Vercel AI Gatewayã®ãŠãŒã¶ãŒå¥äºç®ïŒã¡ã³ããŒåäœã§AIæ¯åºãå¶é
Vercel AI Gatewayã®ãŠãŒã¶ãŒå¥äºç®ã䜿ããã¡ã³ããŒåäœã§APIããŒã®æ¯åºãå¶éããæ¹æ³ã解説ããŸããå ±æããæ¬çªçšããŒãå人äºç®ããåãé¢ããCLIã§äžéãéç¥ãèšå®ããŠãã¹ããŒãžã³ã°ç°å¢ã§HTTP 402ã«ãã忢ãšåŸ©æ§ãå®å šã«ç¢ºãããå ·äœçãªæé ãŸã§è©³ãã玹ä»ããŸãã
å ¬éæ¥

æŽèµ°ããã³ãŒãã£ã³ã°ãšãŒãžã§ã³ãã®ããã«ãæ¬çªã¢ããªãšåãæ¯åºåæ¢ã¹ã€ãããå ±æããå¿ èŠã¯ããããããŸããã2026幎8æ31æ¥ãVercel AI Gatewayã«ãŠãŒã¶ãŒå¥äºç®ã远å ãããŸãããããã«ãããããããŒã ã¡ã³ããŒã«çŽã¥ãAPIããŒã®æ¯åºã ããæ¢ããªãããããŒã ã«çŽã¥ãæ¬çªçšããŒã¯ããã®ããŒãšããŒã ã®äºç®ãæ®ã£ãŠããéã皌åãç¶ããããŸããå€ããã®ã¯ããŒã ã®è«æ±ç®¡çæ¹æ³ã§ãããã¢ãã«ã®æéã§ã¯ãããŸããã
èŠç¹ãäžæã§ãŸãšãããš
åäººãææãããšãŒãžã§ã³ãçšããŒã«ã¯ãŠãŒã¶ãŒå¥ã®äžéãèšããå ±æããæ¬çªçšããŒã¯ããŒã ææã«ããŸãã
ä»çµã¿ã¯ããã ãã§ãããŠãŒã¶ãŒäºç®ã«ã¯ãåãã¡ã³ããŒã«çŽã¥ããã¹ãŠã®AI Gateway APIããŒã®æ¯åºãåç®ãããŸããäžéã«éãããšããããã®ããŒããã®æ°ãããªã¯ãšã¹ãã¯HTTP 402ãè¿ããŸããããã®ãŠãŒã¶ãŒäºç®ã®å¯Ÿè±¡å€ã«ãããã©ãã£ãã¯ã¯ç¶ç¶ã§ããŸãã
ãã®æ©èœãç»å ŽããåãããVercelã§ã¯ããŒã ããããžã§ã¯ããAPIããŒããšã«äžéãèšå®ã§ããŸãããæ°ãããŠãŒã¶ãŒåäœã®äžéã¯ãããããšäžŠè¡ããŠæ©èœããŸãã1人ã®éçºè ãCodexãClaude CodeãCursorãªã©ã®ç¡äººã¯ãŒã¯ããŒãã§è€æ°ã®ããŒã䜿ã£ãŠããŠãã財ååŽã§ã¯ãã®äººã®ã²ãŒããŠã§ã€æ¯åºå šäœã«1ã€ã®äžéãèšãããããšããå¥ã®èª²é¡ã解決ãããã®ã§ãã
Vercel AI Gatewayã§ãŠãŒã¶ãŒäºç®ã«èšäžããããã®
éèŠãªèšå®ã¯**æ¯åºã®åž°å±ïŒSpend attributionïŒ**ã§ããããã¯äºç®ãéèšããããã«ãVercelãAPIããŒãžä»ããææè ã©ãã«ã«ãããŸããã
æ°ããããŒã¯ãããã©ã«ãã§Userã«åž°å±ããŸããåž°å±ãèšå®ãããŠããªãæ¢åã®ããŒã¯ãåŸæ¹äºææ§ã®ããTeamãžã®åž°å±ãç¶æããŸããAPIçµç±ã§äœæããmetadata.spendAttributionãæå®ããŠããªãããŒãTeamãšããŠéèšãããŸãã
ãã®éãã«ãã£ãŠããªã¯ãšã¹ãçµè·¯ã¯æ¬¡ã®4çš®é¡ã«åãããŸãã
