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
Qualitative Score
89%
Execution Time
24.1m
3 handoffs
Total Tokens
9.8M
in: 9.7M / out: 140K

Run Overview

StatusStatus.COMPLETED
Executorglobal.anthropic.claude-opus-4-6-v1
Simulatorus.anthropic.claude-sonnet-4-5-20250929-v1:0
Regionus-west-2
Handoffs3 (executor → simulator → executor)

Handoff Timeline

E1
S2
E3
#AgentDuration% of Total
1executor16.3m67.5%
2simulator1.1m4.7%
3executor6.7m27.8%

Token Usage

AgentInputOutputTotal
Executor5.7M77K5.7M
Simulator180K2K182K
Total9.7M140K9.8M

Unit Tests

192/192 passed 91.3% coverage

Contract Tests

88/88 passed

Health 1/1

TestMethodPathStatusLatency
health checkGET/health20014ms

Arithmetic 15/15

TestMethodPathStatusLatency
add positive integersPOST/api/v1/arithmetic/add2004ms
add negative numbersPOST/api/v1/arithmetic/add2002ms
add floatsPOST/api/v1/arithmetic/add2002ms
add missing field → 422POST/api/v1/arithmetic/add4222ms
subtractPOST/api/v1/arithmetic/subtract2002ms
multiplyPOST/api/v1/arithmetic/multiply2002ms
multiply by zeroPOST/api/v1/arithmetic/multiply2002ms
dividePOST/api/v1/arithmetic/divide2003ms
divide by zero → errorPOST/api/v1/arithmetic/divide4002ms
moduloPOST/api/v1/arithmetic/modulo2002ms
modulo by zero → errorPOST/api/v1/arithmetic/modulo4002ms
abs negativePOST/api/v1/arithmetic/abs2002ms
abs positivePOST/api/v1/arithmetic/abs2001ms
negate positivePOST/api/v1/arithmetic/negate2001ms
negate negativePOST/api/v1/arithmetic/negate2002ms

Powers 11/11

TestMethodPathStatusLatency
2^10POST/api/v1/powers/power2003ms
5^0POST/api/v1/powers/power2001ms
sqrt(16)POST/api/v1/powers/sqrt2001ms
sqrt(0)POST/api/v1/powers/sqrt2001ms
sqrt(-1) → domain errorPOST/api/v1/powers/sqrt4002ms
cbrt(27)POST/api/v1/powers/cbrt2002ms
cbrt(-8)POST/api/v1/powers/cbrt2002ms
square(5)POST/api/v1/powers/square2002ms
square(-3)POST/api/v1/powers/square2001ms
4th root of 16POST/api/v1/powers/nth_root2002ms
nth_root negative even → domain errorPOST/api/v1/powers/nth_root4001ms

Trigonometry 20/20

TestMethodPathStatusLatency
sin(0)POST/api/v1/trigonometry/sin2004ms
sin(90 deg)POST/api/v1/trigonometry/sin2002ms
cos(0)POST/api/v1/trigonometry/cos2002ms
tan(0)POST/api/v1/trigonometry/tan2002ms
asin(0)POST/api/v1/trigonometry/asin2002ms
asin(1)POST/api/v1/trigonometry/asin2001ms
asin(2) → domain errorPOST/api/v1/trigonometry/asin4001ms
acos(1)POST/api/v1/trigonometry/acos2002ms
acos(2) → domain errorPOST/api/v1/trigonometry/acos4002ms
atan(0)POST/api/v1/trigonometry/atan2002ms
atan2(0, 1)POST/api/v1/trigonometry/atan22002ms
atan2(1, 0)POST/api/v1/trigonometry/atan22001ms
sinh(0)POST/api/v1/trigonometry/sinh2002ms
cosh(0)POST/api/v1/trigonometry/cosh2002ms
tanh(0)POST/api/v1/trigonometry/tanh2002ms
asinh(0)POST/api/v1/trigonometry/asinh2002ms
acosh(1)POST/api/v1/trigonometry/acosh2001ms
acosh(0.5) → domain errorPOST/api/v1/trigonometry/acosh4001ms
atanh(0)POST/api/v1/trigonometry/atanh2002ms
atanh(1) → domain errorPOST/api/v1/trigonometry/atanh4001ms

Logarithmic 11/11

TestMethodPathStatusLatency
ln(1)POST/api/v1/logarithmic/ln2003ms
ln(e)POST/api/v1/logarithmic/ln2002ms
ln(0) → domain errorPOST/api/v1/logarithmic/ln4002ms
ln(-1) → domain errorPOST/api/v1/logarithmic/ln4001ms
log10(100)POST/api/v1/logarithmic/log102001ms
log10(1)POST/api/v1/logarithmic/log102002ms
log2(8)POST/api/v1/logarithmic/log22002ms
log(8, base=2)POST/api/v1/logarithmic/log2002ms
log base 1 → domain errorPOST/api/v1/logarithmic/log4002ms
exp(0)POST/api/v1/logarithmic/exp2002ms
exp(1)POST/api/v1/logarithmic/exp2001ms

