Google’s MCP Toolbox, SmolLM3, Osmosis-Apply-1.7B and mEEt Soham Parekh- the fraud or the.....?

Google’s MCP Toolbox brings secure SQL access to AI agents—100% open source and ready for production: Google has open-sourced the MCP Toolbox for Databases—part of its GenAI Toolbox—to help developers easily integrate relational databases like PostgreSQL and MySQL into AI agents. With features like schema-aware querying, SQL injection protection, and seamless LangChain compatibility, it’s a production-ready tool for building secure, data-driven LLM workflows.

SmolLM3-Compact Powerhouse LLM: Hugging Face has launched SmolLM3, a 3B-parameter long-context language model trained on 11.2T tokens. It supports 128k-token inputs, dual-mode reasoning, and six languages, all in an efficient, open-source package. Ideal for multilingual RAG, tool use, and edge deployment.

Chai-2 Achieves 16% Hit Rate with Zero-Shot Precision: Chai Discovery Team releases Chai-2, a generative AI model that achieves 16% hit rate in zero-shot de novo antibody design. With only ≤20 candidates per target, Chai-2 identifies binders for 50% of 52 novel antigens—delivering validated results in just two weeks and outperforming prior methods by over 100x. A major step toward computational-first therapeutic development.

LLM-Powered CLI Agent from ByteDance Hits SWE-bench SOTA: ByteDance has released Trae Agent, an open-source LLM-powered CLI assistant for automating software engineering tasks like debugging, patching, and navigating large codebases. It supports Claude, Gemini, and Lakeview models and achieves state-of-the-art results on SWE-bench Verified. Currently in alpha, it’s actively evolving—making it a notable addition to the AI developer tools landscape.

Small model, smarter merges—Osmosis-Apply-1.7B leads in function-level code editing efficiency: Osmosis AI has open-sourced Osmosis-Apply-1.7B, a small yet highly effective model fine-tuned from Qwen3 for structured code merging. With a benchmark score of 0.9805, it outperforms GPT-3.5 and Claude Sonnet on targeted patching tasks—offering precise function-level edits with minimal compute. Now available under Apache-2.0 on Hugging Face and GitHub.

Skywork-Reward-V2 beats 70B models using smarter data, not just bigger parameters: Skywork AI introduce SynPref-40M, a 40M preference pair dataset, powering Skywork-Reward-V2—a suite of 8 compact reward models (0.6B–8B) that outperform even 70B LLMs across seven major RLHF benchmarks. This work highlights the impact of scalable human-AI curation pipelines in advancing alignment, safety, and generalization.

Huawei vs Alibaba over Pangu — Huawei defended its Pangu language model against accusations of copying Alibaba’s Qwen architecture. The company insists its R&D and pipelines are original

Soham Parekh- startup scandal re‑ignited: Exposed hiring at multiple Y Combinator startups under different resumes, sparks uproar over deceit in remote hiring. His reveal by Playground AI’s Suhail Doshi went viral, drawing confirmations from other founders—questioning hiring verification in Silicon Valley

OpenAI Expands into Hardware & Compute — OpenAI acquired “io,” a Jony Ive‑founded AI hardware startup, for $6.5 billion, moving to diversify compute beyond Nvidia into Google TPUs

CoreWeave–Core Scientific Merger — CoreWeave proposed a $9 billion all-stock acquisition of Core Scientific to consolidate its AI-focused data center services. The deal promises $500 million in cost savings but triggered a stock dip, reflecting investor caution.

Nvidia Acquisitions — Nvidia has snapped up startups CentML and Gretel this year. In 2024 alone, they acquired seven AI startups including Run:ai for $700 million

ServiceNow Acquisitions — ServiceNow is acquiring data.world and recently closed its purchase of Moveworks for $2.85 billion

Model Collapse in AI Training — New research warns of risks when generative AI systems repeatedly train on AI-generated data. The work highlights the need for fresh, diverse dataset

Apple researching AI agent that can describe Street View scenes to the blind: Apple engineers have detailed an AI agent that accurately describes Street View scenes. If the research pans out, it could become a tool to help visually impaired people virtually explore a location in advance.Blind and visually impaired people already have tools at their disposal to navigate their devices and their local environment. However, Apple believes it could be beneficial for the same people to know about a place's physical features before visiting it.

Microsoft brings OpenAI-powered Deep Research to Azure AI Foundry agents: Microsoft has added OpenAI-developed Deep Research capability to its Azure AI Foundry Agent service to help enterprises integrate research automation into their business applications. The integration of research automation is made possible by Deep Research API and SDK, which can be used by developers to embed, extend, and orchestrate Deep Research-as-a-service across an enterprise’s ecosystem.

Intuit embeds proactive agents in QuickBooks. Intuit launched a suite of AI agents for QuickBooks that autonomously manage bookkeeping workflows—sending invoices, reconciling accounts, and analyzing financial trends. Intuit estimates these agents can save small businesses up to 12 hours per month, reinforcing its “AI + human” strategy even as its stock sees minor fluctuations

AdCreative ai*: Generate Conversion-Optimized Ad Creatives
Creates ad visuals and texts tailored for performance across platforms.
Trained on real-world data to improve click-through and conversion rates.

Lovable – AI-powered app builder
Lovable allows you to build apps and websites entirely through natural language prompts—no manual coding required.

Replit – Code + Deploy in One Place
A collaborative cloud IDE with built-in AI support.
Write, test, and deploy applications without leaving your browser.

Gamma – Create Decks with a Prompt
An AI tool to turn ideas into polished presentations instantly.
Generate visually engaging slides by typing a single prompt.

WisprFlow – Dictation Meets AI
Voice-to-text reimagined with intelligent structuring and summarization.
Ideal for meetings, memos, or turning spoken thoughts into written content.

Suno AI – Make Music Instantly
Generates original songs or instrumentals from simple prompts.
Perfect for creators, marketers, or anyone needing background music fast.

11x AI – 11x ai delivers autonomous “digital workers”
AI-driven agents like “Alice” (SDR) and “Julian” (phone agent)—designed to execute full-spectrum go-to-market activities around the clock.

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