æ¯åºããããã®äºç®ã«åå²ãããããã§ã¯ãããŸããã該åœãããã¹ãŠã®ã¡ãŒã¿ãŒãžåæã«èšäžãããŸããã¡ã³ããŒã«åž°å±ããããŒããã®ãªã¯ãšã¹ãã¯ããã®ããŒã®äºç®ãã¡ã³ããŒæ¬äººã®ãŠãŒã¶ãŒäºç®ãããŒã äºç®ã®ãã¹ãŠã«äœè£ããªããã°ãªããŸãããã©ãã1ã€ã§ã䜿ãåãã°ããªã¯ãšã¹ãã¯åæ¢ããŸãã

ãã®ãããå ±æããæ¬çªãã©ãã£ãã¯ã¯æç¢ºã«æ±ããåããå¿ èŠããããŸããéçºè ã顧客åãã¢ããªçšã«æ°ããããŒãäœããšããã®ããŒã¯ããã©ã«ãã§éçºè æ¬äººã«åž°å±ããŸãããããšãå人ã®äžéå°éã«ãã£ãŠã¢ããªãŸã§åæ¢ããããŸãããAI Gatewayã®API KeysããŒãžã§ããã®ããŒã®Spend attributionãTeamãžå€æŽããŠãã ãããããã§é©çšãããã®ã¯ãããŒèªäœã®äºç®ãšããŒã äºç®ã ãã«ãªããŸãã
äºæ¥åŽã®äºç®èšèšã¯ã©ãå€ããã
ãŠãŒã¶ãŒå¥äžéã䜿ãã°ãã²ãšãŸãšãã ã£ããªã¹ã¯ããè«æ±ãå±ãåã«å人ããšã®å©çšæ ãšããŠå²ãåœãŠãããŸãã
ããã§ã¯Vercelã®æéã§ã¯ãªããä»®ã®äŸã§èããŸãã8人ã®ããŒã ã«æé¡$1,000ã®ããŒã äºç®ããããšããŸãã7人ã«ã¯æé¡$50ã®ããã©ã«ãäºç®ãèšå®ããè² è·ã®é«ããšãŒãžã§ã³ãæ¥åãæ åœãããªãŒã1人ã«ã¯æé¡$150ã®ã«ã¹ã¿ã äºç®ãå²ãåœãŠãŸãã
å人çšããŒå šäœã®å©çšæ ã¯æ¬¡ã®ãšããã§ãã
7 Ã $50 + 1 Ã $150 = $500 per month
ãã®$500ã¯ããŒã äºç®ãšã¯å¥æ ã§ã¯ãªãããã®å åŽã«å«ãŸããŸããã¡ã³ããŒã«åž°å±ããããŒãå ã«$500ããã¹ãŠäœ¿ãã°ãåã$500ã$1,000ã®ããŒã äžéã«ãèšäžãããŸãããã®åçŽåããäŸã§ã¯ãããŒã ã«åž°å±ããæ¬çªãã©ãã£ãã¯ãããŒã äžéãŸã§ã«äœ¿ããæ®é¡ã¯$500ã§ãã
ãã ãããã®æ®é¡ãæ¬çªçšã«ç¢ºä¿ãããããã§ã¯ãããŸãããæ¬çªåŽãå ã«æ¶è²»ããããšãããããã¹ãŠã®ãªã¯ãšã¹ãã«ã¯ããŒã äžéã®äœè£ãå¿ èŠã§ããä»åã®æ¹åç¹ã¯ãã£ãšéå®çã§ããããã¡ã³ããŒã®åž°å±ããŒçµç±ã®æ¯åºãæ¬äººã®å©çšæ ãè¶ ããã»ãã®å šå¡ãŸã§ã¢ã¯ã»ã¹ã§ããªããªãäºæ ãé²ããŸãã
ããã¯ããšãŒãžã§ã³ãããšã«åŒ·å¶åã®ããäžéãèšããã«ã¯å°çšãããžã§ã¯ããå¿ èŠãªOpenAIæšæºã®ç®¡çæ¹æ³ãšã¯ç°ãªããŸããOpenAI APIã®äºç®äžéã«é¢ãã解説ã§ã¯ããã®åé¢ã¢ãã«ã詳ãã説æããŠããŸããVercelã®ãŠãŒã¶ãŒåäœã®ç®¡çãªãã1人ã«ã€ã1ãããžã§ã¯ããäœããªããŠããåãã¡ã³ããŒã«åž°å±ããè€æ°ã®ããŒããŸãšããŠã«ããŒã§ããŸãã
