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Ruby and LLM Ecosystem
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Koichi ITO
September 12, 2025
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Ruby and LLM Ecosystem
RubyWorld Conference 2025 (
https://2025.rubyworld-conf.org/ja/program/day2/
)
Koichi ITO
September 12, 2025
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Transcript
3VCZͰ--.ΞϓϦέʔγϣϯ ։ൃΛࢧ͑Δجૅٕज़ Ruby x LLM Ecosystem ҏ౻ߒҰ&4. *OD 3VCZ8PSME$POGFSFODF
ۚ ౡࠜݝཱ࢈ۀަྲྀձؗʮ͘ʹͼ͖ϝοηʯ
w044ϓϩάϥϚʔ w3VCP$PQίΞνʔϜίϛολʔ w.$1TUFFSJOHHSPVQϝϯόʔ</&8> wגࣜձࣾӬγεςϜϚωδϝϯτ &4. *OD ΤϯδχΞϦϯάϚωʔδϟʔ σΟεςΟϯάΠογϡυɾΤϯδχΞ @koic
None
ϓϥνφεϙϯαʔϊϕϧςΟ 3VCZ8PSME$POGFSFODFಛผ֦ுύοΫΛ'ϒʔεʹͯத
࠾༻ͱಇ͖ํͷଟ༷Խ wਓੜͷঢ়گʹ͋Θͤͨ ϥΠϑελΠϧΛଚॏ͢Δ wؔ౦ݍɺҪɺ࣎լɺژ Վࢁɺౡࠜɺٶ࡚͔Βͷ ϦϞʔτϫʔΫ 🗾
Support OSS community
w มԽͷ͍--.पลٕज़ʹ͍ͭͯͷ w ༧ࢉͷ͍ͭͨ෦׆ಈ w Ӭࣾ4MBDLͷMMNDMVCνϟϯωϧ w ઈࢍ෦һืूத w ೖࣾ͢Δ͚ͩͰɺΕͳ͘ೖ෦Ͱ͖·͢
େنݴޠϞσϧ --. ݚڀ෦ IUUQTNBHB[JOFSVCZJTUOFUBSUJDMFT'PMMPX6Q,JSJTIJNB3VCZIUNM
ࠓͷ
☝ ຊࢿྉఏग़ޙ$IBU(15"QQT4%, "HFOU4LJMMT $IBU(15"UMBTͳͲܹྲྀ IUUQTSVCZXPSMEDPOGPSHKBBCPVU
--.େنݴޠϞσϧ 3"(ݕࡧ֦ுੜ .$1ϞσϧίϯςΩετϓϩτίϧ 3VCZY--.ͷՄೳੑ ࣍ Ruby
3.4.7, Langchain.rb 0.19.5, MCP Ruby SDK 0.4.0
-BSHF-BOHVBHF.PEFM --.
w ػցֶशͱ͍͑1ZUIPOͱֶͱ͍͏ੈք ͔Βɺ--.ͷࣗવݴޠͷϓϩϯϓςΟϯά Ͱ୭Ͱ"*͕࣮༻Մೳʹͳͬͨ w ςΩετੜͷ--.ͱը૾ɺԻɺಈըੜ ʹΘΕΔ%J ff VTJPO.PEFM͕ݱ"*ͷՖܗ --.ͱ͍͏ήʔϜνΣϯδϟʔ
֦ࢄϞσϧ େنݴޠϞσϧ --.ίϯςΩετʹର࣍͠τʔΫϯΛࣗݾճؼతʹ༧ଌ͠ଓ͚Δ֬తੜϞσϧ
