{"id":120,"date":"2026-03-08T23:08:22","date_gmt":"2026-03-08T23:08:22","guid":{"rendered":"https:\/\/blog.rebalai.com\/ko\/2026\/03\/08\/ai-1\/"},"modified":"2026-03-09T04:37:36","modified_gmt":"2026-03-09T04:37:36","slug":"ai-1","status":"publish","type":"post","link":"https:\/\/blog.rebalai.com\/ko\/2026\/03\/08\/ai-1\/","title":{"rendered":"\ud504\ub85c\ub355\uc158 AI \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95: 1\ub9cc \ud68c \uc774\uc0c1 \uc2e4\ud589\uc5d0\uc11c \ubc30\uc6b4 \uac83\ub4e4"},"content":{"rendered":"

\uc791\ub144 11\uc6d4, \uc6b0\ub9ac \ud300(\ub098 \ud3ec\ud568 \uac1c\ubc1c\uc790 2\uba85)\uc774 \ubb38\uc11c \uc694\uc57d \ud30c\uc774\ud504\ub77c\uc778\uc744 \ucc98\uc74c \ud504\ub85c\ub355\uc158<\/a>\uc5d0 \uc62c\ub838\uc744 \ub54c, \uc194\uc9c1\ud788 \uc790\uc2e0 \uc788\uc5c8\ub2e4. \ub85c\uceec\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ub3c4 \ucda9\ubd84\ud788 \ud588\uace0, \uc751\ub2f5 \ud488\uc9c8\ub3c4 \uad1c\ucc2e\uc558\ub2e4. \uadf8\ub7f0\ub370 \uc774\ud2c0\ub3c4 \uc548 \ub3fc\uc11c \ud30c\uc774\ud504\ub77c\uc778\uc774 \uc870\uc6a9\ud788 \ub9dd\uac00\uc9c0\uae30 \uc2dc\uc791\ud588\ub2e4. \uc624\ub958 \uba54\uc2dc\uc9c0\ub3c4 \uc5c6\uc774. \uadf8\ub0e5 \uc694\uccad\uc774 \ub4e4\uc5b4\uac00\uace0, \ud0c0\uc784\uc544\uc6c3\uc774 \ub098\uace0, \uc0ac\uc6a9\uc790\ub294 \ube48 \ud654\uba74\uc744 \ubcf4\uace0 \uc788\uc5c8\ub2e4.<\/p>\n

\uadf8\ub54c\ubd80\ud130 \uc9c4\uc9dc \uacf5\ubd80\uac00 \uc2dc\uc791\ub410\ub2e4.<\/p>\n

\uc774\ud6c4 4\uac1c\uc6d4 \ub3d9\uc548 \uc57d 1\ub9cc 2\ucc9c \ubc88\uc758 \ud30c\uc774\ud504\ub77c\uc778 \uc2e4\ud589\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba74\uc11c \u2014 \uc131\uacf5\ud55c \uac83\ub4e4, \uc2e4\ud328\ud55c \uac83\ub4e4, \uadf8\ub9ac\uace0 \ub0b4\uac00 \uc65c \uc2e4\ud328\ud588\ub294\uc9c0\uc870\ucc28 \ud55c\ucc38 \ub4a4\uc5d0\uc57c \uc54c\uac8c \ub41c \uac83\ub4e4\uae4c\uc9c0 \u2014 \uba87 \uac00\uc9c0 \ud328\ud134\uc774 \ubcf4\uc600\ub2e4. \uc774 \uae00\uc740 \uadf8 \uacbd\ud5d8\uc744 \uc815\ub9ac\ud55c \uac83\uc774\ub2e4.<\/p>\n

\n

\ub85c\uae45\uc744 \ub098\uc911\uc5d0 \ucd94\uac00\ud558\uaca0\ub2e4\ub294 \uc0dd\uac01, \ub2f9\uc7a5 \ubc84\ub824\ub77c<\/h2>\n

\ucc98\uc74c\uc5d0 \ub098\ub294 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ube60\ub974\uac8c \ub3cc\ub824\ubcf4\ub294 \ub370 \uc9d1\uc911\ud588\ub2e4. \ub85c\uae45\uc740 “\ub098\uc911\uc5d0 \uc815\ub9ac\ud558\uba74 \ub418\ub294 \uac83”\uc774\ub77c\uace0 \uc0dd\uac01\ud588\ub2e4. \uc774\uac8c \uccab \ubc88\uc9f8 \uc2e4\uc218\uc600\ub2e4.<\/p>\n