ãã®æ©èœã§ããŒã¯ã³å䟡ãäžããããã§ã¯ãããŸãããAI Gatewayã®æéã¯åŒãç¶ããããã€ããŒã®å®äŸ¡ã©ããã§ãããŒã¯ã³ãžã®äžä¹ãããã©ãããã©ãŒã ææ°æã¯ãããŸãããåŸãããã®ã¯ãæšè«ã³ã¹ãã®å€äžãã§ã¯ãªããæå€±ç¯å²ã®éå®ãšè²¬ä»»ã®æç¢ºåã§ãã
å®éã®ã¯ãŒã¯ãããŒãå€ãã4ã€ã®ããŒã
è€æ°ã®ã³ãŒãã£ã³ã°ãšãŒãžã§ã³ãã䜿ããããã¯ãéçºãªãŒã
ãŸãããŒã å ±éã®ããã©ã«ããŠãŒã¶ãŒäºç®ã決ããå©çšéã®å€ãã¡ã³ããŒã ãã«ã¹ã¿ã é¡ãžå€æŽããŸããéçºè ã¯ãšãŒãžã§ã³ãããšã«å¥ã ã®ããŒã䜿ãåããŠããããããã¹ãŠã1人åã®äžéã«ãŸãšããããŸãã
广ã衚ããã®ã¯ãå€éã«åãç¶ããã«ãŒãã§ãããããšãŒãžã§ã³ãã倱æããã¿ã¹ã¯ãå詊è¡ãç¶ããŠãããã®éçºè ã®ãªã¯ãšã¹ãã ãã忢ããããŒã ã«åž°å±ããæ¬çªãµãŒãã¹ãŸã§èªåçã«æ¢ãŸãããšã¯ãããŸããã
ã¯ã©ã€ã¢ã³ãæ¡ä»¶ã®å©çãå®ããšãŒãžã§ã³ã·ãŒéå¶è
åæ åœè ã«ã¡ã³ããŒåž°å±ã®ããŒãšããã©ã«ãå©çšæ ãå²ãåœãŠãŸããã¢ãã«å©çšã®å€ãç§»è¡æ¡ä»¶ãçæã®ã¯ã©ã€ã¢ã³ãåãã¹ããªã³ããæ åœãã人ã«ã¯ãã«ã¹ã¿ã äºç®ã远å ããŸãã
ã¡ãªããã¯ãäŸå€ã®å¯Ÿè±¡ãæç¢ºã«ãªãããšã§ããå šã¡ã³ããŒã®å©çšæ ãåŒãäžãããããšãŒãžã§ã³ã·ãŒå šäœã®äºç®ã ããå¯äžã®é®æè£ 眮ã«ããããããç¹å®ã®1人ã«è¿œå æ¯åºãæ¿èªã§ããŸãã
人ã®äœæ¥ãšæ¬çªç°å¢ãåé¢ãããã©ãããã©ãŒã ãªãŒã
ãã¹ãŠã®AI GatewayããŒãç£æ»ããå ±æãµãŒãã¹ã®ããŒã¯Teamã«èšå®ããŸããå人ã®ã³ãŒãã£ã³ã°ãšãŒãžã§ã³ãçšããŒã¯ãäœæè ãžã®åž°å±ãç¶æããŸãã
ããã«ãããé害ã®åœ±é¿ç¯å²ãåãåããããŸããå人ã®å©çšæ ãå°œããã°ããã®äººã®ãšãŒãžã§ã³ããã©ãã£ãã¯ã ããæ¢ãŸããŸãã顧客åãã¯ãŒã¯ããŒãã¯ãèªèº«ã®ããŒäºç®ãŸãã¯ããŒã äºç®ã«éãããŸã§çšŒåãç¶ããŸãã
ããªã·ãŒãæ ã財åã»ãªãã¬ãŒã·ã§ã³è²¬ä»»è
Ownerã¯ãOwnerããŒã«å šäœãæž¡ããã«AI Gateway Budget Manageræš©éã ããä»äžã§ããŸãããã®æ åœè ã¯ãŠãŒã¶ãŒäºç®ãããã©ã«ãå€ãããŒã®åž°å±ã管çã§ããContributorãé€ããã¹ãŠã®ããŒã ããŒã«ã¯äºç®ããŒãžãé²èЧã§ããŸãã
ããã§ãéçšè²¬ä»»è ãå®åäžãæç¢ºã«ã§ããŸããè²¡åæ åœãå©çšæ ãæ±ºãããšã³ãžãã¢ãªã³ã°åŽããã®å 容ã確èªã§ãããããäºç®å€æŽã®ãã³ã«VercelããŒã å šäœãææãã1人ãåŸ ã€å¿ èŠããªããªããŸãã
æ¬çªç°å¢ãå人ã«çŽã¥ããã«èšå®ããæ¹æ³
