75일차 답 추가: 실습 정답 문서 · VIBE-A · 정답 워크플로우와 25단계 실행 기록 · tcost
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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$ uv run tools/flow.py push answers/75-lab03-challenge2-what-if.json
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! unpublished '75 Cost report (answer)' (w1f9c668c0305daf): it used the same webhook path
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✔ pushed '75 Cost report + what-if (answer)' (id wc7211a27bb523f0)
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POST http://localhost:5678/webhook/my-cost-report
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$ uv run tools/flow.py test cases/lab03-challenge2.json -v
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✔ before: POST http://localhost:8800/usage-clear · HTTP 200 · 0.0s · {"cleared": 0}
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→ request POST http://localhost:8800/usage-clear
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{}
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← response HTTP 200
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{
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"cleared": 0
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}
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✔ before: POST http://localhost:8800/budget/reset · HTTP 200 · 0.0s · {"daily_usd": 1.0, "user_limit_per_min": 20, "max_question_chars": 500, "used_usd": 0, "remaining_usd": 1.0, "over": fal
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→ request POST http://localhost:8800/budget/reset
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{}
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← response HTTP 200
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{
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"daily_usd": 1.0,
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"user_limit_per_min": 20,
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"max_question_chars": 500,
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"used_usd": 0,
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"remaining_usd": 1.0,
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"over": false
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}
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✔ before: POST http://localhost:8800/usage · HTTP 200 · 0.0s · {"stored": 4, "total": 4}
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→ request POST http://localhost:8800/usage
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{
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"items": [
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{
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"request_id": "r1",
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"user": "이준호",
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"step": "answer",
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"model": "gpt-4.1-mini",
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"prompt_tokens": 1000,
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"completion_tokens": 100,
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"cost_usd": 0.00056,
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"route": "자동 답변"
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},
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{
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"request_id": "r1",
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"user": "이준호",
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"step": "classify",
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"model": "gpt-5.4-nano",
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"prompt_tokens": 100,
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"completion_tokens": 20,
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"cost_usd": 4.5e-05,
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"route": "자동 답변"
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},
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{
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"request_id": "r2",
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"user": "박서연",
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"step": "answer",
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"model": "gpt-4.1-mini",
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"prompt_tokens": 2000,
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"completion_tokens": 200,
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"cost_usd": 0.00112,
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"route": "자동 답변"
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},
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{
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"request_id": "r3",
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"user": "이준호",
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"step": "answer",
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"model": "gpt-4.1-mini",
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"prompt_tokens": 500,
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"completion_tokens": 40,
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"cost_usd": 0.000264,
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"route": "자동 답변"
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}
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]
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}
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← response HTTP 200
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{
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"stored": 4,
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"total": 4
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}
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POST http://localhost:5678/webhook/my-cost-report · 5 case(s) × 1
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✔ 모두 nano였다면 · 0.9s · $0.001989
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→ request POST /webhook/my-cost-report
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{
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"requests_per_day": 100,
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"workdays": 22,
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"what_if_model": "gpt-5.4-nano"
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}
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← response HTTP 200
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{
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"requests": 3,
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"calls": 4,
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"cost_usd": 0.001989,
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"avg_usd": 0.000663,
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"by_model": {
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"gpt-4.1-mini": 0.001944,
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"gpt-5.4-nano": 4.5e-05
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},
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"top_user": "박서연",
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"projected_month_usd": 1.4586,
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"daily_budget_usd": 1,
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"remaining_usd": 0.998011,
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"over_budget": false,
