Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
kintonecafe-okinawa-vol6
Search
Koji Aasaga
March 16, 2018
Programming
0
400
kintonecafe-okinawa-vol6
kintone Café 沖縄 Vol.6の発表資料です。
Koji Aasaga
March 16, 2018
Tweet
Share
More Decks by Koji Aasaga
See All by Koji Aasaga
kintone cafe kyoto vol.3
kojiasaga
0
290
JAWS FESTA 2018
kojiasaga
0
240
kintone cafe hiroshima vol.10
kojiasaga
0
540
kintonecafe-osaka-vol17
kojiasaga
0
680
Other Decks in Programming
See All in Programming
GoLab2025 Recap
kuro_kurorrr
0
3.8k
LLM Observabilityによる 対話型音声AIアプリケーションの安定運用
gekko0114
2
130
ゆくKotlin くるRust
exoego
1
200
HTTPプロトコル正しく理解していますか? 〜かわいい猫と共に学ぼう。ฅ^•ω•^ฅ ニャ〜
hekuchan
2
640
Combinatorial Interview Problems with Backtracking Solutions - From Imperative Procedural Programming to Declarative Functional Programming - Part 2
philipschwarz
PRO
0
140
從冷知識到漏洞,你不懂的 Web,駭客懂 - Huli @ WebConf Taiwan 2025
aszx87410
2
3.3k
Python札幌 LT資料
t3tra
7
1.1k
The Art of Re-Architecture - Droidcon India 2025
siddroid
0
160
React 19でつくる「気持ちいいUI」- 楽観的UIのすすめ
himorishige
11
5.2k
16年目のピクシブ百科事典を支える最新の技術基盤 / The Modern Tech Stack Powering Pixiv Encyclopedia in its 16th Year
ahuglajbclajep
4
730
QAフローを最適化し、品質水準を満たしながらリリースまでの期間を最短化する #RSGT2026
shibayu36