w นଧͪͷνϟοτ"*ٞࣄϏδωε׆༻ w $MBVEF$PEF$VSTPSͰ"HFOUJD7JCF$PEJOH w ΞϓϦέʔγϣϯͷ--.ΈࠐΈ w --.ͷ"1*ɺ3"(ɺ.$1πʔϧ։ൃ w --.ࣗମ0MMBNBͳͲ--.࣮ߦج൫։ൃ
w BS9JWͷจͷධࣥච͢Δऀ --.ͱͷ༷ʑͳؔΘΓ ָ͠Έ ํ
w ΫϥΠΞϯτͱαʔόʔͰίʔυڞ༗Մೳͳ 6OJWFSTBM+BWB4DSJQUͷੈք w 1ZUIPOͰػցֶशΛॻ͘ͳΒɺ8FC·Ͱؚ Ίͯ1ZUIPOͱ͍͏ͷ64ͷைྲྀ ෩ฉ w --.पลͷ࣮ߦڥΛ3VCZͰॻ͚Εɺ
3VCZ3BJMTͷ··--.ΛΈࠐΊΔ ຊ 3VCZͷීวੑ
--.ΞϓϦέʔγϣϯ։ൃ IUUQTHJUIVCDPNMBOHDIBJOBJSBHGSPNTDSBUDI ੈͷதͰ--. ΞϓϦ։ൃݚڀ ͕ਐΜͰ͓Γɺ 1ZUIPO4%,ʹ ࣮ݶΒͳ͍ 3VCZͷग़൪ʂ
--.ΞϓϦྫ (VNSPBE IUUQTHJUIVCDPNBOUJXPSLHVNSPBECMPCQSPEVDUJPOGBBBDBQQNPEFMTQSPEVDU@SFGVOE@QPMJDZSC 5IBOLT(JO[BSC
w 0QFO"*"1*Λ3VCZ͔Β͏HFN w ΞϓϦଆ͔Β--.Λݺͼग़͢جຊ 3VCZ0QFO"*HFN OpenAI::Client.new.chat( parameters: { messages: [{role:
"user", content: prompt}], model: "gpt-4o-mini", temperature: 0.0, max_tokens: 10 } ) # gem 'ruby-openai' IUUQTHJUIVCDPNBOUJXPSLHVNSPBECMPCQSPEVDUJPOGBBBDBQQNPEFMTQSPEVDU@SFGVOE@QPMJDZSC-- LLMͷϓϩϯϓςΟϯάจࣈྻ
w ϧʔϧϕʔεͰϓϩάϥϛϯάͰ͖Δܾఆత ͳͷ͔ΒᷓΕͨɺਓ͕ӡ༻ͰΧόʔͯ͠ ͍ͨඇܾఆతͳྖҬΛ·ͣ--.ͰΧόʔ͢Δ w --.ΛͬͨνϟοτΞϓϦέʔγϣϯ ྫ2"γεςϜ w ϢʔβʔೖྗΛݩʹ--.ͰཁఏҊΛੜ
--.ΞϓϦͷߟ͑ํͱ༻ྫ
3"( 3FUSJFWBM"VHNFOUFE(FOFSBUJPO
w --.ͷֶशσʔλτϨʔχϯά͠ϦϦʔε ͨ࣌͠ʹݶΒΕΔͨΊɺֶशҎޙͷ࠷৽ ใඇެ։ใͷ֎෦ࣝΛ͍࣋ͬͯͳ͍ w ରԠͱͯ͠--.Λνϡʔχϯά͢Δख๏ͱɺ ֎෦ࣝΛݕࡧͯ͠ϓϩϯϓτʹຒΊࠐΉ ख๏͕͋Δ --.ͷಛੑͱͦͷରॲ
w 1ZUIPOͰ1Z5PSDI5FOTPS'MPX͕ɺ --.ͷτϨʔχϯάʹΘΕΔ Β͍͠ w ྫ͑1Z5PSDIͷ3VCZόΠϯσΟϯάʹ 5PSDISC͕͋Δ͕ɺ--.ͷτϨʔχϯά 1ZUIPOΛ͓ͬͯ͘ͷ͕Θ͔Γ͍͔͢ʁ --.ͦͷͷͷ܇࿅ௐ
τϨʔχϯάେͳܭࢉྔͱిྗ͕ඞཁͰɺຊؾͳΒσʔληϯλʔͷೖख͔Βʂʁ Training Fine-turning
'JOFUVSOJOHWT3"( IUUQTXXXBOZTDBMFDPNCMPH fi OFUVOJOHJTGPSGPSNOPUGBDUT w 'JOFUVSOJOH ݴ༿ݣ͍ग़ྗͱ ͍͏දݱ 'PSN