\ubb38\uc81c\ub294 LLM \ud638\ucd9c\uc774 \uc77c\ubc18\uc801\uc778 API \ud638\ucd9c\uacfc \ub2e4\ub974\ub2e4\ub294 \uc810\uc774\ub2e4. HTTP \uc624\ub958 \ucf54\ub4dc\uac00 200\uc774\uc5b4\ub3c4 \ub0b4\uc6a9\uc774 \uc4f8\ubaa8\uc5c6\ub294 \uacbd\uc6b0\uac00 \uc788\ub2e4. \ubaa8\ub378\uc774 “\uc8c4\uc1a1\ud569\ub2c8\ub2e4, \ud574\ub2f9 \uc694\uccad\uc740 \ucc98\ub9ac\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4”\ub97c \uc544\uc8fc \uc790\uc2e0 \uc788\uac8c \ubc18\ud658\ud558\uae30\ub3c4 \ud558\uace0, \ud504\ub86c\ud504\ud2b8 \uad6c\uc870\uac00 \uc870\uae08\ub9cc \ubc14\ub00c\uc5b4\ub3c4 \ucd9c\ub825 \ud3ec\ub9f7\uc774 \uc644\uc804\ud788 \ub2ec\ub77c\uc9c4\ub2e4. \uc774\uac78 \uac10\uc9c0\ud558\ub824\uba74 \uc751\ub2f5 \ub0b4\uc6a9\uc744 \uc2e4\uc81c\ub85c \ub4e4\uc5ec\ub2e4\ubd10\uc57c \ud55c\ub2e4.<\/p>\n

\ub0b4\uac00 \uacb0\uad6d \ub9cc\ub4e0 \ub85c\uae45 \uad6c\uc870\ub294 \uc774\ub807\ub2e4:<\/p>\n

import time\nimport uuid\nimport logging\nfrom dataclasses import dataclass, field\nfrom typing import Any\n\nlogger = logging.getLogger(__name__)\n\n@dataclass\nclass PipelineRun:\n    run_id: str = field(default_factory=lambda: str(uuid.uuid4())[:8])\n    model: str = ""\n    prompt_tokens: int = 0\n    completion_tokens: int = 0\n    latency_ms: float = 0.0\n    status: str = "pending"  # success | failed | invalid_output\n    error: str | None = None\n\ndef run_with_logging(prompt: str, model: str = "gpt-4o") -> dict:\n    run = PipelineRun(model=model)\n    start = time.monotonic()\n\n    try:\n        response = client.chat.completions.create(\n            model=model,\n            messages=[{"role": "user", "content": prompt}],\n            timeout=30,  # \uc774\uac8c \uc5c6\uc73c\uba74 \ub098\uc911\uc5d0 \ud6c4\ud68c\ud55c\ub2e4\n        )\n\n        run.latency_ms = (time.monotonic() - start) * 1000\n        run.prompt_tokens = response.usage.prompt_tokens\n        run.completion_tokens = response.usage.completion_tokens\n\n        content = response.choices[0].message.content\n\n        # \uc751\ub2f5\uc774 \ube44\uc5b4 \uc788\uac70\ub098 \uc608\uc0c1 \ud3ec\ub9f7\uc774 \uc544\ub2cc \uacbd\uc6b0 \ubcc4\ub3c4 \uc0c1\ud0dc\ub85c \uae30\ub85d\n        if not content or len(content.strip()) < 10:\n            run.status = "invalid_output"\n        else:\n            run.status = "success"\n\n        logger.info("pipeline_run", extra={"run": run.__dict__, "output_len": len(content)})\n        return {"content": content, "run_id": run.run_id}\n\n    except Exception as e:\n        run.status = "failed"\n        run.error = str(e)\n        run.latency_ms = (time.monotonic() - start) * 1000\n        logger.error("pipeline_run_failed", extra={"run": run.__dict__})\n        raise\n<\/code><\/pre>\n