0
1.9k
フルサイクルエンジニアリングをAI Agentで全自動化したい 〜構想と現在地〜
kamina_zzz
0
360
Featured
See All Featured
AI in Enterprises - Java and Open Source to the Rescue
ivargrimstad
0
1.1k
CoffeeScript is Beautiful & I Never Want to Write Plain JavaScript Again
sstephenson
162
16k
Evolving SEO for Evolving Search Engines
ryanjones
0
98
The AI Revolution Will Not Be Monopolized: How open-source beats economies of scale, even for LLMs
inesmontani
PRO
3
2.8k
Fashionably flexible responsive web design (full day workshop)
malarkey
408
66k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
12
1k
Impact Scores and Hybrid Strategies: The future of link building
tamaranovitovic
0
190
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
25
1.7k
How STYLIGHT went responsive
nonsquared
100
6k
What the history of the web can teach us about the future of AI
inesmontani
PRO
0
400
The untapped power of vector embeddings
frankvandijk
1
1.5k
First, design no harm
axbom
PRO
2
1.1k
Transcript
ΞʔϧεϦʔ͕ख͕͚ͨ ΩϯτʔϯಋೖࣄྫຊϊοΫ LJOUPOF $BGÉ ԭೄ 7PM ઙլ ޭ࣍
ࣗݾհ ઙլ ޭ࣍ʢ͕͋͞ ͜͏͡ʣ ΞʔϧεϦʔΠϯεςΟςϡʔτ l ౦ژग़ɾژࡏॅɺ࣮ɾɾɾ l ʙ·ͰαΠϘζʹॴଐ
l αΠϘζެೝ LJOUPOF ΤόϯδΣϦετ l LJOUPOF $BGÉ େࡕ ӡӦϝϯόʔ
ΞʔϧεϦʔΠϯεςΟςϡʔτ lେࡕͷγεςϜɾαʔϏε։ൃاۀ lΫϥυΛ༻͍ͨγεςϜ։ൃ͕ಘҙ lLJOUPOFΛ͏ํʹศརͳαʔϏεఏڙத