ͷௐʹ͏ w ֶशࡁΈࣝͷ ࣄ࣮ 'BDUVBM ͷ ௐ3"(Λ͏
3"(ͷΞϓϩʔν ΞϓϦέʔγϣϯ w --.ͦͷͷΛνϡʔχ ϯά͢ΔͷͰͳ͘ɺݕࡧ ͨ͠֎෦ࣝΛϓϩϯϓ τʹຒΊࠐΉ w ݕࡧओʹϕΫτϧ%# w
3"(ख๏Ͱ͋Γඪ४Խ ͞Εͨن֨Ͱͳ͍ --. --.ͷ"1*ϦΫΤετͱϨεϙϯε --.ΞϓϦجૅ ϕΫτϧ σʔλϕʔε Ϣʔβʔ Chroma, Milvus, pgvector, Pinecone, Weaviate, etc... ֎෦ࣝΛऔΓࠐΉ 3"(࣮ݱ
3"(ͱπʔϧݺͼग़͠ ֎෦πʔϧ "1*ݺͼग़͠ 5PPM6TF ΤʔδΣϯτߏஙڧԽ ΞϓϦέʔγϣϯ w --.ࣝʹͳ͍ใ͕ඞཁ ͳΒϕΫτϧσʔλϕʔε ͍߹ͤ݁ՌΛՃຯͯ͠
--.ϓϩϯϓςΟϯά ͍ΘΏΔٛͷ3"( w --.ͷϨεϙϯεʹԠ͡ɺ ֎෦πʔϧݺͼग़͠ͷ ΈΛೖΕΔ 3"(ͱผ࣠ --. --.ͷ"1*ϦΫΤετͱϨεϙϯε --.ΞϓϦجૅ ϕΫτϧ σʔλϕʔε ֎෦πʔϧ ίʔυ࣮ߦ Ϣʔβʔ Chroma, Milvus, pgvector, Pinecone, Weaviate, etc... ֎෦ࣝΛऔΓࠐΉ 3"(࣮ݱ
w 3"(ख๏Λࢦ͢ͷͰ͋Γɺϓϥοτ ϑΥʔϜΛލ͍ͩڞ௨ͷنͳ͍ w 1ZUIPOͳΒ-BOH$IBJO4FNBOUJD,FSOFM ͳͲ3"(࣮ݱͷͨΊͷϑϨʔϜϫʔΫ͕͋Δ w 3VCZ3"(ϑϨʔϜϫʔΫ-BOHDIBJOSC͕ 3VCZ$POG5BJXBOͰհ͞Ε͍ͯΔ 3"(࣮ݱͷϑϨʔϜϫʔΫ
w 3"(ΤʔδΣϯτߏஙΛ࣮ݱ͢ΔͨΊͷɺ --.ͷ"1*ΫϥΠΞϯτɺϕΫτϧσʔλ ϕʔε౷߹ɺπʔϧݺͼग़͠ͳͲΛࠝแ w ͦΕͧΕͷ"1*ΛநԽͨ͠ϓϥΨϒϧͳ ߏʹͳ͍ͬͯΔ w ຊՈ-BOH$IBJOͱൺͯɺ·͍ͩΖ͍Ζෆ -BOHDIBJOSC
"OESFJ#POEBSFW࡞
w -BOHDIBJO--."OUISPQJD -BOHDIBJO--.0QFO"*ͳͲ --.ʹԠͨ͡ΫϥΠΞϯτͷϥούʔΛ࣋ͭ w -BOHDIBJO--.#BTFΛܧঝ͠ɺMMNDIBU MMNTVNNBSJ[FͳͲಁաతͳந"1*Λ࣋ͭ --.Λಁաతʹѻ͏"1*Λ࣋ͭ llm
= Langchain::LLM::Anthropic.new( api_key: ENV['ANTHROPIC_API_KEY'] ) # Requires the `anthropic` gem as an LLM client
-BOHDIBJO7FDUPSTFBSDI require 'langchain' require 'chroma-db' chroma = Langchain::Vectorsearch::Chroma.new( url: ::Chroma.connect_host,
index_name: 'ruby40_collection', llm: Langchain::LLM::Ollama.new) response = chroma.ask(question: 'Ruby 4.0ͷRuby::Boxͷ࡞ऀʁ') response.chat_completion # => 'tagomoris͞ΜͰ͢ɻ' w --.͕ະͷ֎෦ࣝΛఏڙ͢ΔͨΊɺ ϕΫτϧ%#͔Βҙຯతʹ͍ۙใΛݕࡧ