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"what_if": {
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"model": "gpt-5.4-nano",
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"cost_usd": 0.00117,
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"saving_usd": 0.000819,
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"projected_month_usd": 0.858
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}
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}
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✔ 원래 숫자는 그대로 · 0.1s · $0.001989
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→ request POST /webhook/my-cost-report
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{
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"requests_per_day": 100,
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"workdays": 22,
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"what_if_model": "gpt-5.4-nano"
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}
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← response HTTP 200
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{
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"requests": 3,
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"calls": 4,
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"cost_usd": 0.001989,
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"avg_usd": 0.000663,
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"by_model": {
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"gpt-4.1-mini": 0.001944,
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"gpt-5.4-nano": 4.5e-05
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},
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"top_user": "박서연",
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"projected_month_usd": 1.4586,
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"daily_budget_usd": 1,
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"remaining_usd": 0.998011,
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"over_budget": false,
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"what_if": {
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"model": "gpt-5.4-nano",
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"cost_usd": 0.00117,
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"saving_usd": 0.000819,
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"projected_month_usd": 0.858
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}
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}
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✔ 모두 mini였다면 · 아끼는 돈이 음수 · 0.0s · $0.001989
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→ request POST /webhook/my-cost-report
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{
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"what_if_model": "gpt-4.1-mini"
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}
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← response HTTP 200
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{
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"requests": 3,
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"calls": 4,
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"cost_usd": 0.001989,
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"avg_usd": 0.000663,
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"by_model": {
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"gpt-4.1-mini": 0.001944,
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"gpt-5.4-nano": 4.5e-05
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},
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"top_user": "박서연",
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"projected_month_usd": 0.043758,
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"daily_budget_usd": 1,
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"remaining_usd": 0.998011,
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"over_budget": false,
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"what_if": {
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"model": "gpt-4.1-mini",
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"cost_usd": 0.002016,
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"saving_usd": -2.7e-05,
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"projected_month_usd": 0.044352
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}
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}
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✔ 없는 모델은 400 · 0.2s
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→ request POST /webhook/my-cost-report
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{
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"what_if_model": "gpt-9"
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}
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← response HTTP 400
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{
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"error": "unknown model",
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"model": "gpt-9",
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"known": [
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"gpt-4.1-mini",
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"gpt-5.4-nano"
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]
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}
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✔ what_if 없이 부르면 과제 1과 같음 · 0.0s · $0.001989
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→ request POST /webhook/my-cost-report
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{}
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← response HTTP 200
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{
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"requests": 3,
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"calls": 4,
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"cost_usd": 0.001989,
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"avg_usd": 0.000663,
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"by_model": {
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"gpt-4.1-mini": 0.001944,
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"gpt-5.4-nano": 4.5e-05
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},
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"top_user": "박서연",
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"projected_month_usd": 0.043758,
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"daily_budget_usd": 1,
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"remaining_usd": 0.998011,
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"over_budget": false
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}
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Passed 5/5
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report: runs/lab03-challenge2-20261028-211231.json
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✔ after: POST http://localhost:8800/budget/reset · HTTP 200 · 0.0s · {"daily_usd": 1.0, "user_limit_per_min": 20, "max_question_chars": 500, "used_usd": 0.001989, "remaining_usd": 0.998011,
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→ request POST http://localhost:8800/budget/reset
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{}
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← response HTTP 200
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{
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"daily_usd": 1.0,