\ubcc4\uac70 \uc5c6\uc5b4 \ubcf4\uc774\uc9c0\ub9cc, invalid_output<\/code> \uc0c1\ud0dc\ub97c \ub530\ub85c \uad6c\ubd84\ud55c \uac8c \ud575\uc2ec\uc774\ub2e4. \uc774\uac78 \ucd94\uac00\ud558\uace0 \ub098\uc11c\uc57c \ub0b4 \ud30c\uc774\ud504\ub77c\uc778\uc758 “\uc131\uacf5” \uc911 \uc57d 3.2%\uac00 \uc2e4\uc81c\ub85c\ub294 \ubaa8\ub378\uc774 \uc694\uccad\uc744 \uac70\ubd80\ud55c \uc751\ub2f5\uc774\uc5c8\ub2e4\ub294 \uac78 \uc54c\uac8c \ub410\ub2e4. \uadf8 \uc804\uae4c\uc9c0\ub294 \uadf8\ub0e5 \uc131\uacf5\ub960 100%\uc778 \uc904 \uc54c\uc558\ub2e4.<\/p>\n
\ub85c\uadf8\ub294 \ucc98\uc74c\ubd80\ud130 \uad6c\uc870\ud654\ub41c JSON\uc73c\ub85c \ub0a8\uaca8\ub77c. print()<\/code> \ub514\ubc84\uae45\uc740 \ub85c\uceec\uc5d0\uc11c\ub9cc \uc4f0\uace0, \ud504\ub85c\ub355\uc158<\/a>\uc5d0\uc11c\ub294 logger.info(..., extra={...})<\/code> \ud328\ud134\uc73c\ub85c \ud1b5\uc77c\ud574\uc57c \ub098\uc911\uc5d0 \ucffc\ub9ac\uac00 \uac00\ub2a5\ud558\ub2e4.<\/p>\n
\n
\ube44\uc6a9\uc740 \uc608\uce21\ubcf4\ub2e4 \ud56d\uc0c1 \ub354 \ub098\uc628\ub2e4 \u2014 \ud2b9\ud788 \uc774 \uacbd\uc6b0\uc5d0<\/h2>\n
\ucd08\uae30\uc5d0 \ube44\uc6a9 \ucd94\uc815\uc744 \uaf64 \uaf3c\uaf3c\ud558\uac8c \ud588\ub2e4\uace0 \uc0dd\uac01\ud588\ub2e4. \ud3c9\uade0 \ubb38\uc11c \uae38\uc774\ub97c \uc7ac\uace0, \ud1a0\ud070 \uc218\ub97c \uacc4\uc0b0\ud558\uace0, \uc6d4\uac04 \uc694\uccad \uc218\ub97c \uacf1\ud588\ub2e4. \uadf8\ub7f0\ub370 \uc2e4\uc81c \uccad\uad6c\uc11c\ub97c \ubcf4\uace0 \uc0b4\uc9dd \uba4d\ud588\ub2e4.<\/p>\n
\uc774\uc720\uac00 \uba87 \uac00\uc9c0 \uc788\uc5c8\ub2e4.<\/p>\n
\uccab\uc9f8, \uc7ac\uc2dc\ub3c4. \uc2e4\ud328\ud55c \uc694\uccad\uc740 \ub2e4\uc2dc \ubcf4\ub0b8\ub2e4. \ub2f9\uc5f0\ud55c \ub9d0\uc774\uc9c0\ub9cc, \uc7ac\uc2dc\ub3c4\ud560 \ub54c\ub9c8\ub2e4 \ud504\ub86c\ud504\ud2b8 \ud1a0\ud070\uc774 \ub2e4\uc2dc \uce74\uc6b4\ud2b8\ub41c\ub2e4. \ub098\ub294 \uc7ac\uc2dc\ub3c4 \ube44\uc6a9\uc744 \uacc4\uc0b0\uc5d0 \ud3ec\ud568\ud558\uc9c0 \uc54a\uc558\ub2e4.<\/p>\n
\ub458\uc9f8, \uc624\ub958 \uc751\ub2f5\ub3c4 \ud1a0\ud070\uc774 \ub098\uac04\ub2e4. rate limit\uc5d0 \uac78\ub824\uc11c \uc2e4\ud328\ud55c \uc694\uccad\uc774\uc5b4\ub3c4, API\ub97c \ud638\ucd9c\ud55c \uc2dc\uc810\uc5d0 \uc774\ubbf8 \uc77c\ubd80 \ud1a0\ud070\uc774 \uc18c\ube44\ub418\ub294 \uacbd\uc6b0\uac00 \uc788\ub2e4. OpenAI \ubb38\uc11c\uc5d0\uc11c \uc774 \ubd80\ubd84\uc744 \uc77d\uae34 \ud588\ub294\ub370 \uc2e4\uac10\uc744 \ubabb \ud588\ub2e4.<\/p>\n