w --.͕֎෦ػೳͱͯ͠ݺͼग़͠அͰ͖Δɺ ͍͔ͭ͘ͷΈࠐΈπʔϧΛαϙʔτ w -BOHDIBJO5PPM # Fetch weather from https://home.openweathermap.org
weather = Langchain::Tool::Weather.new( api_key: ENV['OPEN_WEATHER_API_KEY'] ) # Use `eqn` gem calculator = LangChain::Tool::Calculator.new # Use `safe_ruby` gem interpreter = Langchain::Tool::RubyCodeInterpreter.new
w --.ɺπʔϧͳͲΛΈ߹ΘͤͯϢʔβʔͷ ϓϩϯϓςΟϯάʹԠ͢Δத֩ͷΫϥε -BOHDIBJO"TTJTUBOU require 'langchain' llm = Langchain::LLM::Ollama.new assistant
= Langchain::Assistant.new( llm: llm, tools: [Langchain::Tool::Weather.new(api_key: api_key)] ) assistant.add_message(content: '໌ͷఱؾʁ') messages = assistant.run! messages.each { |message| p message.to_hash[:content] }
w 3"(ͰநԽͨ͠"1*͕༻ҙ͞ΕΔ͕ɺ --.Λม͑Δ͜ͱ͕௨ৗͳ͍ͷͰ͋Εɺ ಛఆ--.ͷ"1*ʹґଘͨ͠ํ͕༰қʁ w ྫ͑ɺ-BOHDIBJO--.0QFO"* SVCZPQFOBJHFNͷϥούʔʹա͗ͳ͍ 3"(ͳநԽઆු্ʁ ϑϨʔϜϫʔΫͰ--.ΞϓϦ૾ΛΓɺඞཁͳݸผϥΠϒϥϦΛ͏ͱγϯϓϧʁ
w -BOHDIBJOSCɺ--.ΛғΉ3VCZͷϥΠϒ ϥϦϛυϧΣΞΛΔ͖͔͚ͬʹͳΔ w 1ZUIPOͷ-BOH$IBJOʹ͋ΔػೳΛ3VCZͷ -BOHDIBJOSCʹҠ২Ͱ͖ͦ͏ w -BOHDIBJOSCͷίϯτϦϏϡʔγϣϯͷ ϙΠϯτͱͯ͠5PPM֦ॆɺ-$&-αϙʔτ -BOHDIBJOSCʹΑΔ3"(·ͱΊ
LangChain Expression Language
.PEFM$POUFYU1SPUPDPM .$1 NPEFMDPOUFYUQSPUPDPMJP
w .PEFM$POUFYU1SPUPDPMͷུশ w "OUISPQJD͔ࣾΒࡦఆެ։͞Εͨϓϩτίϧ ༷Ͱ͋ΓɺϓϥοτϑΥʔϜඇґଘ w ݱࡏɺ͕࠷৽൛Ͱ υϥϑτ൛ͱͯ࣍͠ظ༷Λࡦఆத w 4&1ͱͯ͠(JU)VCΠγϡʔͰ༷ఏҊ͞ΕΔ
.$1ͱʁ Specification Enhancement Proposal