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"user_limit_per_min": 20,
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"max_question_chars": 500,
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"used_usd": 0.001989,
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"remaining_usd": 0.998011,
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"over": false
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}
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✔ after: POST http://localhost:8800/usage-clear · HTTP 200 · 0.0s · {"cleared": 4}
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→ request POST http://localhost:8800/usage-clear
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{}
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← response HTTP 200
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{
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"cleared": 4
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}
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$ uv run tools/flow.py test cases/lab03-challenge.json
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✔ before: POST http://localhost:8800/usage-clear · HTTP 200 · 0.0s · {"cleared": 0}
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✔ before: POST http://localhost:8800/budget/reset · HTTP 200 · 0.0s · {"daily_usd": 1.0, "user_limit_per_min": 20, "max_question_chars": 500, "used_usd": 0, "remaining_usd": 1.0, "over": fal
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✔ before: POST http://localhost:8800/usage · HTTP 200 · 0.0s · {"stored": 4, "total": 4}
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POST http://localhost:5678/webhook/my-cost-report · 5 case(s) × 1
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✔ 요약 숫자 · 0.1s · $0.001989
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✔ 모델별 · 한 달 예상 · 0.1s · $0.001989
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✔ 작은 모델 몫 · 0.1s · $0.001989
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✔ 예산 남은 금액 · 0.0s · $0.001989
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✔ before: POST http://localhost:8800/budget · HTTP 200 · 0.0s · {"daily_usd": 0.001, "user_limit_per_min": 20, "max_question_chars": 500, "used_usd": 0.001989, "remaining_usd": -0.0009
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✔ 예산을 넘으면 · 0.0s · $0.001989
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Passed 5/5
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report: runs/lab03-challenge-20261028-211232.json
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✔ after: POST http://localhost:8800/budget/reset · HTTP 200 · 0.0s · {"daily_usd": 1.0, "user_limit_per_min": 20, "max_question_chars": 500, "used_usd": 0.001989, "remaining_usd": 0.998011,
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✔ after: POST http://localhost:8800/usage-clear · HTTP 200 · 0.0s · {"cleared": 4}
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$ uv run tools/flow.py test cases/lab02-challenge.json
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POST http://localhost:5678/webhook/my-cost · 7 case(s) × 1
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✔ faq-vpn · LLM 한 번 · $0.0002 이하 · 1.7s · 자동 답변 · 1 call · $0.000156
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✔ faq-password · LLM 한 번 · $0.0002 이하 · 1.4s · 자동 답변 · 1 call · $0.000136
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✔ faq-printer · LLM 한 번 · $0.0002 이하 · 1.2s · 자동 답변 · 1 call · $0.000150
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✔ faq-mail · LLM 한 번 · $0.0002 이하 · 1.4s · 자동 답변 · 1 call · $0.000166
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✔ ticket-own · LLM 한 번 · $0.0002 이하 · 1.0s · 자동 답변 · 1 call · $0.000115
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✔ ticket-done · LLM 한 번 · $0.0002 이하 · 1.1s · 자동 답변 · 1 call · $0.000108
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✔ 규칙으로 모르는 질문은 분류 + 답 · 2.2s · 자동 답변 · 2 calls · $0.000097
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Passed 7/7
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report: runs/lab02-challenge-20261028-211242.json
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$ uv run tools/flow.py call my-cost-report '{"requests_per_day": 1000, "what_if_model": "gpt-5.4-nano"}'
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HTTP 200 · 0.1s
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{
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"requests": 7,
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"calls": 8,
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"cost_usd": 0.000929,
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"avg_usd": 0.000133,
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"by_model": {
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"gpt-4.1-mini": 0.000904,
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"gpt-5.4-nano": 2.5e-05
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},
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"top_user": "이준호",
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"projected_month_usd": 2.920971,
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"daily_budget_usd": 1,
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"remaining_usd": 0.999071,
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"over_budget": false,
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"what_if": {
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"model": "gpt-5.4-nano",
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"cost_usd": 0.00061,
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"saving_usd": 0.00032,
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"projected_month_usd": 1.9162
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}
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}
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$ uv run tools/flow.py usage --clear
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✔ usage cleared: {"cleared": 8}
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$ uv run tools/flow.py budget --reset
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✔ budget back to data/budget.json
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budget $1.0 / used $0.000000 · remaining $1.000000 · over False · per user 20/min · question 500 chars
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$ uv run tools/flow.py doctor
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! n8n install folder /Users/mcchae/day65-n8n
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→ day 65 SETUP-N8N 5단계 (get.n8n.io 설치). 다른 곳에 설치했다면 Last3Mon/65/n8n/.env 에 N8N_HOME=<폴더>
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✔ n8n container day65-n8n-n8n-1
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✔ n8n http://localhost:5678
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✔ data API http://localhost:8800
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✔ prices /prices · budget /budget (day 75 data API)
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✔ n8n → http://data-api:8800
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✔ credential 'OpenAI (.env)' (openAiCourse0001)
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✔ node catalog (for check)
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✔ CLI coding agent: codex, claude, agy
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ready
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