Oh joy, another guide on making #LLMs spit out neat little JSONs and XMLs. 🤖 Because apparently, our AI overlords need a handbook to transform their "promising" gibberish into something developers can actually use without pulling their hair out. 😂 Who knew "structured outputs" were more of a myth than a feature? 📜✨
https://nanonets.com/cookbooks/structured-llm-outputs #AIguides #JSON #XML #developerhumor #structuredoutputs #HackerNews #ngated
Structured LLM outputs

A practical handbook for developers using LLMs to get structured outputs.

✦ Google AI for Developers : du POC à la prod, enfin ! Et si ton IA arrêtait d’être une démo fragile ?

#KingLand #GoogleAI #GeminiAPI #AIStudio #AgenticAI #StructuredOutputs #OnDeviceAI #ResponsibleAI #ProductStrategy

On voit passer des “démos” IA tous les jours. Mais ce qui fait la différence, c’est la capacité à livrer une feature stable, mesurable, et maintenable.

⟡ Sorties structurées (JSON) : quand une réponse devient exploitable, pas juste “jolie”.
⟡ Tools &…

https://kingland.fr/google-ai-for-developers-plateforme/?utm_source=mastodon&utm_medium=jetpack_social

Google AI for Developers : Gemini API, tools, Live & Edge en pratique

KingLand ∞ Hub de l’IA et de la Créativité Digitale - K-Lab IA

KingLand

완벽한 JSON이 완벽한 답은 아니다: 구조화된 출력의 함정

OpenAI Structured Outputs API의 숨겨진 함정. 완벽한 JSON 형식이 정확한 답변을 보장하지 않는 이유와 프로덕션 환경에서의 대응 전략을 소개합니다.

https://aisparkup.com/posts/7611

🤖🔧 Apparently, structured outputs are the latest "sliced bread" of #AI, but turns out they're just fancy-shmancy wrappers that make your LLM dumber than a bag of hammers 🤦‍♂️. Who knew that squeezing responses into neat little boxes could actually lead to a train-wreck of information extraction? 🚂💥
https://boundaryml.com/blog/structured-outputs-create-false-confidence #Innovation #AI #Limitations #LLMs #InformationExtraction #TechHumor #StructuredOutputs #HackerNews #ngated
Structured Outputs Create False Confidence

Constrained decoding seems like the greatest thing since sliced bread, but it forces models to prioritize output conformance over output quality.

BAML
Structured Outputs Create False Confidence

Constrained decoding seems like the greatest thing since sliced bread, but it forces models to prioritize output conformance over output quality.

BAML

AI 응답 형식 보장하는 Claude Structured Outputs 베타 출시

Claude API의 Structured Outputs 기능으로 JSON 파싱 에러와 타입 불일치 문제를 완전히 해결하는 방법을 소개합니다.

https://aisparkup.com/posts/6571

Structured outputs on the Claude Developer Platform | Claude

Structured outputs on the Claude Developer Platform guarantee API responses match your JSON schemas and tool definitions. Now in public beta for Sonnet 4.5 and Opus 4.1, this feature eliminates parsing errors and failed tool calls for production applications.

Blog | parth sareen

📢 #GPT4o Update: New Default Model Coming October 2nd

🆕 Latest #GPT4o model (gpt-4o-2024-08-06) becomes the default version
💰 50% reduction in input token costs
💰 33% reduction in output token costs
🧱 New feature: Support for #StructuredOutputs
🔀 API users can specify model versions for flexibility
📅 Current default version (gpt-4o-2024-05-13) still accessible after update

#openai #llm #ai

Using new GPT-4o structured outputs to enhance AI reasoning
https://zurl.co/fe5P
#ai #genai #structuredoutputs