AIDLC Evaluation Report
20260218T125810-b84d042dff254a72b4ffec926fe5ea99 · 2026-02-18T13:45:16+00:00
Unit Tests
192/192
Coverage: 91.3%
Contract Tests
88/88
API endpoints validated
Code Quality
18 findings
5 errors, 13 warnings
Execution Time
24.1m
3 handoffs
Total Tokens
9.8M
in: 9.7M / out: 140K
Run Overview
| Status | Status.COMPLETED |
| Executor | global.anthropic.claude-opus-4-6-v1 |
| Simulator | us.anthropic.claude-sonnet-4-5-20250929-v1:0 |
| Region | us-west-2 |
| Handoffs | 3 (executor → simulator → executor) |
Handoff Timeline
| # | Agent | Duration | % of Total |
| 1 | executor | 16.3m | 67.5% |
| 2 | simulator | 1.1m | 4.7% |
| 3 | executor | 6.7m | 27.8% |
Token Usage
| Agent | Input | Output | Total |
| Executor | 5.7M | 77K | 5.7M |
| Simulator | 180K | 2K | 182K |
| Total | 9.7M | 140K | 9.8M |
Unit Tests
192/192 passed
91.3% coverage
Contract Tests
88/88 passed
Health 1/1
| Test | Method | Path | Status | Latency |
| health check | GET | /health | 200 | 14ms |
Arithmetic 15/15
| Test | Method | Path | Status | Latency |
| add positive integers | POST | /api/v1/arithmetic/add | 200 | 4ms |
| add negative numbers | POST | /api/v1/arithmetic/add | 200 | 2ms |
| add floats | POST | /api/v1/arithmetic/add | 200 | 2ms |
| add missing field → 422 | POST | /api/v1/arithmetic/add | 422 | 2ms |
| subtract | POST | /api/v1/arithmetic/subtract | 200 | 2ms |
| multiply | POST | /api/v1/arithmetic/multiply | 200 | 2ms |
| multiply by zero | POST | /api/v1/arithmetic/multiply | 200 | 2ms |
| divide | POST | /api/v1/arithmetic/divide | 200 | 3ms |
| divide by zero → error | POST | /api/v1/arithmetic/divide | 400 | 2ms |
| modulo | POST | /api/v1/arithmetic/modulo | 200 | 2ms |
| modulo by zero → error | POST | /api/v1/arithmetic/modulo | 400 | 2ms |
| abs negative | POST | /api/v1/arithmetic/abs | 200 | 2ms |
| abs positive | POST | /api/v1/arithmetic/abs | 200 | 1ms |
| negate positive | POST | /api/v1/arithmetic/negate | 200 | 1ms |
| negate negative | POST | /api/v1/arithmetic/negate | 200 | 2ms |
Powers 11/11
| Test | Method | Path | Status | Latency |
| 2^10 | POST | /api/v1/powers/power | 200 | 3ms |
| 5^0 | POST | /api/v1/powers/power | 200 | 1ms |
| sqrt(16) | POST | /api/v1/powers/sqrt | 200 | 1ms |
| sqrt(0) | POST | /api/v1/powers/sqrt | 200 | 1ms |
| sqrt(-1) → domain error | POST | /api/v1/powers/sqrt | 400 | 2ms |
| cbrt(27) | POST | /api/v1/powers/cbrt | 200 | 2ms |
| cbrt(-8) | POST | /api/v1/powers/cbrt | 200 | 2ms |
| square(5) | POST | /api/v1/powers/square | 200 | 2ms |
| square(-3) | POST | /api/v1/powers/square | 200 | 1ms |
| 4th root of 16 | POST | /api/v1/powers/nth_root | 200 | 2ms |
| nth_root negative even → domain error | POST | /api/v1/powers/nth_root | 400 | 1ms |
Trigonometry 20/20
| Test | Method | Path | Status | Latency |
| sin(0) | POST | /api/v1/trigonometry/sin | 200 | 4ms |
| sin(90 deg) | POST | /api/v1/trigonometry/sin | 200 | 2ms |
| cos(0) | POST | /api/v1/trigonometry/cos | 200 | 2ms |
| tan(0) | POST | /api/v1/trigonometry/tan | 200 | 2ms |
| asin(0) | POST | /api/v1/trigonometry/asin | 200 | 2ms |
| asin(1) | POST | /api/v1/trigonometry/asin | 200 | 1ms |
| asin(2) → domain error | POST | /api/v1/trigonometry/asin | 400 | 1ms |
| acos(1) | POST | /api/v1/trigonometry/acos | 200 | 2ms |
| acos(2) → domain error | POST | /api/v1/trigonometry/acos | 400 | 2ms |
| atan(0) | POST | /api/v1/trigonometry/atan | 200 | 2ms |
| atan2(0, 1) | POST | /api/v1/trigonometry/atan2 | 200 | 2ms |