\uc14b\uc9f8 \u2014 \uc774\uac8c \ub098\ub97c \uac00\uc7a5 \ub180\ub77c\uac8c \ud588\ub294\ub370 \u2014 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\ub97c \ub9e4 \uc694\uccad\ub9c8\ub2e4 \ud1b5\uc9f8\ub85c \ubcf4\ub0b4\uace0 \uc788\uc5c8\ub2e4. \uc6b0\ub9ac \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\uac00 \uc57d 800\ud1a0\ud070\uc774\uc5c8\uace0, \uc774\uac78 1\ub9cc 2\ucc9c \ubc88 \ubcf4\ub0c8\ub2e4. \uacc4\uc0b0\ud574 \ubcf4\uba74 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\ub9cc\uc73c\ub85c \uc57d 960\ub9cc \ud1a0\ud070\uc774\ub2e4.<\/p>\n
\uc9c0\uae08\uc740 \uc9e7\uc740 \uc791\uc5c5\uc5d0\ub294 gpt-4o-mini<\/code>\ub97c, \ubcf5\uc7a1\ud55c \uc694\uc57d\uc774\ub098 \ub2e4\ub2e8\uacc4 \ucd94\ub860\uc774 \ud544\uc694\ud55c \uacbd\uc6b0\uc5d0\ub9cc gpt-4o<\/code>\ub97c \uc4f4\ub2e4. \ub77c\uc6b0\ud305 \ub85c\uc9c1\uc774 \uc870\uae08 \uadc0\ucc2e\uc9c0\ub9cc, \ube44\uc6a9\uc774 \ub300\ub7b5 40% \uc904\uc5c8\ub2e4. 100% \ud655\uc2e0\uc740 \uc5c6\uc9c0\ub9cc, \ub0b4 \ucf00\uc774\uc2a4\uc5d0\uc11c\ub294 \ud488\uc9c8 \ucc28\uc774\uac00 \ub300\ubd80\ubd84\uc758 \uc791\uc5c5\uc5d0\uc11c \uccb4\uac10\ub418\uc9c0 \uc54a\uc558\ub2e4.<\/p>\n
\n
\uc7ac\uc2dc\ub3c4 \uc804\ub7b5: \ub2e8\uc21c\ud574 \ubcf4\uc5ec\ub3c4 \ud568\uc815\uc774 \ub9ce\ub2e4<\/h2>\n
\ucc98\uc74c\uc5d0 \uc7ac\uc2dc\ub3c4 \ub85c\uc9c1\uc740 \uc774\ub7ac\ub2e4: \uc2e4\ud328\ud558\uba74 \ud55c \ubc88 \ub354 \uc2dc\ub3c4. \ub05d.<\/p>\n
\uc774\uac8c \uc5bc\ub9c8\ub098 \uc21c\uc9c4\ud55c \uc0dd\uac01\uc778\uc9c0\ub294 rate limit \uc624\ub958\ub97c \ucc98\uc74c \ub9de\ub2e5\ub728\ub838\uc744 \ub54c \uc54c\uac8c \ub410\ub2e4. \uae08\uc694\uc77c \uc624\ud6c4\uc5d0 \ubc30\ud3ec<\/a>\ud558\uae30” rel=”nofollow sponsored” target=”_blank”>\ubc30\ud3ec<\/a>\ub97c \ubc00\uc5c8\ub294\ub370 \u2014 \uc9c0\uae08 \uc0dd\uac01\ud558\uba74 \uc65c \uadf8\ub7ac\ub294\uc9c0 \ubaa8\ub974\uaca0\ub2e4 \u2014 \ud2b8\ub798\ud53d\uc774 \ubab0\ub9ac\uba74\uc11c 429 \uc624\ub958\uac00 \uc3df\uc544\uc84c\ub2e4. \uc7ac\uc2dc\ub3c4 \ub85c\uc9c1\uc774 \uc989\uc2dc \uc7ac\uc2dc\ub3c4\ub97c \ubc18\ubcf5\ud558\uba74\uc11c rate limit\uc744 \ub354 \uc545\ud654\uc2dc\ucf30\ub2e4. \uc804\ud615\uc801\uc778 retry storm\uc774\uc5c8\ub2e4.<\/p>\n
\uadf8 \ub4a4\ub85c \uc138 \uac00\uc9c0 \uc6d0\uce59\uc744 \uc9c0\ud0a8\ub2e4:<\/p>\n
\uc9c0\uc218 \ubc31\uc624\ud504\ub294 \uc120\ud0dd\uc774 \uc544\ub2c8\ub2e4.<\/strong> tenacity<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc4f0\uba74 \uac04\ub2e8\ud558\uac8c \uad6c\ud604\ub41c\ub2e4. wait_exponential(multiplier=1, min=2, max=60)<\/code>\uc73c\ub85c \uc124\uc815\ud558\uba74 2\ucd08, 4\ucd08, 8\ucd08… \uc774\ub7f0 \uc2dd\uc73c\ub85c \ub300\uae30 \uc2dc\uac04\uc774 \ub298\uc5b4\ub09c\ub2e4.<\/p>\n