໊ͷLJOUPOFΤόϯδΣϦετ શࠃͰ໊͍ΔαΠϘζެೝLJOUPOFΤόϯδΣϦετͷ ͏໊͕ͪࡏ੶͍ͯ͠ΔຊͰ།Ұͷձࣾ ۚय़ ར ઙլ ޭ࣍ ԭ ོ҆
ϦϞʔτϫʔΫ Ѫඤ ԭೄ ϦϞʔτϫʔΫϝϯόʔ͕ఆظతʹ େࡕʹདྷͨΓɺͦͷٯ͋Γɾɾɾ ࠓདྷͯΔ
ίϛϡχςΟʹϑϧίϛοτ ձࣾͷϝϯόʔ͕ͦΕͧΕಠࣗʹߦ͍ͬͯΔίϛϡχςΟ׆ಈΛɺ ձࣾͱͯ͠શྗͰࢧԉ͍ͯ͠·͢ɻ
1PXFS#VEHFU lશࣾһʹ༧ࢉ੍͕ͭ͘ʢֹۚൿີʣ lࣾһͷੜ࢈ੑͱΫϦΤΠςΟϏςΟΛߴΊΔతͳΒ ༻్ΘΕͳ͍ lछྨͷ༧ࢉ l ੜ࢈ੑΛ্ͤ͞ΔͨΊʹࣗʹࢿ͢Δ༧ࢉ l ܹΛड͚ͯΫϦΤΠςΟϏςΟΛ্ͤ͞ΔͨΊʹ֎ʹ
ߦ͘༧ࢉ ˡࠓճ͜ΕΛར༻ʂ
ڞʹߟ͑ɾڞʹۀΛߏங খ͘͞࡞Γɺಈ͘ͷΛ ݟͯɺ͔ͦ͜Βߟ͑ͯ· ͨ࡞Δ ର໘։ൃͰͦͷͰ ࡞Δɾߟ͑ΔΛ܁Γ ฦ͢ ࡞Δɾߟ͑Δ ର໘։ൃ
Ϋϥυ׆༻ ΩϯτʔϯΛத৺ʹ ༷ʑͳΫϥυΛ ࠷దʹΈ߹ΘͤΔ ߟ͑Δ ࡞Δ
໊ࣾඇެ։ ւ֎4'"αʔϏε͔Β िؒͰϦϓϨʔε ࣄྫ
ղܾ͖͢՝ Ϣʔβʔ͋ͨΓͷ ྉ͕ۚߴ͍ ܖߋ৽·Ͱिؒ ͔͠ͳ͍ ւ֎4'"αʔϏεΛ ར༻͍͕ͯͨ͠ɺը໘ ʹೃછΊͣɺ׆༻͞Ε ͳ͍
։ൃͷਐΊํ l طଘαʔϏεͷೖྗ߲Λϕʔεʹݕ౼Λ࣮ࢪ l Θͳ͍߲আͯ͠γϯϓϧͳը໘ʹ l ΞΫηεݖΞΫγϣϯͳͲLJOUPOFඪ४ػೳΛϑϧ׆༻ l ΧελϚΠζӡ༻ͰϚετͳ෦ʹݶ࣮ͬͯࢪ
'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME 'JFME
σʔλҠߦͷਐΊํ αϙʔτ ݱ୲ऀ l ظͷҠߦΛޭͤ͞ΔͨΊɺ͓٬༷ͱׂ୲ l طଘαʔϏεͷσʔλܗࣜΛѲ͍ͯ͠Δࣄ͔ΒɺҠߦ σʔλͷ࡞͓٬༷ʹ࣮ͯࢪɺ3αϙʔτʹઐ೦
։ൃͨ͠γεςϜ ސ٬ใ ஊใ ׆ಈཤྺ ΞΫγϣϯ ʴ ϧοΫΞοϓ ΞΫγϣϯ ʴ
ϧοΫΞοϓ
ΧελϚΠζ෦ͷσϞ
ಋೖޮՌ l ೃછΈ͍͢Ωϯτʔϯͷը໘ɺඞཁ࠷খݶͷೖྗ߲ ʹΑΓɺ׆༻͕ਐΜͰ͍Δɻ l ίετμϯͷ࣮ݱɻ l ݱ͔Βཁ͕دͤΒΕΔΑ͏ʹͳΓɺվળΛ܁Γฦ͢ ମ੍ʹɻ
l ଞ෦ॺͷల։ܾఆɻ
ւ֎ͱͷ ੜ࢈ਐḿใ ڞ༗γεςϜ ࣄྫ ΞʔϧεϦʔ ΫϥϘ ݕࡧ
όϯάϥσγϡͰ5γϟπΛ ສຕੜ࢈ͤΑʂ .*44*0/
όϯάϥσγϡ l Ұਓ͋ͨΓ(%1υϧ ɾ*.'ʣ l ݄څ͕தࠃͷ l ʑͷاۀ͕όϯάϥσγϡͰͷੜ࢈ΛࢼΈͨ ͕ɺੜ࢈ཧ͕͏·͘Ͱ͖ͣఫୀ
࿑ಇɾ࣭ʹର͢Δߟ͑ํɺςϩͳͲ͕ݪҼ
ͦΕ·Ͱͷཧख๏ 19 ओͳΓͱΓ ϝʔϧͰ ݸʑͷͷ ੜ࢈ਐḿΤΫ ηϧʹ·ͱΊͯ ϝʔϧʹఴ खॻ͖ͷࢿྉ εΩϟϯͯ͠
ϝʔϧʹఴ ϝʔϧͰ͏·͘ ͍͔ͳ͍߹ ݱग़ுͯ֬͠ ೝ
γεςϜ͕ͳ͍ͱ͖ʹى͖͍ͯͨ͜ͱ ધศͰؒʹ߹Θͳ͍ ߤۭศͰૹΔ རӹ͕ਧ͖ඈͿ