| atan2(1, 0) | POST | /api/v1/trigonometry/atan2 | 200 | 1ms |
| sinh(0) | POST | /api/v1/trigonometry/sinh | 200 | 2ms |
| cosh(0) | POST | /api/v1/trigonometry/cosh | 200 | 2ms |
| tanh(0) | POST | /api/v1/trigonometry/tanh | 200 | 2ms |
| asinh(0) | POST | /api/v1/trigonometry/asinh | 200 | 2ms |
| acosh(1) | POST | /api/v1/trigonometry/acosh | 200 | 1ms |
| acosh(0.5) → domain error | POST | /api/v1/trigonometry/acosh | 400 | 1ms |
| atanh(0) | POST | /api/v1/trigonometry/atanh | 200 | 2ms |
| atanh(1) → domain error | POST | /api/v1/trigonometry/atanh | 400 | 1ms |
Logarithmic 11/11
| Test | Method | Path | Status | Latency |
| ln(1) | POST | /api/v1/logarithmic/ln | 200 | 3ms |
| ln(e) | POST | /api/v1/logarithmic/ln | 200 | 2ms |
| ln(0) → domain error | POST | /api/v1/logarithmic/ln | 400 | 2ms |
| ln(-1) → domain error | POST | /api/v1/logarithmic/ln | 400 | 1ms |
| log10(100) | POST | /api/v1/logarithmic/log10 | 200 | 1ms |
| log10(1) | POST | /api/v1/logarithmic/log10 | 200 | 2ms |
| log2(8) | POST | /api/v1/logarithmic/log2 | 200 | 2ms |
| log(8, base=2) | POST | /api/v1/logarithmic/log | 200 | 2ms |
| log base 1 → domain error | POST | /api/v1/logarithmic/log | 400 | 2ms |
| exp(0) | POST | /api/v1/logarithmic/exp | 200 | 2ms |
| exp(1) | POST | /api/v1/logarithmic/exp | 200 | 1ms |
Statistics 12/12
| Test | Method | Path | Status | Latency |
| mean | POST | /api/v1/statistics/mean | 200 | 4ms |
| median odd count | POST | /api/v1/statistics/median | 200 | 2ms |
| median even count | POST | /api/v1/statistics/median | 200 | 2ms |
| mode | POST | /api/v1/statistics/mode | 200 | 2ms |
| stdev | POST | /api/v1/statistics/stdev | 200 | 2ms |
| variance | POST | /api/v1/statistics/variance | 200 | 2ms |
| pstdev | POST | /api/v1/statistics/pstdev | 200 | 2ms |
| pvariance | POST | /api/v1/statistics/pvariance | 200 | 2ms |
| min | POST | /api/v1/statistics/min | 200 | 2ms |
| max | POST | /api/v1/statistics/max | 200 | 2ms |
| sum | POST | /api/v1/statistics/sum | 200 | 1ms |
| count | POST | /api/v1/statistics/count | 200 | 1ms |
Constants 10/10
| Test | Method | Path | Status | Latency |
| get all constants | GET | /api/v1/constants | 200 | 3ms |
| get pi | GET | /api/v1/constants/pi | 200 | 2ms |
| get e | GET | /api/v1/constants/e | 200 | 1ms |
| get tau | GET | /api/v1/constants/tau | 200 | 2ms |
| get golden_ratio | GET | /api/v1/constants/golden_ratio | 200 | 3ms |
| get sqrt2 | GET | /api/v1/constants/sqrt2 | 200 | 2ms |
| get ln2 | GET | /api/v1/constants/ln2 | 200 | 2ms |
| get ln10 | GET | /api/v1/constants/ln10 | 200 | 2ms |
| get inf | GET | /api/v1/constants/inf | 200 | 1ms |
| get nan | GET | /api/v1/constants/nan | 200 | 2ms |
Conversions 7/7
| Test | Method | Path | Status | Latency |
| 180 degrees to radians | POST | /api/v1/conversions/angle | 200 | 3ms |
| boiling point C to F | POST | /api/v1/conversions/temperature | 200 | 2ms |
| freezing point C to K | POST | /api/v1/conversions/temperature | 200 | 2ms |
| 1 meter to feet | POST | /api/v1/conversions/length | 200 | 2ms |
| 1 mile to kilometers | POST | /api/v1/conversions/length | 200 | 2ms |
| 1 kg to pounds | POST | /api/v1/conversions/weight | 200 | 1ms |
| 1 stone to kilograms | POST | /api/v1/conversions/weight | 200 | 1ms |
Nonexistent 1/1
| Test | Method | Path | Status | Latency |
| unknown endpoint → 404 | GET | /api/v1/nonexistent | 404 | 1ms |
Code Quality
5 errors
13 warnings
ruff 0.15.1
| File | Line | Code | Message | Severity |