\uc7ac\uc2dc\ub3c4 \uac00\ub2a5\ud55c \uc624\ub958\uc640 \uc544\ub2cc \uc624\ub958\ub97c \uad6c\ubd84\ud574\uc57c \ud55c\ub2e4.<\/strong> 429(rate limit)\uc640 503(\uc11c\ubc84<\/a> \uc624\ub958)\uc740 \uc7ac\uc2dc\ub3c4\ud574\ubcfc \ub9cc\ud558\ub2e4. 400(\uc798\ubabb\ub41c \uc694\uccad)\uc740 \uc7ac\uc2dc\ub3c4\ud574\ub3c4 \uac19\uc740 \uacb0\uacfc\uac00 \ub098\uc628\ub2e4. \uadf8\ub0e5 \ube60\ub974\uac8c \uc2e4\ud328\ucc98\ub9ac\ud558\ub294 \uac8c \ub0ab\ub2e4.<\/p>\n
\ucd5c\ub300 \uc7ac\uc2dc\ub3c4 \ud69f\uc218\ub97c \ubc18\ub4dc\uc2dc \uc124\uc815\ud574\ub77c.<\/strong> \uae30\ubcf8\uac12\uc774 \uc5c6\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub3c4 \uc788\uace0, \uc124\uc815\uc744 \uae5c\ube61\ud558\uba74 \ubb34\ud55c \ub8e8\ud504\ub2e4. \ub098\ub294 3\ud68c\ub85c \uc124\uc815\ud588\ub2e4.<\/p>\n
\uadf8\ub7f0\ub370 \uc7ac\uc2dc\ub3c4\ubcf4\ub2e4 \ub354 \uc911\uc694\ud55c \uac8c \uc788\ub2e4. \uc2e4\ud328\ub97c \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc5b4\ub5bb\uac8c \uc804\ub2ec\ud558\ub290\ub0d0\ub2e4. \uc6b0\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc740 \ube44\ub3d9\uae30\ub85c \ub3d9\uc791\ud558\uae30 \ub54c\ubb38\uc5d0, \ucd5c\uc885 \uc2e4\ud328 \uc2dc \uc791\uc5c5\uc744 dead letter queue\uc5d0 \ub123\uace0 \uc54c\ub9bc\uc744 \ubcf4\ub0b8\ub2e4. \uc774 \uad6c\uc870\ub97c \ub9cc\ub4e4\uae30 \uc804\uae4c\uc9c0\ub294 \uc2e4\ud328\ud55c \uc694\uccad\uc774 \uadf8\ub0e5 \uc0ac\ub77c\uc84c\ub2e4. \uc0ac\uc6a9\uc790\ub3c4 \uc6b0\ub9ac\ub3c4 \ubab0\ub790\ub2e4.<\/p>\n
\n
\ud30c\uc774\ud504\ub77c\uc778 \uc544\ud0a4\ud14d\ucc98: \ub3d9\uae30 vs \ube44\ub3d9\uae30, \uadf8\ub9ac\uace0 \ub0b4 \uc120\ud0dd<\/h2>\n
\ucc98\uc74c\uc5d0\ub294 \ub3d9\uae30 \ubc29\uc2dd\uc73c\ub85c \uad6c\ud604\ud588\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uc694\uccad\ud558\uba74 \u2192 LLM \ud638\ucd9c \u2192 \uacb0\uacfc \ubc18\ud658. \uac04\ub2e8\ud558\uace0 \uc9c1\uad00\uc801\uc774\ub2e4.<\/p>\n
\ubb38\uc81c\ub294 LLM \uc751\ub2f5 \uc2dc\uac04\uc774 \ub4e4\ucb49\ub0a0\ucb49\ud558\ub2e4\ub294 \uc810\uc774\ub2e4. \ud3c9\uade0 2.3\ucd08\uc778\ub370, \uac00\ub054 15\ucd08\uc9dc\ub9ac \uc694\uccad\uc774 \ub4e4\uc5b4\uc628\ub2e4. \ub3d9\uae30 \ubc29\uc2dd\uc5d0\uc11c \uc774\uac74 \uc0ac\uc6a9\uc790\uac00 15\ucd08 \ub3d9\uc548 \ub85c\ub529 \ud654\uba74\uc744 \ubcf4\ub294 \uac83\uacfc \uac19\ub2e4. \uadf8 \uc0ac\uc774\uc5d0 \ub2e4\ub978 \uc694\uccad\uc740 \uc2a4\ub808\ub4dc\ub97c \ub0ad\ube44\ud558\uac70\ub098 \ucc98\ub9ac\ub97c \ubabb \ud55c\ub2e4.<\/p>\n
\uc9c0\uae08 \uc544\ud0a4\ud14d\ucc98\ub294 \uc774\ub807\ub2e4:<\/p>\n
    \n
  1. \uc0ac\uc6a9\uc790 \uc694\uccad\uc774 \ub4e4\uc5b4\uc624\uba74 \uc989\uc2dc job_id<\/code>\ub97c \ubc18\ud658\ud55c\ub2e4 (HTTP 202)<\/li>\n
  2. \uc2e4\uc81c LLM \ud638\ucd9c\uc740 Celery \uc6cc\ucee4\uac00 \ube44\ub3d9\uae30\ub85c \ucc98\ub9ac\ud55c\ub2e4<\/li>\n