։ൃͨ͠γεςϜ ຊͰೖྗ ఔผʹόϯάϥσγϡͰೖྗ શһͰঢ়گΛ֬ೝ
։ൃͷਐΊํ ର໘։ൃ ΦϯϥΠϯ։ൃ ݱ γε
ಋೖޮՌ l ೲظ௨Γͷੜ࢈͕Մೳʹ ͳͬͨ l ߤۭศΛ͏͜ͱ͕ͳ͘ ͳͬͨɻધศͷίϯςφੵ ࡌ্ l
ݱͷঢ়گΛ֬ೝ͢ΔͨΊ ͷւ֎ग़ு͕ͳ͘ͳͬͨ l ࢿྉΛ୳͢ͷ࡞ۀ͕ͳ͘ ͳΓۀޮΞοϓ ʮ࠷దੜ࢈ʯΛߦ͑Δ ϙδςΟϒϚωδϝϯτ ࢥߟΛγϑτ
ΦϯϥΠϯϛʔςΟϯά͚ͩͰ ΧελϚΠζϓϩδΣΫτΛ݁ ࣄྫ ΞʔϧεϦʔ ϝϧΧϦ ݕࡧ
ղܾ͖͢՝ ࣾʹ։ൃऀ͍Δ ͕ɺຊۀʹ࣌ؒΛ ͍͍ͨ ґཔઌͷ։ൃϕϯ μʔͷબఆʹΉ LJOUPOFΛ͏͏ͪʹ վળʢΧελϚΠζʣ ͍ͨ͠ࣄ͕ݟ͔ͭΔ
ϕϯμʔબఆ͔Βಋೖ·ͰͷܦҢ l ి l ॳճଧ߹ͤʢΦϯϥΠϯɺཁώϠϦϯάͱ༷ͷఏҊʣ l ݟੵΓʢϝʔϧʣ l ൃ
l ճͷ։ൃηογϣϯʢΦϯϥΠϯʣ l ೲͷݕূ l ೲ ɾ ɾ ɾ l ࣄྫऔࡐʢΦϑϥΠϯʣ
࣮ࢪͨ͠ΧελϚΠζ l ֎՟ԁస࣌ͷΛ࢛ࣺޒೖ͢Δػೳ l ςʔϒϧσʔλऔΓࠐΈػೳʢϓϥάΠϯʣ
࣮ࢪͨ͠ΧελϚΠζ l ঝೝεςοϓਤࣔػೳʢϓϥάΠϯʣ
σϞ ɾςʔϒϧσʔλऔΓࠐΈػೳ ɾঝೝεςοϓਤࣔػೳ
."πʔϧͱLJOUPOFͷ࿈ܞ ࣄྫ
αʔϏεͷߏ IUUQTLJOUPOFTPMDZCP[VDPKQJOUFHSBUFTIBOPOIUNM
࿈ܞͷઃఆLJOUPOFͰ࣮ࢪ IUUQTLJOUPOFTPMDZCP[VDPKQJOUFHSBUFTIBOPOIUNM
ߏਤ
αʔϏε͝ͱͷڧΈͱऑΈ όονॲཧ ɾෳࡶͳूܭͳͲ ϢʔβʔΠϯλʔϑΣʔε
LJOUPOFɾ"84ซ༻࣌ͷ։ൃελϯε l LJOUPOF l ඪ४ػೳʢ6*ɾάϥϑɾΞΫηεݖʣΛ͍͢ʢ҆қʹΧελϚΠζ͠ͳ ͍ʣࣄͰɺ։ൃίετΛԼ͛ͯɺ։ൃεϐʔυΛ্͛Δ l "84 l
εέʔϥϏϦςΟͷରԠ l ίετͰଟ࠼ͳαʔϏε LJOUPOF੍ݶࣄ߲Λ׆͔͢ "84ػೳΛϑϧ׆༻
αςϥΠτγΣΞΦϑΟε͚ ೖୀࣨཧγεςϜ ࣄྫ ΞʔϧεϦʔ ౦ٸిమ ݕࡧ
ղܾ͖͢՝ ӡ༻ϧʔϧ͕ܾ·Βͳ ͍ɺγεςϜͷ ϘϦϡʔϜ͕ݟ͑ͳ͍ ঢ়گͰͷ։ൃελʔτ શແਓͷӡӦΛ ఆͨ͠Έ࡞Γ ๏ਓ͚αςϥΠτ γΣΞΦϑΟεࣄۀ
ʮ/FX8PSLʯͷཱͪ ্͛ʹඞཁͳۀج൫
ΩϯτʔϯͰͰ͖Δ͜ͱɾͰ͖ͳ͍͜ͱ ΩϯτʔϯͰͰ͖Δ͜ͱ ΩϯτʔϯͰͰ͖ͳ͍͜ͱ l ର໘։ൃͰϏδωεΛ࡞Γ ͳ͕ΒγεςϜ࡞͍ͬͯ ͚Δ l Ϗδωεͷʹ߹Θͤͯ γεςϜࢿΛ૿ݮͤ͞Δ
͜ͱ͕Ͱ͖Δ l *$ΧʔυͰυΞΛղৣ͠ ͨΓɺͦͷ࣌ࠁΛهͨ͠ ΓͰ͖ͳ͍ l l࣌ؒແྉzͷෳࡶͳ ϩδοΫΛ౿·͑ͨٻܭ ࢉٻॻग़ྗͰ͖ͳ͍