app.py | 3 | I001 | Import block is un-sorted or un-formatted | warning |
math_engine.py | 7 | I001 | Import block is un-sorted or un-formatted | warning |
math_engine.py | 12 | F401 | `typing.Any` imported but unused | warning |
arithmetic.py | 65 | E501 | Line too long (101 > 100) | error |
arithmetic.py | 78 | E501 | Line too long (107 > 100) | error |
logarithmic.py | 3 | I001 | Import block is un-sorted or un-formatted | warning |
logarithmic.py | 72 | E501 | Line too long (108 > 100) | error |
powers.py | 74 | E501 | Line too long (103 > 100) | error |
trigonometry.py | 75 | E501 | Line too long (109 > 100) | error |
conftest.py | 8 | I001 | Import block is un-sorted or un-formatted | warning |
test_arithmetic.py | 3 | I001 | Import block is un-sorted or un-formatted | warning |
test_arithmetic.py | 9 | F401 | `sci_calc.engine.math_engine.MathOverflowError` imported but unused | warning |
test_constants.py | 3 | I001 | Import block is un-sorted or un-formatted | warning |
test_conversions.py | 3 | I001 | Import block is un-sorted or un-formatted | warning |
test_logarithmic.py | 3 | I001 | Import block is un-sorted or un-formatted | warning |
test_powers.py | 3 | I001 | Import block is un-sorted or un-formatted | warning |
test_statistics.py | 3 | I001 | Import block is un-sorted or un-formatted | warning |
test_trigonometry.py | 3 | I001 | Import block is un-sorted or un-formatted | warning |
Qualitative Evaluation
Overall Score
Semantic similarity to golden baseline
Inception Phase — Documents
| Document | Intent | Design | Completeness | Overall |
component-dependency.md | 1.00 | 0.95 | 0.90 | 0.96 |
component-methods.md | 1.00 | 0.95 | 0.85 | 0.95 |
components.md | 1.00 | 1.00 | 1.00 | 1.00 |
services.md | 0.95 | 0.90 | 0.85 | 0.91 |
application-design-plan.md | 1.00 | 1.00 | 1.00 | 1.00 |
execution-plan.md | 1.00 | 0.95 | 0.95 | 0.97 |
requirement-verification-questions.md | 0.30 | 0.40 | 0.50 | 0.38 |
requirements.md | 0.95 | 0.95 | 0.95 | 0.95 |
component-dependency.md — 0.96
Both documents capture identical intent: documenting component dependencies for a FastAPI math service with clear separation of concerns. Design is nearly identical with same architecture (routes, models, engine), same dependency patterns, and same key constraints (engine has zero framework dependencies, routes are thin adapters). Minor differences: CANDIDATE uses file paths (.py extensions) vs module notation, includes data flow diagram instead of dependency flow diagram, and omits external dependencies table and exception handler registration details. CANDIDATE adds clarification on synchronous calls and no async/database/queues. Overall highly aligned with trivial presentation differences.
component-methods.md — 0.95
Intent is identical: both define the same mathematical operations, request/response models, and API structure. Design is nearly identical with same layered architecture (routes, models, engine), same function signatures, and same exception handling approach. Minor differences: CANDIDATE uses slightly different model names (BinaryOperationRequest vs TwoOperandRequest, UnaryOperationRequest vs SingleOperandRequest) and omits detailed route path/method tables. CANDIDATE lacks the detailed routing table with HTTP methods and paths, and doesn't explicitly document the create_app() function or custom exception classes as separate entities, though the functionality is implied. Overall very strong alignment with minor organizational differences.