Vercelã®ãŠãŒã¶ãŒäºç®ã«ã¯ãCLI 59.6.2以éãå¿ èŠã§ãã以äžã®ã³ãã³ãã¯ãä»åã®æ€èšŒã§ããŒãžã§ã³59.6.2ã䜿ã£ãŠç¢ºèªããŸããã
CLIãæŽæ°ããŠããŒãžã§ã³ã確èªãã
æ¡å ãããŠããæŽæ°ã³ãã³ããå®è¡ããã€ã³ã¹ããŒã«æžã¿ã®ããŒãžã§ã³ã59.6.2以éã§ããããšã確èªããŸãã
Bashvercel upgrade vercel --versionããã©ã«ãã®å©çšæ ãèšå®ãã
次ã®äŸã§ã¯ãã«ã¹ã¿ã ãŠãŒã¶ãŒäºç®ããªãåã¡ã³ããŒã«ãããããæé¡$50ã®å©çšæ ãèšå®ããŸããã°ã«ãŒãå šäœã§$50ãå ±æããèšå®ã§ã¯ãããŸããã
Bashvercel ai-gateway budgets defaults set user --limit 50 --refresh-period monthlyå©çšéã®å€ããŠãŒã¶ãŒã«ã«ã¹ã¿ã äžéãèšå®ãã
ã«ã¹ã¿ã äºç®ã¯ããã®ãŠãŒã¶ãŒã«å¯Ÿããããã©ã«ãäºç®ã眮ãæããŸããVercelã§ã¯ãã¡ãŒã«ã¢ãã¬ã¹ããŠãŒã¶ãŒåããŠãŒã¶ãŒIDã®ãããã§ãæå®ã§ããŸãã
Bashvercel ai-gateway budgets set user lead@example.com --limit 150 --refresh-period monthly vercel ai-gateway budgets listå ±æããŒãããŒã ãžç§»ã
AI GatewayãéããŠAPI Keysãžé²ã¿ã顧客åããŸãã¯å ±æã¯ãŒã¯ããŒãã®åããŒãç·šéããŠãSpend attributionãTeamã«èšå®ããŸããæ°ããããŒã¯ããã©ã«ãã§Userã«åž°å±ãããããæ¬çªçšããŒãäœæãããã³ã«ãã®ç¢ºèªãè¡ã£ãŠãã ããã
人ã«ãã察å¿ãå¿ èŠãªç®æã«ã¢ã©ãŒãã远å ãã
ã«ã¹ã¿ã äºç®ã§ã¯ãäžéã®50%ã75%ã100%ã«éããæç¹ã§ã¡ãŒã«ãéä¿¡ã§ããŸããã¢ã©ãŒãã¯ããã©ã«ãã§ç¡å¹ã«ãªã£ãŠãããããã©ã«ãäºç®ããã¯éç¥ãéãããŸãããäžéå°éåã«ç¹å®ã®æ åœè ãžèŠåã¡ãŒã«ãéãããå Žåã¯ãã«ã¹ã¿ã äºç®ã远å ããŠãã ããã
ææ¬¡äºç®ã¯ãæ¯æ1æ¥ã®åå0æïŒUTCïŒã«ãªã»ãããããŸããæ¥æ¬¡äºç®ã¯æ¯æ¥åå0æïŒUTCïŒã鱿¬¡äºç®ã¯æææ¥ã®åå0æïŒUTCïŒã«ãªã»ãããããnoneãæå®ãããšãªã»ãããããªã环ç©äžéã«ãªããŸãã
ã¹ããŒãžã³ã°ç°å¢ã§åæ¢ãšåŸ©æ§ããã¹ããã
ãã®èšäºã§ã¯ãäœ¿ãæšãŠå¯èœãªããŒã ãšããŒãçšæã§ããªãã£ããããå®éã®VercelããŒã äºç®ã¯å€æŽããŠããŸããããããã£ãŠãå®å
šãªãã¹ãã¯èªèº«ã®ã¹ããŒãžã³ã°ç°å¢ã§å®æœããŠãã ããã以äžã®402ã®æåãšåæ æéã¯Vercelãå
