Mimasa AI Integrations

gpt-oss-20b is a 20-billion-parameter, text-only reasoning model released under the Apache 2.0 license and governed by OpenAI’s gpt-oss usage policy, built to enable seamless integration into custom AI workflows via the Responses API without reliance on proprietary infrastructure. Trained for robust instruction following, it supports adjustable reasoning effort, full chain-of-thought outputs, and native tool use (including web search and Python execution), producing structured, explainable answers. Developers must implement their own deployment safeguards, such as input filtering, output monitoring, and usage policies, to match the system-level protections of hosted offerings and mitigate risks from malicious or unintended behaviors. Its open-weight design makes it ideal for on-premises or edge deployments where control, customization, and transparency are paramount.

gpt-oss-120b is a reasoning model engineered for deep, transparent thinking, delivering full chain-of-thought explanations, adjustable reasoning depth, and structured outputs, while natively invoking tools like web search and Python execution via the API. Built to slot seamlessly into self-hosted or edge deployments, it eliminates dependence on proprietary infrastructure. Although it includes default safety guardrails, its open-weight architecture allows fine-tuning that could override built-in controls, so implementers are responsible for adding input filtering, output monitoring, and governance measures to achieve enterprise-grade security. As a community–driven model card rather than a managed service spec, it emphasizes transparency, customization, and the need for downstream safety practices.

EmbeddingGemma is a 308-million-parameter multilingual text embedding model, lightweight yet powerful, optimized to run entirely on everyday devices such as phones, laptops, and tablets, enabling fast, offline embedding generation that protects user privacy. Built on the Gemma 3 architecture, it supports over 100 languages, processes up to 2,000 input tokens, and leverages Matryoshka Representation Learning (MRL) to offer flexible embedding dimensions (768, 512, 256, or 128) for tailored speed, storage, and precision. Its GPU-and EdgeTPU-accelerated inference delivers embeddings in milliseconds, under 15 ms for 256 tokens on EdgeTPU, while quantization-aware training keeps memory usage under 200 MB without compromising quality. This makes it ideal for real-time, on-device tasks such as semantic search, retrieval-augmented generation (RAG), classification, clustering, and similarity detection, whether for personal file search, mobile chatbots, or custom domain use.

Perplexity has launched the Perplexity Search API, giving developers access to the same global-scale indexing and retrieval infrastructure that powers Perplexity’s public answer engine. The API indexes hundreds of billions of webpages and is optimized for the unique demands of AI workflows; it breaks documents into fine-grained subunits so that responses return highly relevant snippets already ranked against the original query, reducing preprocessing and improving downstream performance. To maintain freshness, the index processes tens of thousands of updates every second using an AI-driven content understanding module that dynamically parses web content and iteratively self-improves via real-time query feedback. The API returns rich, structured responses suitable for both AI agents and traditional apps, rather than limited, document-level outputs. Alongside the API, Perplexity is releasing an SDK, an open source evaluation framework, and detailed research into their design.

GPT-5.2 is the newest evolution in the GPT-5 series, engineered to deliver even greater intelligence, adaptability, and conversational depth. This release introduces enhanced model variants that refine how ChatGPT reasons, communicates, and responds to complex user intent. GPT-5.2 Instant remains the primary, high-usage model—now faster, more context-aware, and more precise in following instructions. GPT-5.2 Thinking takes advanced reasoning further, offering clearer step-by-step logic, improved consistency on multi-stage problems, and more efficient handling of long or intricate tasks. The system automatically routes each query to the most suitable variant, ensuring optimal performance without requiring user selection. Beyond raw intelligence gains, GPT-5.2 emphasizes more natural dialogue flow, stronger intent alignment, and a smoother, more humanlike communication style.

Amazon S3 Vectors is the first cloud object store with native support for storing and querying vector embeddings at scale, delivering purpose-built, cost-optimized vector storage for semantic search, AI agents, retrieval-augmented generation, and similarity-search applications. It introduces a new “vector bucket” type in S3, where users can organize vectors into “vector indexes,” store high-dimensional embeddings (representing text, images, audio, or other unstructured data), and run similarity queries via dedicated APIs, all without provisioning infrastructure. Each vector may carry metadata (e.g., tags, timestamps, categories), enabling filtered queries by attributes. S3 Vectors offers massive scale; now generally available, it supports up to 2 billion vectors per index and up to 10,000 vector indexes per bucket, with elastic, durable storage and server-side encryption (SSE-S3 or optionally KMS).

Polymarket is a blockchain-based prediction market platform that allows users to trade on the outcomes of real-world events by buying and selling shares tied to specific results. Instead of betting against a centralized house, users participate in a peer-to-peer market where prices reflect the collective belief about the probability of an event occurring. Each market typically offers “Yes” or “No” outcomes, with share prices ranging from $0.01 to $1.00, representing the likelihood assigned by participants. It operates on the Polygon blockchain and uses cryptocurrency, enabling transparent, trustless transactions settled through smart contracts while maintaining user control over funds. Polymarket covers a wide range of topics, including politics, economics, sports, and global events, and is designed to aggregate information from diverse participants into real-time probability estimates.

