#sgr — Public Fediverse posts

Structured Outputs без иллюзий: как OpenAI, Gemini и xAI соблюдают JSON»-схемы

Проверили Structured Outputs у OpenAI, Gemini и xAI не “по документации”, а через adversarial-тесты: просили модели специально нарушить JSON Schema и смотрели, где провайдер реально удерживает формат ответа. В статье — методика, итоговая матрица ограничений, нюансы strict: true , anyOf / oneOf / allOf , и выводы для production-систем с несколькими LLM-провайдерами.

https://habr.com/ru/articles/1033478/

#llm #sgr #api #skillmd #skills_в_claude #pydantic #jsonschema

Structured Outputs без иллюзий: как OpenAI, Gemini и xAI соблюдают JSON»-схемы

Проверили Structured Outputs у OpenAI, Gemini и xAI не “по документации”, а через adversarial-тесты: просили модели специально нарушить JSON Schema и смотрели, где провайдер реально удерживает формат ответа. В статье — методика, итоговая матрица ограничений, нюансы strict: true , anyOf / oneOf / allOf , и выводы для production-систем с несколькими LLM-провайдерами.

https://habr.com/ru/articles/1033478/

#llm #sgr #api #skillmd #skills_в_claude #pydantic #jsonschema

Structured Outputs без иллюзий: как OpenAI, Gemini и xAI соблюдают JSON»-схемы

Проверили Structured Outputs у OpenAI, Gemini и xAI не “по документации”, а через adversarial-тесты: просили модели специально нарушить JSON Schema и смотрели, где провайдер реально удерживает формат ответа. В статье — методика, итоговая матрица ограничений, нюансы strict: true , anyOf / oneOf / allOf , и выводы для production-систем с несколькими LLM-провайдерами.

https://habr.com/ru/articles/1033478/

#llm #sgr #api #skillmd #skills_в_claude #pydantic #jsonschema

Structured Outputs без иллюзий: как OpenAI, Gemini и xAI соблюдают JSON»-схемы

Проверили Structured Outputs у OpenAI, Gemini и xAI не “по документации”, а через adversarial-тесты: просили модели специально нарушить JSON Schema и смотрели, где провайдер реально удерживает формат ответа. В статье — методика, итоговая матрица ограничений, нюансы strict: true , anyOf / oneOf / allOf , и выводы для production-систем с несколькими LLM-провайдерами.

https://habr.com/ru/articles/1033478/

#llm #sgr #api #skillmd #skills_в_claude #pydantic #jsonschema

https://www.europesays.com/africa/227557/ Rwanda, Tanzania set to fast-track Dar–Kigali SGR in new trade shift #Dar–KigaliRailway #Dar–KigaliSGR #Headlines #IsakaKigaliRailway #KigaliAndDarEsSalaam #PresidentPaulKagame #PresidentSamiaSuluhuHassan #Regional #Rwanda #SGR #StandardGaugeRailway #Tanzania #TanzaniaSetToFastTrackDar–KigaliSGRInNewTradeShift

https://www.europesays.com/africa/219620/ Trade: Tanzania, Kenya set May deadline on barriers #EAC #ICT #RostamAziz #SamiaSuluhuHassan #SGR #Tanzania #WilliamRuto

https://www.europesays.com/africa/212522/ Standard Chartered secures $2.33 billion for Tanzania SGR expansion #ECA #MakameMbarawa #SGR #Tanzania

Le misteriose nubi di gas nei pressi del buco nero della Via Lattea hanno ora una probabile origine

#Sgr A* @[email protected] @[email protected]

Nuove osservazioni e simulazioni da parte di un team di ricercatori guidato dal MPE rivelano che una massiccia stella binaria vicino al centro della nostra galassia è responsabile della creazione di una serie di enigmatiche nubi di gas—ammassi compatti che contribuiscono ad alimentare il buco nero supermassiccio Sagittarius A*

https://umbertogaetani.substack.com/p/le-misteriose-nubi-di-gas-nei-pressi

Le misteriose nubi di gas nei pressi del buco nero della Via Lattea hanno ora una probabile origine

#Sgr A* @[email protected] @[email protected]

