity of keys).\n\n**Tests:** Run the interface conformance suite (Section 2) against fakes as well as real implementations. Periodically validate mocks against real implementations via contract tests.\n\n## 9. Property-Based Testing\n\n**Implementation:** Instead of hand-picked examples, define invariants that must hold for arbitrary inputs, and let the framework generate cases (e.g., Hypothesis, QuickCheck).\n\n**Example:** For any list `xs`, `sort(reverse=True)` of `sort(xs)` equals `sort(xs)`; for any string `s`, `parse(format(s)) == s` (round-trip property).\n\n**Edge cases:** Generated inputs that are valid but semantically meaningless; shrinking producing minimal counterexamples that reveal real bugs; properties that are too weak (always true) and test nothing.\n\n**Tests:** Run property suites in CI with a fixed seed for reproducibility, plus a periodic job with higher iteration counts. Assert the round-trip, idempotence,", "visible_content_capture_limit": 8192, "visible_content_truncated": false }, "retrieval_passed": true, "start": 29275.440292914, "started_at": "2026-09-23T17:32:50.267838+00:00", "status": "completed", "stream_id": "chatcmpl-8f85763cd6aad3b1", "usage_verified": true }, "anchor_output_during_contender_response_wait": true, "contender": { "end": 29278.524119699, "expected_values": [ "VALUE_0200e340f059", "VALUE_5c401f624918", "VALUE_b6b8f75e9fa4" ], "failure_classes": [], "finished_at": "2026-09-23T17:32:53.351676+00:00", "first_output": 29276.625988423, "last_output": 29278.509095252, "partial_visible": "VALUE_0200e340f059\nVALUE_5c401f624918\nVALUE_b6b8f75e9fa4", "prompt_sha256": "be50658c46c2a1602b1d7eccb69451aec5fcf2beaec1a64f974b40f82bfc4e74", "prompt_tokens_tokenized": 1016, "request_id": null, "response_headers_at": 29276.293071328, "result": { "content_chunks": 34, "e2e": 2.2353529920001165, "finish_reasons": [ "stop" ], "out_toks": 133, "output_token_source": "usage", "reasoning_chunks": 94, "stream_terminal_observed": true, "time_to_first_output": 0.3372435259989288, "ttft": 1.7416397279994271, "usage": { "completion_tokens": 133, "prompt_tokens": 1016, "total_tokens": 1149 }, "visible_content": "VALUE_0200e340f059\nVALUE_5c401f624918\nVALUE_b6b8f75e9fa4", "visible_content_capture_limit": 8192, "visible_content_truncated": false }, "retrieval_passed": true, "start": 29276.286122651, "started_at": "2026-09-23T17:32:51.113662+00:00", "status": "completed", "stream_id": "chatcmpl-b8827c5ee8984f7f", "usage_verified": true }, "coverage_passed": true, "failure_classes": [], "index": 0, "overlap_output_at": 29276.297168018, "retrieval_passed": true, "runtime_passed": true } ], "runtime_passed": true, "scenario": { "anchor_max_tokens": 2048, "anchor_tokens": 4096, "base_url": "http://127.0.0.1:8002/v1", "chat_template_kwargs": { "enable_thinking": true }, "configuration": { "image_digest": "sha256:0f1cdcc8891f1cc3a444121eb61d366289a1cbba285f0892dcbb24bc94961692", "label": "r10-dcp1-driver615-thinking-enabled", "model_revision": "a5fee929cf4888b1824323e33e8a19b60129e025", "recipe_sha256": "561d548b4124a98493c88c4145405f40ed25c747bde9ddf9a17696fe8a96661d", "registry_sha256": "cfbc4dc4f4f7e8a73590e21cf95e7586172aab67dc4a892a51ca45adc77607f4" }, "contender_max_tokens": 1024, "contender_tokens": 1024, "context_limit": 327680, "managed_container": "glm-runtime-dcp1-candidate", "mode": "overlap", "model": "glm53-flash-exl3-runtime-dcp1-candidate", "prefix_mode": "unique", "rounds": 1, "run_timeout_seconds": 900, "schema": "anvil-serving.stability-scenario/v1", "temperature": 0.0, "timeout_seconds": 600 }, "scenario_sha256": "59795ff8e7c55bddb458aded414669f937a982a26b685fc588622ba837a971d0", "scheduler_overlap": "not_measured", "schema": "anvil-serving.stability/v1", "served_model_observed": "glm53-flash-exl3-runtime-dcp1-candidate", "stage": "identity_check", "started_at": "2026-09-23T17:32:50.109847+00:00", "status": "completed" }