components.md — 1.00
Both documents describe identical component architectures with the same four-layer structure (app entry point, routes, models, engine). All seven route modules are present and match in purpose. The models layer distinguishes requests and responses identically. The engine layer responsibilities are equivalent, including pure function design, stdlib-only dependencies, and domain-specific exceptions. Minor stylistic differences exist (formatting, level of detail in operation enumeration), but the architectural intent, design decisions, and topic coverage are functionally identical.
services.md — 0.91
Both documents describe the same thin service architecture with direct route-to-engine delegation and no separate service layer. Intent is nearly identical. Design is very similar with same error handling flow and patterns, though CANDIDATE adds 404 handling and omits CORS middleware details. CANDIDATE is slightly less complete as it doesn't mention CORS configuration but adds health check details not in REFERENCE.
application-design-plan.md — 1.00
Both documents capture identical intent: a three-layer architecture (Routes, Models, Engine) for a Scientific Calculator API with FastAPI and Pydantic v2. Both explicitly state no design questions are needed due to fully specified tech-env. Both include the same deliverables (components.md, component-methods.md, services.md, component-dependency.md) and validation steps. The candidate provides slightly more context detail but maintains complete alignment with the reference.
execution-plan.md — 0.97
Both documents have identical intent and goals, capturing the same requirements and execution strategy. Design approaches are nearly identical with same component structure and skip/execute decisions. Minor differences: REFERENCE includes more detailed success criteria (1 ULP precision, HTTP status codes, structured envelope) and slightly different workflow visualization format. CANDIDATE is slightly more concise but covers all major topics. Overall extremely high alignment.
requirement-verification-questions.md — 0.38
Both documents aim to clarify ambiguities before requirements finalization, but they address almost entirely different concerns. REFERENCE focuses on floating-point handling, array limits, CORS, NaN serialization, precision, and API docs. CANDIDATE focuses on error envelope structure, mode return format, overflow handling, unknown units, coverage enforcement, and NaN input handling. Only Questions 1 (floating-point/overflow) and 4 (NaN handling) have thematic overlap, but ask different specific questions. Both documents have 6 questions and similar structure (partial completeness), but the substantive content differs significantly, indicating different areas of uncertainty were identified in each inception run.
requirements.md — 0.95
Both documents capture nearly identical intent, requirements, and technical approach for a scientific calculator API. Minor differences: REFERENCE has FR-011 (NaN/Infinity serialization as strings) and FR-013 (explicit CORS requirement) which CANDIDATE omits. CANDIDATE has FR-10.3/10.4 (overflow/NaN input handling) more explicitly stated. CANDIDATE uses sub-numbered FR format (FR-1.1, FR-2.1) vs REFERENCE's FR-001 style, but content is equivalent. Both specify same operations, error codes, tech stack, and constraints. CANDIDATE omits explicit mention of CORS and special NaN/Infinity serialization format, which are minor but notable gaps.
Construction Phase — Documents
| Document | Intent | Design | Completeness | Overall |
build-and-test-summary.md | 0.95 | 0.90 | 0.95 | 0.93 |
build-instructions.md | 0.85 | 0.75 | 0.80 | 0.80 |
integration-test-instructions.md | 0.85 | 0.75 | 0.90 | 0.82 |
unit-test-instructions.md | 1.00 | 0.90 | 0.95 | 0.95 |
sci-calc-code-generation-plan.md | 1.00 | 0.95 | 0.90 | 0.96 |
build-and-test-summary.md — 0.93
Both documents capture the same core intent: summarizing build and test results for the sci-calc project with all tests passing and ready for deployment. Design approaches are nearly identical (FastAPI, hatchling, pytest, same module structure). Minor differences: CANDIDATE has 192 tests vs REFERENCE 187 tests (likely test refinements), CANDIDATE includes detailed bug fix documentation (NaN validator), and CANDIDATE uses custom SyncTestClient workaround for Windows asyncio issue. CANDIDATE provides more granular test breakdown by module. Both meet quality gates and declare deployment readiness. Coverage reporting differs (REFERENCE: 95.20% measured, CANDIDATE: deferred to CI). File counts slightly differ (REFERENCE: 16+9 files, CANDIDATE: 13+7 files) but core structure is equivalent. Overall highly similar with minor implementation variations.