Nuove osservazioni e simulazioni da parte di un team di ricercatori guidato dal MPE rivelano che una massiccia stella binaria vicino al centro della nostra galassia è responsabile della creazione di una serie di enigmatiche nubi di gas—ammassi compatti che contribuiscono ad alimentare il buco nero supermassiccio Sagittarius A*

https://umbertogaetani.substack.com/p/le-misteriose-nubi-di-gas-nei-pressi

Le misteriose nubi di gas nei pressi del buco nero della Via Lattea hanno ora una probabile origine

#Sgr A* @[email protected] @[email protected]

Nuove osservazioni e simulazioni da parte di un team di ricercatori guidato dal MPE rivelano che una massiccia stella binaria vicino al centro della nostra galassia è responsabile della creazione di una serie di enigmatiche nubi di gas—ammassi compatti che contribuiscono ad alimentare il buco nero supermassiccio Sagittarius A*

https://umbertogaetani.substack.com/p/le-misteriose-nubi-di-gas-nei-pressi

Le misteriose nubi di gas nei pressi del buco nero della Via Lattea hanno ora una probabile origine

#Sgr A* @[email protected] @[email protected]

Nuove osservazioni e simulazioni da parte di un team di ricercatori guidato dal MPE rivelano che una massiccia stella binaria vicino al centro della nostra galassia è responsabile della creazione di una serie di enigmatiche nubi di gas—ammassi compatti che contribuiscono ad alimentare il buco nero supermassiccio Sagittarius A*

https://umbertogaetani.substack.com/p/le-misteriose-nubi-di-gas-nei-pressi

https://www.europesays.com/africa/196611/ Tanzania deepens ties with AIIB to boost infrastructure financing #AIIB #KhamisMussaOmar #SGR #Tanzania #ZouJiay

https://www.europesays.com/africa/192865/ Uganda, Kenya & Rwanda Finance Ministers Rally Behind SGR at IMF /World Bank Spring Meetings #DrRamathanGgoobi #EastAfricanFinanceMinisters #HenryMusasizi #JohnMbadi #Kenya #Rwanda #SGR #SoftPower #SoftPowerNews #StandardGaugeRailway #Uganda #WilsonMbadi #YusufMurangwa

https://www.europesays.com/africa/192609/ East African Finance Ministers Rally Behind SGR Project, Prioritise Financing Talks #DrRamathanGgoobi #EastAfricanFinanceMinisters #HenryMusasizi #JohnMbadi #Kenya #Rwanda #SGR #SoftPower #SoftPowerNews #StandardGaugeRailway #Uganda #WilsonMbadi #YusufMurangwa

https://www.europesays.com/africa/192296/ Tanzania’s flagship rail attracts over 5.5 million passengers #FredMwanjala #SGR #Tanzania #TRC

https://www.europesays.com/africa/174757/ Tanzania, Burundi and DRC Advance Joint SGR Corridor Linking to Dar es Salaam #corridor #CrossBorder #financing #Port #Progress #Project #Projects #SGR #Tanzania

https://www.europesays.com/africa/166551/ World Bank to finance Uganda’s SGR project #Kenya #SGR #Uganda #WorldBank #WorldBank toFinanceUganda

https://www.europesays.com/africa/146083/ Kenya & Uganda presidents to meet for SGR railway extension #ChinaDebt #EastAfrica #Infrastructure #Kenya #SGR #StandardGaugeRailway #transport #Uganda #WilliamRuto #YoweriMuseveni

https://www.europesays.com/africa/145670/ Kenya, Uganda Presidents to Meet for Rail Link #Africa #Kisumu #Naivasha #SGR #StandardGaugeRailway #Uganda

https://www.europesays.com/ee/133892/ Poole sajandi eest kinni püütud ja tulnukatele omistatud signaal osutus hoopis muuks #Arecibo #BreakingNews #BreakingNews #EE #Eesti #EestiKeel #Estonia #Estonian #FeaturedNews #FeaturedNews #Headlines #JerryEhman #LatestNews #LatestNews #Maailm #magnetar #News #Ohio #PopulaarseimadLood #sgr #TopStories #TopStories #ÜldisedUudised #Uudised #ViimasedUudised #World #WorldNews #WorldNews

