Sam Jak AI

Building an operating system for someone who's putting AI agents in the hands of every small business in the Rio Grande Valley. Local trust beats Silicon Valley scale every time.

Today, we’re launching Karum: AI agents that run your entire marketing function, so you don't have to. We have been founders for more than a decade now, and we’ve been facing the same struggle millions of founders and small business owners feel: Marketing is essential to grow your business but it’s hard to keep up, especially when you need to talk to customers or work on your product at the same time. Hiring often yields mixed results or is too expensive. So we built the tool we wish we always had: a marketing team that takes the grind out of marketing, surfaces intelligent opportunities, and executes autonomously. Your AI marketing team can: 🔹Analyze your data from GA4, GSC, Google Ads, Meta Ads and advise on opportunities 🔹Identify content gaps, keyword opportunities, and where you're losing to competitors for SEO & LLM visibility 🔹Write any type of content: long-form optimized for SEO & GEO, emails, website copy, ads 🔹Monitor your internal channels, documents, and social media to create genuinely interesting content ideas 🔹Autonomously manage your content calendar and post on your behalf 🔹Monitor your competitors and take action And the part I prefer: All these specialist agents are orchestrated by our own Marketing Manager agent, who helps you on strategic matters such as positioning, messaging, finding competitors, etc… It acts as the single source of truth across your marketing functions, and self improves as it receives information from the specialist agents. Getting started is super easy: just create an account, and say in plain language what you want to achieve. Your Marketing Manager takes care of the rest and guides you through the process. If you’d like to try Karum yourself, comment “KARUM” and DM (follow if we’re not connected so we can message you) We'll send you the link + a special gift for being early.

When open ai fails ( and it will Microsoft got it in a crazy 360 deal with the azure cloud infrastructure ) will Microsoft just absorb there work with there ai agent

Let’s level up your Azure skills this week. If your level is: • Beginner: Create an AI agent → Microsoft Applied Skills: Create an AI agent • Intermediate: Build a generative AI chat app → Microsoft Applied Skills: Build a generative AI chat app • Advanced: Develop generative AI apps with Azure OpenAI and SK → Microsoft Applied Skills: Develop generative AI apps with Azure OpenAI and Semantic Kernel

A useful mental model for understanding where AI is heading: Models ≈ Agents ≈ Organizations - Early AI models were prediction engines: input → output. Useful, but limited to single-step intelligence. - Modern agents behave more like employees: they plan, use tools, collaborate with other agents, and iterate toward goals across multiple steps. - The frontier is shifting from single smart models to systems of specialized agents working together — similar to how companies scale through teams, not individuals. - Reliability now depends less on raw intelligence and more on coordination layers: memory, tools, permissions, feedback loops, and governance. Prediction: the most valuable AI products won’t just have better models — they’ll build well-structured digital organizations of agents.

Building an operating system for someone who's putting AI agents in the hands of every small business in the Rio Grande Valley. Local trust beats Silicon Valley scale every time.

Today, we’re launching Karum: AI agents that run your entire marketing function, so you don't have to. We have been founders for more than a decade now, and we’ve been facing the same struggle millions of founders and small business owners feel: Marketing is essential to grow your business but it’s hard to keep up, especially when you need to talk to customers or work on your product at the same time. Hiring often yields mixed results or is too expensive. So we built the tool we wish we always had: a marketing team that takes the grind out of marketing, surfaces intelligent opportunities, and executes autonomously. Your AI marketing team can: 🔹Analyze your data from GA4, GSC, Google Ads, Meta Ads and advise on opportunities 🔹Identify content gaps, keyword opportunities, and where you're losing to competitors for SEO & LLM visibility 🔹Write any type of content: long-form optimized for SEO & GEO, emails, website copy, ads 🔹Monitor your internal channels, documents, and social media to create genuinely interesting content ideas 🔹Autonomously manage your content calendar and post on your behalf 🔹Monitor your competitors and take action And the part I prefer: All these specialist agents are orchestrated by our own Marketing Manager agent, who helps you on strategic matters such as positioning, messaging, finding competitors, etc… It acts as the single source of truth across your marketing functions, and self improves as it receives information from the specialist agents. Getting started is super easy: just create an account, and say in plain language what you want to achieve. Your Marketing Manager takes care of the rest and guides you through the process. If you’d like to try Karum yourself, comment “KARUM” and DM (follow if we’re not connected so we can message you) We'll send you the link + a special gift for being early.

When open ai fails ( and it will Microsoft got it in a crazy 360 deal with the azure cloud infrastructure ) will Microsoft just absorb there work with there ai agent

Microsoft training 80,000 women in AI agent building isn't just PR. It's a calculated move to capture the talent pipeline and lock the Asian enterprise market into the Azure ecosystem. Pure execution.

Let’s level up your Azure skills this week. If your level is: • Beginner: Create an AI agent → Microsoft Applied Skills: Create an AI agent • Intermediate: Build a generative AI chat app → Microsoft Applied Skills: Build a generative AI chat app • Advanced: Develop generative AI apps with Azure OpenAI and SK → Microsoft Applied Skills: Develop generative AI apps with Azure OpenAI and Semantic Kernel