  3. \uacb0\uacfc\uac00 \ub098\uc624\uba74 Redis\uc5d0 \uc800\uc7a5\ud558\uace0, \ud074\ub77c\uc774\uc5b8\ud2b8\ub294 polling \ub610\ub294 WebSocket\uc73c\ub85c \uacb0\uacfc\ub97c \ubc1b\ub294\ub2e4<\/li>\n<\/ol>\n
    \uc774 \uad6c\uc870\uac00 \ucc98\uc74c\uc5d0\ub294 \uacfc\ud558\ub2e4\uace0 \uc0dd\uac01\ud588\ub2e4. \ud300\uc774 2\uba85\uc778\ub370 Celery\uae4c\uc9c0 \uc368\uc57c \ud558\ub098<\/a>. \uadf8\ub7f0\ub370 \ud2b8\ub798\ud53d\uc774 \ub298\uc5b4\ub098\uba74\uc11c \uc6cc\ucee4 \uc218\ub9cc \uc870\uc815\ud558\uba74 \uc2a4\ucf00\uc77c\ub9c1\uc774 \ub410\uace0, \ubb34\uc5c7\ubcf4\ub2e4 \ud30c\uc774\ud504\ub77c\uc778\uc774 \uc8fd\uc5b4\ub3c4 \ud050\uc5d0 \uc313\uc778 \uc791\uc5c5\uc740 \uc0ac\ub77c\uc9c0\uc9c0 \uc54a\ub294\ub2e4\ub294 \uc810\uc774 \uacb0\uc815\uc801\uc774\uc5c8\ub2e4.<\/p>\n
    \uc194\uc9c1\ud788 \ub9d0\ud558\uba74, \ucc98\uc74c\ubd80\ud130 \uc774 \uad6c\uc870\ub85c \uac14\uc73c\uba74 \ucd08\uae30 \uac1c\ubc1c\uc774 2\ubc30\ub294 \uac78\ub838\uc744 \uac83 \uac19\ub2e4. \ub3d9\uae30 \ubc29\uc2dd\uc73c\ub85c \ube60\ub974\uac8c \uac80\uc99d\ud558\uace0, \ud655\uc2e0\uc774 \uc0dd\uacbc\uc744 \ub54c \ube44\ub3d9\uae30\ub85c \uc804\ud658\ud55c \uac8c \ub9de\ub294 \uc21c\uc11c\uc600\ub2e4\uace0 \uc9c0\uae08\ub3c4 \uc0dd\uac01\ud55c\ub2e4.<\/p>\n
    \n
    \ud504\ub86c\ud504\ud2b8 \ubc84\uc804 \uad00\ub9ac: \ucf54\ub4dc\ucc98\ub7fc \ub2e4\ub904\uc57c \ud55c\ub2e4<\/h2>\n
    \ud504\ub86c\ud504\ud2b8\ub97c \ucf54\ub4dc\uc5d0 \ud558\ub4dc\ucf54\ub529\ud588\ub358 \uc2dc\uc808\uc774 \uc788\uc5c8\ub2e4. \ubd80\ub044\ub7fd\uc9c0\ub9cc \uaf64 \uc624\ub798\ub410\ub2e4. \ud504\ub86c\ud504\ud2b8\ub97c \uc218\uc815\ud558\uba74 \ucf54\ub4dc\ub97c \ubc30\ud3ec<\/a>\ud558\uae30” rel=”nofollow sponsored” target=”_blank”>\ubc30\ud3ec<\/a>\ud574\uc57c \ud588\uace0, \uc5b4\ub5a4 \ubc84\uc804\uc758 \ud504\ub86c\ud504\ud2b8\uac00 \uc5b4\ub5a4 \uacb0\uacfc\ub97c \ub0c8\ub294\uc9c0 \ucd94\uc801\uc774 \uc548 \ub410\ub2e4.<\/p>\n
    \uc9c0\uae08\uc740 \ud504\ub86c\ud504\ud2b8\ub97c \ubcc4\ub3c4 YAML \ud30c\uc77c\ub85c \uad00\ub9ac\ud558\uace0, \uac01 \ud30c\uc774\ud504\ub77c\uc778 \uc2e4\ud589\uc5d0 \ud504\ub86c\ud504\ud2b8 \ubc84\uc804 \ud574\uc2dc\ub97c \uae30\ub85d\ud55c\ub2e4. \ub355\ubd84\uc5d0 “\uc9c0\ub09c\uc8fc\ubd80\ud130 \uc694\uc57d \ud488\uc9c8\uc774 \uc65c \ub5a8\uc5b4\uc84c\uc9c0?”\ub77c\ub294 \uc9c8\ubb38\uc5d0 \ub85c\uadf8\ub97c \ub4a4\uc838\uc11c \ub2f5\uc744 \ucc3e\uc744 \uc218 \uc788\ub2e4.<\/p>\n
