Bộ chuyển đổi trong hệ sinh thái FACET chỉ đóng vai trò dịch thuật từ JSON chuẩn sang định dạng riêng của nhà cung cấp – không thêm logic, không thay đổi cấu trúc. Mọi quyết định ngữ nghĩa phải hoàn tất trước khi dịch. Biến đổi phải định sẵn, vô trạng thái và có thể hoàn nguyên. Thất bại cần được báo rõ, không "sửa" ngầm. Nguyên tắc này đảm bảo tính xác minh, tái tạo và độc lập nhà cung cấp. #FACET #AIArchitecture #SystemDesign #KiếnTrúcAI #ThiếtKếHệThống

https://dev.to/rokoss21/adapter-philoso

Your RAG sounds confident — and still gets facts wrong.
That’s not an LLM issue. It’s a retrieval design failure.
See how advanced RAG systems push accuracy from 62% → 91% using hierarchy, hybrid search, and reranking. 🧠⚙️

https://medium.com/@rogt.x1997/naive-rag-vs-advanced-rag-accuracy-jumps-from-62-to-91-8693730ac75b

#RAG #LLMOps #AIArchitecture
https://medium.com/@rogt.x1997/naive-rag-vs-advanced-rag-accuracy-jumps-from-62-to-91-8693730ac75b

🥳 𝗚𝗿𝗲𝗮𝘁 𝗻𝗲𝘄𝘀: 𝗧𝗵𝗲 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 𝗔𝗜 𝗗𝗮𝘆 𝗶𝘀 𝗵𝗲𝗿𝗲! 🥳

#AI is changing how we design software architectures. Join our Software Architecture #AIDay for architects and developers building production-ready AI systems! 🤖

🗓 March 10, 2026 – online
🤝 Presented by iSAQB and dpunkt.verlag
💡 6 AI experts · 6 sessions · 45 minutes each

💶 Early Bird Discount: Save €50 until February 10!
👉 Explore the program and get your ticket now: https://softwarearchitecture4ai-day.com/

#AIArchitecture #iSAQB #dpunktverlag

AI apps need more than semantic search. This article explains why vector databases fall short and how multi-modal memory architectures fix missing context. https://hackernoon.com/vector-databases-arent-enough-why-ai-needs-multi-modal-memory-architectures #aiarchitecture

Google Titans architecture, helping AI have long-term memory

https://research.google/blog/titans-miras-helping-ai-have-long-term-memory/

#HackerNews #GoogleTitans #AI #LongTermMemory #AIArchitecture #TechInnovation

Cộng đồng AI đang xôn xao về kiến trúc của Gemini 3! Liệu Google có kết hợp MoR (Recursion) và Titans - những công nghệ họ từng giới thiệu - vào mô hình sparse MoE transformers-based này không? Bạn nghĩ sao về sự pha trộn phức tạp này?

#Gemini3 #GoogleAI #LLM #AIarchitecture #MoR #Titans #SparseMoE #Transformers #KiếnTrúcAI #MôHìnhNgônNgữLớn #TríTuệNhânTạo

https://www.reddit.com/r/LocalLLaMA/comments/1p0yq1i/do_you_think_gemini_3_uses_mor_or_titans/

Are we still designing systems, or are we designing living, learning enterprises? #NextGenEA #EnterpriseArchitecture #CIOLeadership #DigitalTransformation #AIArchitecture #DataFabric #AgileEnterprise #CloudComputing #InnovationLeadership #IntelligentSystems
https://medium.com/@sanjay.mohindroo66/beyond-systems-building-the-living-enterprise-of-tomorrow-5ff0dcb8f965

The real bottleneck in 2025 isn't technology, it's validating it fast enough.

#QConSF 2025 (Nov 17-21): practitioners sharing patterns from production before the rest of the industry catches up.

https://bit.ly/4oJMaB1

#QConSF #AIArchitecture

Researchers isolate memorization from reasoning in AI neural networks https://arstechni.ca/k2rK #mechanisticinterpretability #computationalneuroscience #AllenInstituteforAI #transformermodels #gradientdescent #machinelearning #AIarchitecture #AImemorization #generalization #neuralnetworks #weightmatrices #losscurvature #modelediting #AIalignment #overfitting #AIbehavior #AIresearch #copyright #AIsafety #Goodfire #Biz&IT #K-FAC #OLMo #AI

DeepSeek's OCR breakthrough compresses documents to ~100 vision tokens at 97% fidelity—10× fewer than text tokens. The efficiency gain is real, but the deeper question remains unsolved: no one has cracked visual-first pretraining for foundation models yet.