Indus is Sarvam’s official conversational AI interface designed to give users direct access to its flagship sovereign language models through a simple, real-time chat experience. Introduced in February 2026 as a limited beta product, it serves as the primary interface for interacting with Sarvam’s 105-billion-parameter model, bringing advanced reasoning, multilingual understanding, and conversational capabilities into a single application. It is built to deliver an AI experience tailored specifically to Indian users, supporting more than 22 Indian languages, including native scripts and code-mixed inputs, while maintaining contextual understanding aligned with local culture and communication patterns. It enables both text and voice interactions, allowing users to speak naturally and receive responses in text or synthesized speech, creating a voice-first, accessible interface for diverse use cases.

At the core of every success, there’s a valued connection: a partner, a mentor, a customer. CircleBack offers the technologies you need to thrive in those connections while still having the time and freedom to move forward and get stuff done. CircleBack targets the core of a major productivity problem: not having access to the people you need when you need them. Using a proprietary data engine, CircleBack discovers when important connection details change and surfaces new contact info to help you keep connections alive and get stuff done. Email signature capture creates contacts for the people you email but haven’t yet added to your address book, making it easier than ever to have the information you need for everyone you know. Add contacts to your address book in an instant with a powerful OCR business card scanner.

SAP solutions go beyond traditional CRM software. In addition to core CRM functionality, they provide in-memory technology and Big Data insights to help you drive contextual, personalized customer engagement in real time – across any channel or line of business. Get the deep customer and social insights you need to make an impact in every deal – anytime, anywhere. Deliver contextual, individualized customer experiences across all channels and make every customer feel like your only customer. Provide a personalized digital shopping experience with our solutions for mobile, social, and e-commerce. Give your service reps the customer visibility and real-time problem-solving tools they need to win loyalty and cut costs.

It takes a lot of technology to run a restaurant, and that technology must run smoothly. The time you spend managing that technology is time not spent growing your business. When you have multiple technology vendors, headaches and complexity increase. That’s why you need a technology partner who will create an integrated solution. That partner must provide the support necessary to keep everything running great! Sometimes the only way to fix something is to use your hands. Our help desk will make every effort to resolve problems remotely. In those instances where you need hands-on attention, our regional field technicians are ready to serve you. At RSS, we know that your restaurant is unique, and therefore, your technology needs are unique too. That’s why strive to be a trusted consultant and get to know you and your business. With a thorough knowledge of your unique needs, we will design a customized solution just for you.

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Say Hello to Tavily, your AI mate for rapid insights and comprehensive research. Tavily takes care of everything from accurate source gathering to organization of research results - all in one platform designed to make your research process a breeze. With Tavily, all you need is to share your objectives and questions, and voila. Tavily provides comprehensive, accurate and credible research results directly to your inbox in a matter of minutes. Start by telling Tavily what you're working on and what are your objectives. We want to make sure we understand your needs before we get started on the research. Once we understand your research needs, you can choose the questions you want Tavily to research and answer for you. Tavily will start gathering information from relevant sources. You will receive actionable research insights delivered straight to your inbox in minutes.

Be present in your meetings without worrying about missing anything. Keep accountable with action items assigned to the person they are associated with and reclaim hours in your week. Let your AI-powered meeting assistant answer questions about meetings, summarize key topics, or craft follow-up emails based on important points discussed. Circleback uses cutting-edge AI models to transcribe and understand your meetings. This means you get near-perfect transcripts to reference and easily search. Don't stress if you had to leave early or forgot something. Searching for moments in meetings with Circleback is simple and powerful. Your meetings are only accessible by you, unless you choose to share them out. Your data is encrypted in transit and stored in a secure database following industry-leading security standards.

GPT-5.4 is an advanced artificial intelligence model developed by OpenAI to support complex professional and technical work. The model combines improvements in reasoning, coding, and agent-based workflows into a single system designed for real-world productivity tasks. GPT-5.4 can generate, analyze, and edit documents, spreadsheets, presentations, and other work outputs with greater accuracy and efficiency. It also features improved tool integration, enabling the model to interact with software environments and external tools to complete multi-step workflows. With enhanced context capabilities supporting up to one million tokens, GPT-5.4 can process and reason over very large amounts of information. The model also improves factual accuracy and reduces errors compared to earlier versions. By combining strong reasoning, coding ability, and tool use, GPT-5.4 helps users complete complex tasks faster and with fewer iterations.

Mailgun is an email automation solution that is suitable for developers. With Mailgun, users are able to access a complete cloud-based email service for tracking, sending, and receiving emails sent via their applications and websites. Mailgun supports several programming languages including Python, Ruby, PHP, Java, and C#. With Mailgun's tracking feature, users are able to track all emails and reduce the chances of getting spam.