w 'BTU.$1 ZKBDRVJOGBTUNDQ w .$13# GVOXBSJPJTJJNDQSC w .$1PO3VCZ
SVCZPOBJNDQ@PO@SVCZ w .$13VCZ4%, NPEFMDPOUFYUQSPUPDPMSVCZTEL 3VCZʹ͓͚Δ.$14%,HFN NPEFMDPOUFYUQSPUPDPMͷ63-͕ѹతͩͬͨͷͰɺͦ͜ʹίϛοτ͍ͯ͠Δ
w 1ZUIPO4%,ͱ5ZQF4DSJQU4%,͕ઌߦ w ݄ݱࡏݸͷެࣜ4%,͕ଘࡏ .$10G fi DJBM4%,T IUUQTNPEFMDPOUFYUQSPUPDPMJPBCPVU IUUQTNPEFMDPOUFYUQSPUPDPMJPEPDTTEL
w 4IPQJGZ͕ࣾͰ࡞͍ͬͯͨHFNΛެࣜͱ͠ ͯఏҊͯ͠ެ։͕࢝·ͬͨͬΆ͍ w .$1ͷΨόφϯε 4&1 ͕͏·Ͱͷ ؒɺ4IPQJGZͰϝϯςφϯε͞Ε͍ͯͨ w ݱࡏɺ"UF㶆(ÖSBM
5PQIFS#VMMPDL ࢲͷ ਓ͕ϝϯςφʔͱͯ͠׆ಈ͍ͯ͠Δ .$13VCZ4%,
w ެࣜ4%,.$1ͷ༷४ڌਵ͢Δ͜ͱ ͕ٻΊΒΕ͍ͯΔ ϕετΤϑΥʔτ w 3VCZ൛ͷ.$14%,HFNͰαʔόʔ4%,ʹ Ճ͑ɺΫϥΠΞϯτ4%,ఏڙݱࡏ།Ұ w .$1"VUIFOUJDBUJPO
0"VUI ࣮த 5IF0G fi DJBM3VCZ4%, ͭ·Γ.$1ͷ༷ͷΞοϓσʔτʹԠͯ͡ɺ4%,ରԠ͢Δ͜ͱ͕ظ͞ΕΔ
w -BOHVBHF4FSWFS 1SPUPDPM -41 ʹӨڹ Λड͚ͨΞʔΩςΫνϟ w .$1ϗετɺ ΫϥΠΞϯτɺαʔόʔ ͰΔ
w ΫϥΠΞϯτɺαʔόʔ +40/31$ج൫ ͷ.$1Ͱ௨৴͢Δ .$1ͷΞʔΩςΫνϟ IUUQTNPEFMDPOUFYUQSPUPDPMJPTQFDJ fi DBUJPOBSDIJUFDUVSF
.$1ϗετத৺ͷΦʔέετϨʔγϣϯ .$1αʔόʔ MCP on JSON-RPC 2.0 .$1 ΫϥΠΞϯτ .$1ϗετ w
.$1ϗετɺϢʔβʔͱ--. ͱ.$1ΫϥΠΞϯτͷՍ͚ڮ w .$1ϗετઃఆʹج͍ͮͯ .$1αʔόʔΛ--.ʹ͑Δ w .$1ϗετ--.͕.$1αʔ όʔݺͼग़͠Λ͢ΔΑ͏ฦͨ͠Β .$1αʔόʔݺͼग़͠Λ͢Δ w --.͕.$1αʔόʔͷ ݺͼग़͠Λ͢ΔΘ͚Ͱͳ͍ --. --.ͷ"1*ϦΫΤετͱϨεϙϯε ઃఆϑΝΠϧ NDQKTPO READ .$1αʔόʔ .$1 ΫϥΠΞϯτ Ϣʔβʔ αʔόʔઃఆ ։ൃऀతʹԠ͡ MCPαʔόʔΛ࣮
/BUJWFޚࡾՈ w .$1αʔόʔఏڙͷ πʔϧɺϦιʔεɺ ϓϩϯϓτ͕ओཁػೳ w ಛʹπʔϧ൚༻తͳ ػೳͰΫϥΠΞϯτͷ ଟ͕͘αϙʔτ IUUQTNPEFMDPOUFYUQSPUPDPMJPDMJFOUT
IUUQTNPEFMDPOUFYUQSPUPDPMJPBCPVU
ΫϥΠΞϯταʔόʔؒͷ௨৴ w TUEJPͱ4USFBNBCMF)551Λαϙʔτ w TUEJPϩʔΧϧͷ.$1αʔόʔͱͯ͠ଓ w 4USFBNBCMF)551ඞཁʹԠͯ͡44& 4FWFS4FOU&WFOUT ͕ΘΕΔɻαʔόʔ ެ։͢Δ߹0"VUIαϙʔτΛཁ֬ೝ