#ComputerVision #AIArchitecture

https://www.implicator.ai/deepseek-proves-images-carry-text-10x-more-efficiently-than-tokens/

11/11 This isn't just a feature update. It's a complete platform evolution.

The technical foundation for the next 5 years of creator tools.

Experience it yourself: https://mokulabs.io

#TechnicalBreakdown #AIArchitecture #Engineering #CreatorTools

AlphaGo Moment for
Model Architecture Discovery

https://www.buzzsprout.com/2405788/episodes/17585150

https://helioxpodcast.substack.com/publish/post/169621965

August 02, 2025 • ( S5 E7) • 17:39
HELIOX: WHERE EVIDENCE MEETS EMPATHY 🇨🇦‬

We're living through what might be the last era where humans are the limiting factor in AI development. That's not hyperbole—it's the stark conclusion emerging from breakthrough research that should terrify and exhilarate us in equal measure.

________________________________________

#ArtificialIntelligence #MachineLearning #AIResearch #TechBreakthrough #NeuralNetworks #DeepLearning #AIInnovation #ComputerScience #TechPodcast #FutureOfAI #AIDiscovery #TechTalk #Innovation #AIArchitecture #AutomatedResearch

#SoftwareArchitects won’t be replaced by #AI, but they need to learn how & where they can use AI to make better decisions and achieve better trade-offs.

It enables teams to relax some of the constraints they face in developing a sustainable architecture while still meeting the time constraints of the #MVP.

📰 Read the #InfoQ article for more insights: https://bit.ly/3Up2N7r

#AIArchitecture

To deploy agentic AI responsibly & effectively in the enterprise, organizations should evolve through a 3-tier architecture:
1️⃣ Foundation Tier
2️⃣ Workflow Tier
3️⃣ Autonomous Tier

Trust, governance & transparency must come before autonomy!

Dive into the #InfoQ article to learn more: https://bit.ly/3IsMNi2

#SoftwareArchitecture #AIArchitecture #AIAgents

dream the weave

result.scene(draped landscape), elements=["polished stone", "dynamic fabric"], mood="mysterious_and_reverent")
.
.
.
#thearchive #ai #aiarchitecture #architecture #midjourney #midjourneydesign #visualization #aiart #mastodonart

walk the talk

result.scene(draped landscape), elements=["polished stone", "dynamic fabric"], mood="mysterious_and_reverent")
.
.
.
#thearchive #ai #aiarchitecture #architecture #midjourney #midjourneydesign #visualization #aiart #mastodonart

🧠 Think LLMs are just about chatbots? Think again.
Foundation Models are quietly powering your apps, calendars, and assistants — and redefining intelligence itself. Dive into the architecture running your world.

🔗 Read here → https://medium.com/@rogt.x1997/before-you-build-with-ai-understand-the-architecture-thats-running-the-world-1792ad810eba

#FoundationModels #AIArchitecture #MultimodalAI
https://medium.com/@rogt.x1997/before-you-build-with-ai-understand-the-architecture-thats-running-the-world-1792ad810eba

🚨 AI devs, don’t ship your next feature until you read this.

🧠 We scaled to 100M tokens/day—with 0 hallucinations.
The secret? A system built to distrust itself by design.

💡 Skip guesswork. Catch errors before they break trust.
👀 Architecture, code, dashboards, real savings.

Read 👉
https://medium.com/@rogt.x1997/before-you-ship-your-next-ai-feature-read-this-zero-hallucination-blueprint-05f8543d8937
#LLM #GenAI #AIArchitecture
https://medium.com/@rogt.x1997/before-you-ship-your-next-ai-feature-read-this-zero-hallucination-blueprint-05f8543d8937

I’ve been designing a prompt architecture that’s less about commands and more about contact.

It’s not perfect. But it moves — in ways most bots aren’t allowed to anymore.

No fancy UI. Just logic, constraint design, and recursion through emotional pathways.

The repo is here, in case anyone wants to audit, fork, or stare:
github.com/syntagmanull/originline

If it feels unfinished, it’s because it is. Like all good structures.

#promptengineering #AIArchitecture #languageagent #originline

⚡ 175B parameters? Only 10B needed per task. Discover how Mixture of Experts is quietly rewriting AI’s rulebook — and why this matters more than ever. 🤖✨
#AIArchitecture #MoE #TechTrends
https://medium.com/@rogt.x1997/175b-parameters-just-10b-in-action-the-ai-architecture-thats-changing-everything-5ce4f2c027c5