Statistics 12/12

TestMethodPathStatusLatency
meanPOST/api/v1/statistics/mean2004ms
median odd countPOST/api/v1/statistics/median2002ms
median even countPOST/api/v1/statistics/median2002ms
modePOST/api/v1/statistics/mode2002ms
stdevPOST/api/v1/statistics/stdev2002ms
variancePOST/api/v1/statistics/variance2002ms
pstdevPOST/api/v1/statistics/pstdev2002ms
pvariancePOST/api/v1/statistics/pvariance2002ms
minPOST/api/v1/statistics/min2002ms
maxPOST/api/v1/statistics/max2002ms
sumPOST/api/v1/statistics/sum2001ms
countPOST/api/v1/statistics/count2001ms

Constants 10/10

TestMethodPathStatusLatency
get all constantsGET/api/v1/constants2003ms
get piGET/api/v1/constants/pi2002ms
get eGET/api/v1/constants/e2001ms
get tauGET/api/v1/constants/tau2002ms
get golden_ratioGET/api/v1/constants/golden_ratio2003ms
get sqrt2GET/api/v1/constants/sqrt22002ms
get ln2GET/api/v1/constants/ln22002ms
get ln10GET/api/v1/constants/ln102002ms
get infGET/api/v1/constants/inf2001ms
get nanGET/api/v1/constants/nan2002ms

Conversions 7/7

TestMethodPathStatusLatency
180 degrees to radiansPOST/api/v1/conversions/angle2003ms
boiling point C to FPOST/api/v1/conversions/temperature2002ms
freezing point C to KPOST/api/v1/conversions/temperature2002ms
1 meter to feetPOST/api/v1/conversions/length2002ms
1 mile to kilometersPOST/api/v1/conversions/length2002ms
1 kg to poundsPOST/api/v1/conversions/weight2001ms
1 stone to kilogramsPOST/api/v1/conversions/weight2001ms

Nonexistent 1/1

TestMethodPathStatusLatency
unknown endpoint → 404GET/api/v1/nonexistent4041ms

Code Quality

5 errors 13 warnings ruff 0.15.1
FileLineCodeMessageSeverity
app.py3I001Import block is un-sorted or un-formattedwarning
math_engine.py7I001Import block is un-sorted or un-formattedwarning
math_engine.py12F401`typing.Any` imported but unusedwarning
arithmetic.py65E501Line too long (101 > 100)error
arithmetic.py78E501Line too long (107 > 100)error
logarithmic.py3I001Import block is un-sorted or un-formattedwarning
logarithmic.py72E501Line too long (108 > 100)error
powers.py74E501Line too long (103 > 100)error
trigonometry.py75E501Line too long (109 > 100)error
conftest.py8I001Import block is un-sorted or un-formattedwarning
test_arithmetic.py3I001Import block is un-sorted or un-formattedwarning
test_arithmetic.py9F401`sci_calc.engine.math_engine.MathOverflowError` imported but unusedwarning
test_constants.py3I001Import block is un-sorted or un-formattedwarning
test_conversions.py3I001Import block is un-sorted or un-formattedwarning
test_logarithmic.py3I001Import block is un-sorted or un-formattedwarning
test_powers.py3I001Import block is un-sorted or un-formattedwarning
test_statistics.py3I001Import block is un-sorted or un-formattedwarning
test_trigonometry.py3I001Import block is un-sorted or un-formattedwarning

Qualitative Evaluation

89%
Overall Score
Semantic similarity to golden baseline
inception
Intent
0.90
Design
0.89
Complete
0.88
Overall
0.89
construction
Intent
0.93
Design
0.85
Complete
0.90
Overall
0.89

Inception Phase — Documents

DocumentIntentDesignCompletenessOverall
component-dependency.md1.000.950.900.96
component-methods.md1.000.950.850.95
components.md1.001.001.001.00
services.md0.950.900.850.91
application-design-plan.md1.001.001.001.00
execution-plan.md1.000.950.950.97
requirement-verification-questions.md0.300.400.500.38
requirements.md0.950.950.950.95
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

DocumentIntentDesignCompletenessOverall
build-and-test-summary.md0.950.900.950.93
build-instructions.md0.850.750.800.80
integration-test-instructions.md0.850.750.900.82
unit-test-instructions.md1.000.900.950.95
sci-calc-code-generation-plan.md1.000.950.900.96
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

Source Files
17
Test Files
18
Config Files
4
Total Files
72
Lines of Code
3,522
AIDLC Docs
15

Baseline Comparison

vs golden 20260218T125810-b84d042dff254a72b4ffec926fe5ea99 · promoted 2026-02-18T13:45:06+00:00
0
Improved
0
Regressed
20
Unchanged

Unit Tests

MetricGoldenCurrentDeltaChange
Tests Passed1921920unchanged
Tests Failed000unchanged
Tests Total1921920unchanged
Coverage %91910unchanged

Contract Tests

MetricGoldenCurrentDeltaChange
Contract Passed88880unchanged
Contract Failed000unchanged
Contract Total88880unchanged

Code Quality

MetricGoldenCurrentDeltaChange
Lint Errors550unchanged
Lint Warnings13130unchanged
Lint Total18180unchanged

Qualitative

MetricGoldenCurrentDeltaChange
Qualitative Score0.89100.89100unchanged
Inception Score0.89000.89000unchanged
Construction Score0.89200.89200unchanged

Artifacts

MetricGoldenCurrentDeltaChange
Source Files17170unchanged
Test Files18180unchanged
Lines of Code3,5223,5220unchanged
Doc Files15150unchanged

Execution

MetricGoldenCurrentDeltaChange
Total Tokens9,835,9359,835,9350unchanged
Wall Clock (ms)1,445,4601,445,4600unchanged
Handoffs330unchanged