    \ud55c \uac00\uc9c0 \ub354 \u2014 \ud504\ub86c\ud504\ud2b8\ub97c \ubc14\uafc0 \ub54c\ub294 A\/B \ud14c\uc2a4\ud2b8\ub97c \uac70\uccd0\ub77c. \ub098\ub294 \ucc98\uc74c\uc5d0 “\uc774 \ud504\ub86c\ud504\ud2b8\uac00 \ub354 \uc88b\uc544 \ubcf4\uc774\ub2c8\uae4c”\ub77c\ub294 \uc9c1\uac10\uc73c\ub85c \ubc14\uafe8\ub2e4\uac00, \ub098\uc911\uc5d0 \ubcf4\ub2c8 \ud2b9\uc815 \ubb38\uc11c \uc720\ud615\uc5d0\uc11c \uc131\ub2a5\uc774 \uc624\ud788\ub824 \ub5a8\uc5b4\uc84c\ub2e4\ub294 \uac78 \uc54c\uc558\ub2e4. \uc9c0\uae08\uc740 \ucd5c\uc18c 500\uac74\uc758 \uc2e4\ud589 \uacb0\uacfc\ub97c \ubcf4\uace0 \ub098\uc11c \ud504\ub86c\ud504\ud2b8\ub97c \uc804\uccb4 \ubc30\ud3ec<\/a>\ud55c\ub2e4.<\/p>\n
    \ud3c9\uac00 \uc9c0\ud45c\ub97c \uc5b4\ub5bb\uac8c \uc124\uc815\ud558\ub290\ub0d0\ub294 \ucf00\uc774\uc2a4\ub9c8\ub2e4 \ub2e4\ub974\uace0, \ub098\ub3c4 100% \ub9de\ub294 \ubc29\ubc95\uc744 \uc54c\uc9c0\ub294 \ubabb\ud55c\ub2e4. \uc6b0\ub9ac \uacbd\uc6b0\uc5d0\ub294 \ucd9c\ub825 \uae38\uc774 \ubd84\ud3ec, \ud2b9\uc815 \ud328\ud134\uc758 \ucd9c\ud604 \ube48\ub3c4, \uadf8\ub9ac\uace0 \uc77c\ubd80 \uc694\uccad\uc5d0 \ub300\ud574\uc11c\ub294 \uc0ac\ub78c\uc774 \uc9c1\uc811 \ud488\uc9c8\uc744 \ud3c9\uac00\ud558\ub294 \ubc29\uc2dd\uc744 \ubcd1\ud589\ud55c\ub2e4. \uc644\ubcbd\ud558\uc9c0\ub294 \uc54a\uc9c0\ub9cc, \uc544\ubb34\uac83\ub3c4 \uc548 \ud558\ub294 \uac83\ubcf4\ub2e4\ub294 \ud6e8\uc52c \ub0ab\ub2e4.<\/p>\n
    \n
    \ub2e4\uc2dc \uc2dc\uc791\ud55c\ub2e4\uba74 \ubb34\uc870\uac74 \ud560 \uac83\ub4e4<\/h2>\n
    \uc774 \uae00\uc744 \uc5ec\uae30\uae4c\uc9c0 \uc77d\uc5c8\ub2e4\uba74 \ube44\uc2b7\ud55c \ubb38\uc81c\ub97c \uacaa\uace0 \uc788\uac70\ub098, \uacaa\uae30 \uc804\uc5d0 \ubbf8\ub9ac \uc54c\uace0 \uc2f6\uc740 \uc0c1\ud669\uc77c \uac83\uc774\ub2e4. “\uc0c1\ud669\uc5d0 \ub530\ub77c \ub2e4\ub974\ub2e4”\ub294 \uc2dd\uc758 \ub9c8\ubb34\ub9ac \ub300\uc2e0, \ub0b4\uac00 \uc9c0\uae08 \ub2e4\uc2dc \uc2dc\uc791\ud55c\ub2e4\uba74 \ubb34\uc870\uac74 \ud560 \uac83\ub4e4\ub9cc \ub9d0\ud558\uaca0\ub2e4.<\/p>\n
    \uad6c\uc870\ud654\ub41c \ub85c\uae45\ubd80\ud130 \uc2dc\uc791\ud574\ub77c. \ud30c\uc774\ud504\ub77c\uc778\uc774 \uc5bc\ub9c8\ub098 \uc791\ub4e0 \uc0c1\uad00\uc5c6\uc774. \ub098\uc911\uc5d0 \ucd94\uac00\ud558\uba74 \uae30\uc220 \ubd80\ucc44\uac00 \ub41c\ub2e4 \u2014 \uc774\uac74 \uacbd\ud5d8\uc5d0\uc11c \ud558\ub294 \ub9d0\uc774\ub2e4.<\/p>\n
    invalid_output<\/code>\uc740 \uc131\uacf5\uc774 \uc544\ub2c8\ub2e4. HTTP 200\uc774 \ub098\uc654\ub2e4\uace0 \ud30c\uc774\ud504\ub77c\uc778\uc774 \uc81c\ub300\ub85c \ub3d9\uc791\ud55c \uac8c \uc544\ub2c8\ub2e4. \uc751\ub2f5 \ub0b4\uc6a9\uc744 \uac80\uc99d\ud558\ub294 \ub85c\uc9c1 \uc5c6\uc774\ub294 \uc2e4\uc81c \uc131\uacf5\ub960\uc744 \uc54c \uc218\uac00 \uc5c6\ub2e4. \ub0b4 \uacbd\uc6b0\uc5d4 \uadf8 \ube44\uc728\uc774 3.2%\uc600\ub294\ub370, \ubaa8\ub97c \ub54c\ub294 \uadf8\ub0e5 \uc131\uacf5\uc73c\ub85c \uc9d1\uacc4\ub418\uace0 \uc788\uc5c8\ub2e4.<\/p>\n
