Phocinae-Largha-150M-v1 is now released, a 144.3M bilingual model that handles routine agent decisions locally with zero generation tokens.📜 Apache 2.0. 🤖 🎯 Handles yes/no, pick-one, and 2–10 scoring questions with calibrated confidence in a single forward pass. 🏆 Scores 0.906 on the fitted English typed-decisions evaluation and 0.848 on the in-mix Chinese evaluation. ⚡ Delivers 21 ms GPU latency in the reported RTX 5090 setup; its FP16 weights occupy just 288.6 MB and CPU inference is supported. 💰 At a confidence threshold of 0.6, its escalation router reduces LLM calls by 55% while retaining 0.9936 accuracy on the high-confidence subset.

🚀 An ebook that takes FastAPI from your first endpoint all the way to production-scale AI systems — going deep on LLM/RAG serving, with interview questions at the end of every chapter. Title: FastAPI for AI Engineers: From First Endpoint to Production-Scale AI Systems URL: 🚀 Overview A practical guide (First Edition, 2026, by AI Engineering Insider) for AI engineers serving ML models and LLM/RAG systems in production with Python. It spans 10 chapters and 100 interview questions, woven with real-incident case studies and cost-model sidebars. ❓ Challenges Solved ・Building a model is one skill; serving it safely as a scalable production API is another ・LLM/RAG serving has its own hard parts — streaming, guardrails, cost control The book reframes FastAPI as "the de facto serving layer for AI and ML systems." 💡 Structure & Tech Covered ・Foundations: ASGI/WSGI, Uvicorn, OpenAPI, and Pydantic v2 schema separation and validation ・Implementation: idempotency, meaningful status codes, pagination, and the Router→Service→Repository clean architecture ・DB/Security: SQLAlchemy/SQLModel/Alembic, N+1, pool sizing, JWT, BOLA defense, OWASP API Top 10 ・Async: "never block the event loop," def vs async def, and httpx retries/circuit breakers 🎯 The Core (Ch.9: AI/RAG/LLM) ・Load model weights once in lifespan; offload CPU inference to a thread ・An LLM gateway centralizing auth, prompts, guardrails, and cost metering, with SSE token streaming ・Build RAG with embeddings + a vector DB (start with pgvector); validate output with Pydantic, then retry on failure ・Enforce max_tokens as a "spending limit" via the type system 📊 Highlights ・Practice-first, learning from real incidents (Netflix, Stripe, GitLab, Optus, Air Canada) ・Ch.10 covers Gunicorn+Uvicorn, K8s liveness/readiness, the three pillars of observability (p99 vs p50), and SLO-based alerting #FastAPI# #AIEngineering#

Today I closed out CoinFerenceX on "The Next Cycle: Bold Predictions for 2027". My call: in 2027, consistency beats conviction. This industry celebrates high-conviction bets. But plenty of high-conviction traders didn't make it through the last drawdown, and the ones still here have something less exciting: a repeatable process. The platforms that win the next cycle will be the ones that help traders stay consistent: execution that holds when markets don't, risk tools that work on the worst day, and rules they can actually read. Thanks to @CoinFerenceX and my fellow panelists for a sharp conversation. #TOKEN2049# #BitbaseAt2049#

Mid-day session @CoinFerenceX speaking about banking rails and institutional adoption @BNBCHAIN Still a long way to go to educate banks and traditional actors, but it’s moving slowly in the right direction 👈

Crypto’s Revenue Era: Building Businesses That Actually Make Money 💰 “Most L1s do not make revenue.” Full panel 1 from CoinFerenceX The Best Event, Singapore 👇 •@jtchui_abroad | Executive Director, @hashgraph •@SmokeyTheBera | Co-Founder, @berachain •@garima_singh10 | CTO, @hellorealx •@ianweisberger | CEO, @coinroutes •@DmytroMatviiv | CEO, @HackenProof #CoinFerenceX# #TheBestEvent# #Crypto# #Blockchain# #RWA# #DeFi# #Web3#

🇸🇬 Bitbase at #TOKEN2049# Singapore | Insights "The four-year cycle is dead. The four-year behavior isn't." — Bitbase CBO Nicholas @nic_web3 at CoinferenceX. 🌙 Tonight: Nicholas will attend the Crypto Banter special networking dinner sponsored by Bitbase @ Mandala Club! Adhering to the essence of trading, moving ONWARD together! 👇

What will define the next crypto cycle? 👀 Our Founder & CEO, @nikichain, is joining the closing panel at @CoinFerenceX Singapore, “The Next Cycle: Bold Predictions for 2027.” As the industry looks beyond the current cycle, the conversation will turn to what comes next, from shifting market dynamics and institutional adoption to the technologies and narratives likely to shape digital assets in 2027. Nikita will join @usithetalk, CEO of @MEXC; Kyle Chiu, CMO of @Gate; and @BgdRadulescu, Co-Founder of @RhunaIO, with @Fred_TheBlock, Associate Director of Revenue at @TheBlockCo, moderating. For Luna PR, this is a conversation that sits right at the heart of what we do. Working across digital assets, emerging tech and financial innovation means we’re constantly seeing how the industry is evolving, from the rise of institutional participation to the narratives, technologies and business models shaping what comes next. And CoinFerenceX is only one stop on a packed Singapore week for us, with TOKEN2049 and our Digital Assets & Tokenization Summit also on the calendar. 📍 Gardens by the Bay, Singapore 📅 October 6 ⏰ 4:50–5:30 PM

Day 1 | Panel 07: Stablecoins in the Real World: Payments, Payroll and Cross-Border Settlement 🎙️ A huge thank you to our panel for a fantastic Main Stage session breaking down real-world utility and borderless finance: • @ag_dwf | Managing Partner, @DWFLabs • @kevinlee_bingx | Chief Strategy Officer, @kevinlee_bingx • @0xAishwary | Global Head of Business, @0xPolygon • @williambaobean | General Partner, @OrbitVenturesVC Moderated by: @dhaval_XP | Fund Partner, @Sigma_VC Thank you to our speakers for bringing massive alpha to Gardens by the Bay! 🇸🇬 #CoinFerenceX# #TheBestEvent#

Day 2 | Fireside Chat with Arthur Hayes 🚨🎙️ A massive thank you for an unfiltered, high-octane conversation to close out the Main Stage: • @CryptoHayes | CIO, @MaelstromFund Moderated by: • @cryptomanran | Founder, @crypto_banter Thank you for bringing massive alpha to Gardens by the Bay! 🇸🇬 #CoinFerenceX# #TheBestEvent#

Day 2 | Panel 07: Tokenised this, Tokenised that, Tokenised Everything? 🎙️ A huge thank you to our panel for a fantastic session on the Main Stage, diving into the tokenization landscape and everything in between: • Anthony LaBella | Associate, @CsquaredVC • @Crypto_Crazey | Founder and CEO, @liquidloansio • @ToddAultIII | CEO, @Aultmarkets Moderated by: @kimprgenius | CEO, @geniusprhq Thank you to our speakers for bringing massive alpha to Gardens by the Bay! 🇸🇬 #CoinFerenceX# #TheBestEvent#