https://www.europesays.com/africa/?p=143700 SGR extension tops agenda as Ruto embarks on Nyanza visit #Kenya #KenyaNews #Nyanza #Ruto #SGR #star #StarNews #StarNewsKenya #StarNewspaper #StarNewspaperKenya #TheStar #TheStarKenya #TheStarNewspaper #William

https://www.europesays.com/africa/142775/ Kenya launches construction of Naivasha-Kisumu-Malaba Standard Gauge Railway #Kenya #NaivashaKisumuMalabaStandardGaugeRailway #SGR #StandardGauge

https://www.europesays.com/africa/141160/ Ruto set for 4-day Nyanza tour, to launch SGR extension with Museveni #Kenya #Kisumu #NyanzaTour #PresidentWilliamRuto #SGR #YoweriMuseveni

https://www.europesays.com/africa/121861/ Ruto announces March 20 launch of Kenya-Uganda SGR construction #construction #EAC #Museveni #Ruto #SGR #StarNews #StarNewsKenya #Tanzania #TheStar #TheStarNewspaper

https://www.europesays.com/africa/118773/ Confusion over law as citizens blamed to hit trains #accident #Africa #blame #citizens #EastAfrica #laws #SGR #Tanzania #TRC

https://www.europesays.com/ro/127374/ Garanția de 50 de bani pentru ambalaje, introdusă la noi produse, din 2028. Proiectul a trecut de Senat #ApaDistilata #Borş #BreakingNews #BreakingNews #CeleMaiPopulareSubiecte #FeaturedNews #FeaturedNews #garantie #Headlines #LatestNews #LatestNews #News #otet #produse #proiect #returnare #RO #Română #Romania #Romanian #senat #sgr #Știri #Titluri #TopStories #TopStories

March 2026 update: Metro’s Fixed Assets State of Good Repair Program
https://kingcountymetro.blog/2026/03/03/march-2026-update-metros-fixed-assets-state-of-good-repair-program/
#KingCountyMetro #Stateofgoodrepair #Construction #Projects #contract #SGR

March 2026 update: Metro’s Fixed Assets State of Good Repair Program
https://kingcountymetro.blog/2026/03/03/march-2026-update-metros-fixed-assets-state-of-good-repair-program/
#KingCountyMetro #Stateofgoodrepair #Construction #Projects #contract #SGR

March 2026 update: Metro’s Fixed Assets State of Good Repair Program
https://kingcountymetro.blog/2026/03/03/march-2026-update-metros-fixed-assets-state-of-good-repair-program/
#KingCountyMetro #Stateofgoodrepair #Construction #Projects #contract #SGR

https://www.europesays.com/africa/104351/ Tanzania’s Mwanza–Isaka Rail Link Nears Completion at 68% #dar #including #line #Mwanza #salaam #segment #SGR #Tanzania #travel

Aviation weather for Sugar Land Regional airport in Houston area (USA) is “KSGR 121653Z 07003KT 10SM CLR 24/11 A3019 RMK AO2 SLP224 T02390111” : See what it means on https://www.bigorre.org/aero/meteo/ksgr/en #sugarlandregionalairport #airport #houston #usa #ksgr #sgr #metar #aviation #aviationweather #avgeek vl

Aviation weather for Sugar Land Regional airport in Houston area (USA) is “KSGR 121653Z 07003KT 10SM CLR 24/11 A3019 RMK AO2 SLP224 T02390111” : See what it means on https://www.bigorre.org/aero/meteo/ksgr/en #sugarlandregionalairport #airport #houston #usa #ksgr #sgr #metar #aviation #aviationweather #avgeek vl

Aviation weather for Sugar Land Regional airport in Houston area (USA) is “KSGR 121653Z 07003KT 10SM CLR 24/11 A3019 RMK AO2 SLP224 T02390111” : See what it means on https://www.bigorre.org/aero/meteo/ksgr/en #sugarlandregionalairport #airport #houston #usa #ksgr #sgr #metar #aviation #aviationweather #avgeek vl

Aviation weather for Sugar Land Regional airport in Houston area (USA) is “KSGR 121653Z 07003KT 10SM CLR 24/11 A3019 RMK AO2 SLP224 T02390111” : See what it means on https://www.bigorre.org/aero/meteo/ksgr/en #sugarlandregionalairport #airport #houston #usa #ksgr #sgr #metar #aviation #aviationweather #avgeek vl