build-instructions.md — 0.80
Both documents share the core intent of providing build instructions for the sci-calc project using Python 3.13+ and uv. The candidate includes additional detail on build backends (hatchling), explicit dependency versions, package building steps, and troubleshooting sections not present in the reference. The reference focuses on simpler verification and development workflow. Design approaches are similar (uv-based, FastAPI/uvicorn stack) but candidate adds more build tooling detail. Candidate covers all major reference topics (prerequisites, install, verify, run server, linting) plus extras, though some reference elements like the health check curl command are missing.
integration-test-instructions.md — 0.82
Both documents describe integration testing for the same FastAPI calculator application with similar goals (testing HTTP request/response cycles, validation, error handling). The candidate provides more granular detail with 63 tests across 7 domains vs reference's 5 general scenarios. Design approach is similar (httpx.AsyncClient, ASGI transport, co-located tests) though candidate adds specific endpoint paths and test counts. Candidate covers all reference scenarios plus additional domains (constants, conversions, health). Minor differences in run commands but both use pytest. Overall strong alignment with enhanced detail in candidate.
unit-test-instructions.md — 0.95
Both documents share identical intent: providing unit test execution instructions for the sci_calc project with pytest and coverage targets ≥90%. Design is highly similar with pytest/coverage commands, though CANDIDATE adds Windows asyncio workaround and more detailed test architecture breakdown. CANDIDATE has 192 tests vs REFERENCE's 187 (minor evolution), and adds fallback test client documentation. REFERENCE includes detailed coverage breakdown table by module (95.20% achieved), while CANDIDATE focuses on test count breakdown by module. Both are complete construction phase test instructions with only minor structural differences.
sci-calc-code-generation-plan.md — 0.96
Both documents target the same scientific calculator API with identical goals and requirements. Design is nearly identical with same layered architecture (engine/models/routes), same FastAPI framework, and same component breakdown. Candidate provides more granular implementation details (e.g., breaking engine into sub-steps by operation type, explicit error handling steps) while reference uses broader steps. Candidate consolidates some files (conftest in step 1 vs separate step 7) and adds more explicit testing details. Minor structural differences in step organization but covers all reference topics with additional implementation specificity.
Generated Artifacts
Baseline Comparison
vs golden 20260218T125810-b84d042dff254a72b4ffec926fe5ea99
· promoted 2026-02-18T13:45:06+00:00
Unit Tests
| Metric | Golden | Current | Delta | Change |
| Tests Passed | 192 | 192 | 0 | unchanged |
| Tests Failed | 0 | 0 | 0 | unchanged |
| Tests Total | 192 | 192 | 0 | unchanged |
| Coverage % | 91 | 91 | 0 | unchanged |
Contract Tests
| Metric | Golden | Current | Delta | Change |
| Contract Passed | 88 | 88 | 0 | unchanged |
| Contract Failed | 0 | 0 | 0 | unchanged |
| Contract Total | 88 | 88 | 0 | unchanged |
Code Quality
| Metric | Golden | Current | Delta | Change |
| Lint Errors | 5 | 5 | 0 | unchanged |
| Lint Warnings | 13 | 13 | 0 | unchanged |
| Lint Total | 18 | 18 | 0 | unchanged |
Qualitative
| Metric | Golden | Current | Delta | Change |
| Qualitative Score | 0.8910 | 0.8910 | 0 | unchanged |
| Inception Score | 0.8900 | 0.8900 | 0 | unchanged |
| Construction Score | 0.8920 | 0.8920 | 0 | unchanged |
Artifacts
| Metric | Golden | Current | Delta | Change |
| Source Files | 17 | 17 | 0 | unchanged |
| Test Files | 18 | 18 | 0 | unchanged |
| Lines of Code | 3,522 | 3,522 | 0 | unchanged |
| Doc Files | 15 | 15 | 0 | unchanged |
Execution
| Metric | Golden | Current | Delta | Change |
| Total Tokens | 9,835,935 | 9,835,935 | 0 | unchanged |
| Wall Clock (ms) | 1,445,460 | 1,445,460 | 0 | unchanged |
| Handoffs | 3 | 3 | 0 | unchanged |