ղܾํ๏ ܖاۀͷཧऀ ɾۈଵཧ ɾٻֹͷ֬ೝ ܖاۀͷར༻ऀ
࣮ࡍͷը໘ ར༻໌ࡉ ར༻࣌ؒ ٻֹۚ "84্Ͱೖୀࣨσʔλ͔Β ෆਖ਼ೖୀࣨΛผ͠ɺ ճ͝ͱͷར༻࣌ؒΛܭࢉ ར༻͔࣌ؒΒແྉ ࣌ؒΛߟྀͯ͠ٻ
ֹۚΛܭࢉ
ߏਤ
ϑϧΫϥυ ίʔϧηϯλʔγεςϜ ࣄྫ ΞʔϧεϦʔ ϠϚϋൃಈػ ݕࡧ
ղܾ͖͢՝ ͝ͱʹͬͯ͘Δ ઃඋͷೖΕସ͑࡞ۀɻ ͓͖ʹେ͖ͳઃඋ ࢿ͕ൃੜ͢Δ ੩Ԭݝ൬ాࢢपลҬ ೆւτϥϑͷൃ ੜ࣌ʹਙେͳඃ͕ग़ ΔՄೳੑ͕͋Δ
ઐతͳݟΛ࣋ͬͨ ϕςϥϯٕज़ऀͷಇ͖ ํͷଟ༷ੑͷ֬อ͕ඞ ཁ
ΩϯτʔϯͰͰ͖Δ͜ͱɾͰ͖ͳ͍͜ͱ ΩϯτʔϯͰͰ͖Δ͜ͱ ΩϯτʔϯͰͰ͖ͳ͍͜ͱ l ۀʹ߹Θͤͨސ٬ཧ ػೳΛର໘։ൃͰ͢ ͘։ൃͰ͖Δ l ΫϥυԽʹΑΓઃඋΛ ࣋ͭඞཁͳ͘ࡂʹ
ڧ͘ͳΔ l Ωϯτʔϯඪ४ͰిΛ ੍ޚ͢Δ͜ͱͰ͖ͳ͍ l ࡏۈͳͲͷಇ͖ํͷଟ ༷ੑΛ࣮ݱ͢ΔʹσεΫ τοϓ1$ؚΊͨϑϧΫ ϥυ͕ඞཁ
ղܾํ๏ #*;5&-ͱΩϯτʔϯΛ࿈ܞ ΫϥΠΞϯτ1$"NB[PO 8PSL4QBDFTͰΫϥυԽ
࣮ࡍͷը໘
ಘΒΕͨޮՌ l ର໘։ൃͰੳΛ౿·͑ͨσʔλ ߏΛܾΊͨ͜ͱͰɺैདྷΑΓ ॊೈʹੳͰ͖ΔΑ͏ʹͳͬͨ l ػثͷϦϓϨʔε͔Βղ์͞Εͨ
ΫϥυαʔϏεΛϑϧ׆༻ͨ͠ *P5ج൫ͷߏங ࣄྫ
0QUFY *P5
҆શӡసࢧԉαʔϏε 4"'&.&5&3
ηʔϑϝʔλʔʁυϥΠϒϨίʔμʔʁ
αʔϏεͷཁ݅ l ߦ࣌ؒͷܭଌ l εϜʔζΧϯτͷه l ٸϒϨʔΩɾٸϋϯυϧ ɾٸՃͦͷͰܯࠂ l
ӡసঢ়گͷѲ άϥϑʹΑΔੳ l σόΠεཧ l ߦϩάऔಘ"1* ߦϩάͷૹ৴ .255 σόΠεͷ੍ޚ ηʔϑϝʔλʔ υϥΠόʔ͚ ηʔϑϝʔλʔ σʔλαʔϏε ཧऀ͚ϙʔλϧ
ར༻ऀ ηʔϑϝʔλʔཧऀ ʢΦϓςοΫε༷ʣ ύʔτφʔ ɾɾɾ ސ٬ʢཧऀʣ υϥΠόʔ ϙʔλϧͷ ར༻ऀ
σόΠεͷ ར༻ऀ ύʔτφʔؒɺޓ͍ͷଘࡏΛӅ͍ͨ͠
γεςϜߏ ηʔϑϝʔλʔ #MVFUPPUI *OUFSOFU ϞόΠϧ ΞϓϦ "84 *P5 "84
-BNCEB "84DMPVE "NB[PO %ZOBNP%# *OUFSOFU DZCP[VDPN ऩू ॲཧ ੳɾ׆༻ ϙʔλϧ ɾސ٬ཧ ɾσόΠεཧ ɾσʔλੳ σόΠεͷઃఆɾϑΝʔϜΣΞ৴ ߦσʔλͷૹ৴
ߦϩάΞϓϦ
σόΠεཧΞϓϦ
ϑΝʔϜΣΞϚελΞϓϦ
ύʔτφʔؒͷଘࡏΛӅ͢ʹʁ
ύʔτφʔؒͷଘࡏΛӅ͢ʹʁ ̋̋෦ ˚˚෦ 015&9 ύʔτφʔ" ύʔτφʔ# ύʔτφʔ$ ʮ৫ؒͷΞΫηεݖʯΛ༗ޮʹ ͢Δ͚ͩͰɺ
015&9㱻ύʔτφʔؒݟ͑ͳ ͘ͳͬͯ͠·͏ͨΊɺ 015&9ͷϢʔβʔΛ֤ύʔτ φʔ৫ʹॴଐͤ͞Δඞཁ͕͋Δɻ ҙʂʂ
ߏਤ
5IBOLZPV