¬éããŠãã仿§ã§ãããä»åã®æ€èšŒã§åŸãã¢ã«ãŠã³ãåäœã®ãã³ãããŒã¯ã§ã¯ãããŸããã
ã¹ããŒãžã³ã°å°çšã®ã¡ã³ããŒãšããã®ã¡ã³ããŒã«åž°å±ããããŒã䜿ããŸãããã®ãã¹ããæ¬çªçšããŒã«å¯ŸããŠå®è¡ããªãã§ãã ããã
çŸåšã®æ¯åºã確èªãã
vercel ai-gateway budgets listãå®è¡ããã¹ããŒãžã³ã°çšã¡ã³ããŒã®åœææ¯åºã確èªããŸãããã§ã«å ¬éãããŠããæäœé¡ã®$1ãè¶ ããŠããã°ãæ°ãã«1ãã«åã®ãã¹ããã©ãã£ãã¯ãçºçãããã«äžéå°éãåçŸã§ããŸããã¹ããŒãžã³ã°ãŠãŒã¶ãŒã®äžéãåŒãäžãã
äºç®ãç·šéããŠããåœæã«ãã§ã«ç©ã¿äžãã£ãæ¯åºã¯ç¶æãããŸããã¹ããŒãžã³ã°ãŠãŒã¶ãŒã®äžéã$1ã«èšå®ãã倿Žãåæ ããããŸã§åŸ ã¡ãŸãã
Bashvercel ai-gateway budgets set user staging@example.com --limit 1 --refresh-period monthlyã¡ã³ããŒåž°å±ã®ããŒãããªã¯ãšã¹ãã1ä»¶éã
ã¡ã³ããŒã«åž°å±ããã¹ããŒãžã³ã°çšããŒã
AI_GATEWAY_API_KEYãšããŠãšã¯ã¹ããŒãããVercelãæ¡å ãã以äžã®åœ¢åŒã§çã®HTTPãªã¯ãšã¹ããéããŸããBashcurl https://ai-gateway.vercel.sh/v1/chat/completions \ -H "Authorization: Bearer $AI_GATEWAY_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "model": "openai/gpt-5.6-sol", "messages": [ { "role": "user", "content": "Invent a new holiday and describe its traditions." } ] }'ãŠãŒã¶ãŒäºç®ãæå¹ã«ãªããäžéãžéãããšããªã¯ãšã¹ãã¯HTTP
402ãè¿ãããã®ãšã©ãŒçš®å¥ã¯quota_for_entity_exceededã«ãªãã¯ãã§ãã402ã§ãçš®å¥ãç°ãªãå Žåã¯ãäºç®ã§ã¯ãªãããŒã ã®ã¯ã¬ãžããæ®é«ãåå ã®å¯èœæ§ããããŸããäžéãåŒãäžããŠå詊è¡ãã
budgets listã«è¡šç€ºãããæ¯åºé¡ãäžåããããã«ã¹ã¿ã äžéãåŒãäžããŸããæ¬¡ã®å ¬éæžã¿ã³ãã³ã圢åŒã§ã¯$100ãæå®ããŠããŸããBashvercel ai-gateway budgets set user staging@example.com --limit 100 --refresh-period monthlyäºç®å€æŽã¯éåžžæ°åç§ã§åæ ãããŸããã䜿çšäžã®ããŒã§ã¯æå€§ã§çŽ5åãããããšããããŸããåŸ ã£ãŠããåããªã¯ãšã¹ããåéããŠãã ãããé©çšå¯Ÿè±¡ãšãªãå¥ã®ããŒäºç®ãããŒã äºç®ã䜿ãåã£ãŠããªããã°ãåŠçãåéããã¯ãã§ãã
äºå®ããŠããããªã·ãŒãžæ»ã