    \ube44\uc6a9 \ucd94\uc815\ud560 \ub54c\ub294 \uc7ac\uc2dc\ub3c4\uc640 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8 \uc624\ubc84\ud5e4\ub4dc\ub97c \ubc18\ub4dc\uc2dc \ud3ec\ud568\ud574\ub77c. \uc774 \ub450 \uac00\uc9c0\ub97c \ube60\ub728\ub9ac\uba74 \uc2e4\uc81c \uccad\uad6c\uc11c\uac00 \uc608\uc0c1\ubcf4\ub2e4 30~50% \ub192\uac8c \ub098\uc624\ub294 \uacbd\uc6b0\uac00 \ud754\ud558\ub2e4.<\/p>\n
    \ud504\ub86c\ud504\ud2b8\ub294 \ucf54\ub4dc\ucc98\ub7fc \ubc84\uc804 \uad00\ub9ac\ud574\ub77c. Git\uc774\ub4e0 DB\ub4e0 \ubc29\uc2dd\uc740 \uc911\uc694\ud558\uc9c0 \uc54a\ub2e4. \ucd94\uc801\uc774 \uc548 \ub418\uba74 \uac1c\uc120\ub3c4 \uc548 \ub41c\ub2e4.<\/p>\n
    \ub9c8\uc9c0\ub9c9\uc73c\ub85c \u2014 \uc644\ubcbd\ud55c \uc544\ud0a4\ud14d\ucc98\ub97c \ucc98\uc74c\ubd80\ud130 \uc124\uacc4\ud558\ub824\ub2e4\uac00 \ub098\ub294 \ub450 \ub2ec\uc744 \ub0a0\ub838\ub2e4. \ub3cc\uc544\uac00\ub294 \uac83\ubd80\ud130 \ub9cc\ub4e4\uace0, \ub370\uc774\ud130\ub97c \ubcf4\uace0, \uc2e4\uc81c\ub85c \ubb38\uc81c\uac00 \uc0dd\uae34 \ubd80\ubd84\uc744 \uace0\uccd0\ub77c. LLM \ud30c\uc774\ud504\ub77c\uc778\ub3c4 \uacb0\uad6d \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub2e4.<\/p>\n
    <\/p>\n","protected":false},"excerpt":{"rendered":"
    \ubb38\uc11c \uc694\uc57d \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud504\ub85c\ub355\uc158\uc5d0 \uc62c\ub9b0 \ud6c4 1\ub9cc 2\ucc9c \ud68c \uc2e4\ud589\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70 \uacaa\uc740 \uc2e4\uc218\uc640 \uad50\ud6c8. \uad6c\uc870\ud654 \ub85c\uae45, \uc228\uaca8\uc9c4 \ube44\uc6a9 \ud568\uc815, \uc7ac\uc2dc\ub3c4 \uc124\uacc4, \ud504\ub86c\ud504\ud2b8 \ubc84\uc804 \uad00\ub9ac\uae4c\uc9c0 \u2014 LLM \ud30c\uc774\ud504\ub77c\uc778 \uc6b4\uc601\uc758 \ud604\uc2e4\uc744 \ub2f4\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-120","post","type-post","status-publish","format-standard","hentry","category-general"],"_links":{"self":[{"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/posts\/120","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/comments?post=120"}],"version-history":[{"count":6,"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/posts\/120\/revisions"}],"predecessor-version":[{"id":199,"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/posts\/120\/revisions\/199"}],"wp:attachment":[{"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/media?parent=120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/categories?post=120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.rebalai.com\/ko\/wp-json\/wp\/v2\/tags?post=120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}