ݱঢ়4USFBNBCMF)551ΤϯτϦϙΠϯτΛ3BDL3BJMTͰࣗલ࣮͢Δܗࣜ
3VCZͰ.$1Λ࣮͢Δͱʁ w .$1༷ʹԊ࣮͕ͬͨ͞Εͨ.$1ΫϥΠ Ξϯτɺ.$1αʔόʔؒ૬ޓӡ༻Մೳ w ϓϩτίϧ༷ͷಈ͘ιϑτΣΞͱͯ͠ɺ ԿΒ͔ͷݴޠॲཧܥͷ࣮͕ඞཁ w 3VCZͰ࣮͢Ε࣮ͱӡ༻ͷϝϯςφϯ εΛ3VCZͰͰ͖Δ
require 'mcp' server = MCP::Server.new(name: 'example') server.define_tool( name: 'echo', description:
'Echoes back its arguments', input_schema: { properties: { message: {type: 'string'} }, required: ['message'] } ) do |message:| MCP::Tool::Response.new([{ type: 'text', text: "Echo for #{message}" }]) end MCP::Server::Transports::StdioTransport.new(server).open ྫ
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3VCZY--.ͷՄೳੑ
w ࣮ࡍͷͱ͜Ζɺ1ZUIPO͕ઌߦ͍ͯ͠Δ w 3"(ʹؔͯ͠ख๏ʹա͗ͳ͍ͨΊɺ ʮ΅͕͘ߟ͑ͨ࠷ڧͷ3"(ϑϨʔϜϫʔΫʯ 3VCZ൛͕ొ͢Δ༨͋Δ͔͠Εͳ͍ w .$1༷४ڌͷ4%,࣮ͷͨΊ༷ཧղ ͱෆ͍ͯ͠Δ3VCZ4%,։ൃΛਐΊ͍ͯ͘ 3VCZͷ3"(ͱ.$1ޙ͍
w 3VCZΤίγεςϜͷ͕Γʹ 3VCZॲཧܥΠϯετʔϧ͕ॏཁ w .$1αʔόʔ֤ݴޠͰ࣮Մ w 3VCZ.$1αʔόʔ͕͕Δ ͱ͍͏͜ͱɺ࣮ߦڥʹ3VCZ ॲཧܥ͕ೖΔػձ͕૿͑ɺ3VCZ ͷଟ༷ੑͷ͕Γʹܨ͕Δʂʁ
.$1αʔόʔ࣮ݴޠؒϨʔεʁ IUUQTHJUIVCDPNNPEFMDPOUFYUQSPUPDPMTFSWFST IUUQTNPEFMDPOUFYUQSPUPDPMJPBCPVU
.$13VCZ4%,ͷΞϓϦࣄྫٻΉ w 3VCZք۾Ͱͷ.$1ͷར༻ࣄྫͱͯ͠ɺ $MBVEF$PEF$VSTPSͳͲͷπʔϧΛ.$1 ϗετͱׂ͕ͨ͠Γ߹͍ͱͯ͠ଟ͍ʁ w 3BJMTΞϓϦΛ.$1ϗετͱͨ͠--.ΞϓϦ ͔Β.$1αʔόʔΛͬͨࣄྫՉฉ ઌ0QFO"*͔Β$IBU(15"QQT4%,ج൫͕.$1ͱ͍͏ൃද͋Γܹྲྀͷ࠷த IUUQTPQFOBJDPNJOEFYJOUSPEVDJOHBQQTJODIBUHQU
w 3VCZPO3BJMTʹΑΔΞϓϦέʔγϣϯͷ --.׆༻ͷΈࠐΈ3VCZͰͰ͖ΔΑ w --.पลʹ044ͰղܾͰ͖Δ͜ͱ͕ࢁ ͋ΓɺύΠΦχΞʹͳΔνϟϯεʂʁ w ͜Μͳ--.׆༻Ͱ͖ͳ͍͔ͳʁͱࢥͬͨΒ 1ZUIPOઌഐ͔ΒֶΜͰΈΔͷͻͱͭ ·ͱΊ
w --.ςΩετੜΤϯδϯͱ͍͏πʔϧ w --.ͷΈΛΔ͜ͱ--.Λͬͨ ΤϯδχΞϦϯάεΩϧͷ্ʹඞਢ --.ͦͷͷΛΔ ͓͢͢Ί
3VCZY"*