ã¹ããŒãžã³ã°ãŠãŒã¶ãŒããèšç»ããŠããã«ã¹ã¿ã äžéãžæ»ããŸããã«ã¹ã¿ã äºç®ãåé€ããŠããå¿ ãããå¶éãè§£é€ã§ãããšã¯éããŸãããããã©ã«ãäºç®ãããå Žåã¯ããã®å€ããŠãŒã¶ãŒã«åé©çšãããããã§ãããã®ããã©ã«ãäºç®ããã§ã«äœ¿ãåã£ãŠããã°ããã©ãã£ãã¯ã¯åæ¢ãããŸãŸã§ãã
èŠèœãšãããã2ã€ã®å¢ç
1ã€ç®ã¯ãBYOKã®æ¯åºããã¹ãŠã®AI Gatewayäºç®ã®å¯Ÿè±¡å€ã§ããããšã§ããã²ãŒããŠã§ã€ãèªèº«ã®ãããã€ããŒèªèšŒæ å ±ã䜿ãå Žåããã®æ¯åºã¯å¥ã«èšæž¬ããããŠãŒã¶ãŒäžéã§ã¯æããããŸããã倱æããBYOKãªã¯ãšã¹ããVercelã®ã·ã¹ãã èªèšŒæ å ±ãžãã©ãŒã«ããã¯ããããŒã ã®AI Gatewayã¯ã¬ãžããæ®é«ã«èª²éãããå ŽåããããŸãã
2ã€ç®ã¯ãã¢ããªããŒã¯ã³ã«é¢ããVercelèªèº«ã®èª¬æããçŸæç¹ã§äžèŽããŠããªãããšã§ãã8æ31æ¥ã®ãªãªãŒã¹æ å ±ã§ã¯ããŠãŒã¶ãŒå¥äžéã®å¯Ÿè±¡ã«ãåž°å±æžã¿APIããŒãšã¢ããªããŒã¯ã³ã®äž¡æ¹ãå«ãŸãããšãããŠããŸããäžæ¹ãçŸåšã®äºç®ã«é¢ããããã¥ã¡ã³ãã«ã¯ãã¢ããªããŒã¯ã³ã«ã¯ã¡ã³ããŒã®åž°å±æ å ±ããªãããŠãŒã¶ãŒäºç®ã«ã¯äžåèšäžãããªããšèšèŒãããŠããŸãã
æææ¥ã«å®è¡ããããš
è€æ°ã®ã¡ã³ããŒãåèªã®AI GatewayããŒã§ã³ãŒãã£ã³ã°ãšãŒãžã§ã³ããªã©ã®ç¡äººã¯ãŒã¯ããŒããåãããŠãããªããä»é±äžã«å¯Ÿå¿ãã䟡å€ããããŸãããã©ãã£ãã¯ããããžã§ã¯ãã®OIDCããŒã¯ã³ãŸãã¯BYOKã®ãããã€ããŒèªèšŒæ å ±ã ãã䜿ã£ãŠããå Žåã¯ããŠãŒã¶ãŒäºç®ã§å¶åŸ¡ã§ããªãããèŠéã£ãŠæ§ããŸããã1ã€ã®ããŒãš1ã€ã®ããŒã äºç®ã ãã䜿ãå人éçšè ãžã®åœ±é¿ã¯ãã»ãšãã©ãããŸããã
æææ¥ã«ãªã£ããããã¹ãŠã®ã²ãŒããŠã§ã€ããŒãPERSONãŸãã¯SHAREDã«åé¡ããŸããæåã«å
±ææ¬çªçšããŒãTeamãžåž°å±ãããŸããæ¬¡ã«ãææ¬¡ã®ããã©ã«ããŠãŒã¶ãŒäºç®ã1ã€èšå®ããäºæ¥äžã®çç±ã説æã§ããã«ã¹ã¿ã äŸå€ã ãã远å ããŠãã ãããæåŸã«ãã¹ããŒãžã³ã°ç°å¢ã§402ã«ãã忢ãäžéåŒãäžãã埩æ§ãŸã§ã確èªããŸããæ¬çªç°å¢ãå人ã®å©çšæ ããåãé¢ãããã©ã®äžéããªã¯ãšã¹ããæ¢ããã®ããéçšæ
åœè
ãææ¡ã§ããŠãåããŠäºç®èšå®ã¯å®äºã§ãã
AIã³ã¹ã管çãæ¬çªã¯ãŒã¯ãããŒã«é¢ããå®è·µçãªæ å ±ãããã«ç¥ãããæ¹ã¯ããã¥ãŒã¹ã¬ã¿ãŒã«ãç»é²ãã ããã
- å ¬éæ¥
- ã«ããŽãªãŒ
- Explained
- èšèª