Aviation weather for Sugar Land Regional airport in Houston area (USA) is “KSGR 121653Z 07003KT 10SM CLR 24/11 A3019 RMK AO2 SLP224 T02390111” : See what it means on https://www.bigorre.org/aero/meteo/ksgr/en #sugarlandregionalairport #airport #houston #usa #ksgr #sgr #metar #aviation #aviationweather #avgeek vl

@BashStKid - you can probably pursue this via the #SGR website: https://www.sgr.org.uk/

@BashStKid - you can probably pursue this via the #SGR website: https://www.sgr.org.uk/

@BashStKid - you can probably pursue this via the #SGR website: https://www.sgr.org.uk/

@BashStKid - you can probably pursue this via the #SGR website: https://www.sgr.org.uk/

@BashStKid - you can probably pursue this via the #SGR website: https://www.sgr.org.uk/

https://www.europesays.com/ro/53097/ returnare cu sacul și banii virați direct pe card #BaniPeCard #BreakingNews #BreakingNews #CeleMaiPopulareSubiecte #FeaturedNews #FeaturedNews #Headlines #izi #LatestNews #LatestNews #News #ReciclarePet #RO #Română #Romania #Romanian #sgr #StefanParascanu #Știri #Titluri #TopStories #TopStories

Via #SGR, a great #jobopportunity with the Transition Security Project:
"...be part of a four-person transatlantic staff team working at the cutting edge of economic, climate and geopolitical analysis on militarisation. The precise research focus of the role will depend on the experience and background of the successful candidate"
#climate #militarisation
https://www.common-wealth.org/vacancies/researcher-transition-security-project

Via #SGR, a great #jobopportunity with the Transition Security Project:
"...be part of a four-person transatlantic staff team working at the cutting edge of economic, climate and geopolitical analysis on militarisation. The precise research focus of the role will depend on the experience and background of the successful candidate"
#climate #militarisation
https://www.common-wealth.org/vacancies/researcher-transition-security-project

Via #SGR, a great #jobopportunity with the Transition Security Project:
"...be part of a four-person transatlantic staff team working at the cutting edge of economic, climate and geopolitical analysis on militarisation. The precise research focus of the role will depend on the experience and background of the successful candidate"
#climate #militarisation
https://www.common-wealth.org/vacancies/researcher-transition-security-project

Via #SGR, a great #jobopportunity with the Transition Security Project:
"...be part of a four-person transatlantic staff team working at the cutting edge of economic, climate and geopolitical analysis on militarisation. The precise research focus of the role will depend on the experience and background of the successful candidate"
#climate #militarisation
https://www.common-wealth.org/vacancies/researcher-transition-security-project

Via #SGR, a great #jobopportunity with the Transition Security Project:
"...be part of a four-person transatlantic staff team working at the cutting edge of economic, climate and geopolitical analysis on militarisation. The precise research focus of the role will depend on the experience and background of the successful candidate"
#climate #militarisation
https://www.common-wealth.org/vacancies/researcher-transition-security-project

@CNDuk conference in London this Saturday includes #SGR's own
#Stuart Parkinson on the increased threat to the climate from UK nuclear weapons
#scientistsforglobalresponsibility
https://cnduk.org/events/no-to-war-no-to-british-nuclear-expansion-invest-in-saving-lives-not-destroying-them-cnd-conference/

@CNDuk conference in London this Saturday includes #SGR's own
#Stuart Parkinson on the increased threat to the climate from UK nuclear weapons
#scientistsforglobalresponsibility
https://cnduk.org/events/no-to-war-no-to-british-nuclear-expansion-invest-in-saving-lives-not-destroying-them-cnd-conference/

@CNDuk conference in London this Saturday includes #SGR's own
#Stuart Parkinson on the increased threat to the climate from UK nuclear weapons
#scientistsforglobalresponsibility
https://cnduk.org/events/no-to-war-no-to-british-nuclear-expansion-invest-in-saving-lives-not-destroying-them-cnd-conference/

@CNDuk conference in London this Saturday includes #SGR's own
#Stuart Parkinson on the increased threat to the climate from UK nuclear weapons
#scientistsforglobalresponsibility
https://cnduk.org/events/no-to-war-no-to-british-nuclear-expansion-invest-in-saving-lives-not-destroying-them-cnd-conference/