Amazon Bedrock and Amazon SageMaker JumpStart both provide AI models for applications. Bedrock offers readily available models, while JumpStart supports more customization. To build an effective AI application, developers must find and optimize the right AI models for a specific…
This is a submission for the Presage SmartSpectra SDK Challenge. Traditional developer dashboards are completely blind to human physiological strain. When an operator is panicking or experiencing severe autonomic fatigue, they are far more likely to make catastrophic release errors,…
In 2024, I built Curiouser an agent-to-agent (A2A) application using CrewAI with the Ollama LLM. It was my first real experience orchestrating multiple agents in a single app. As someone curious about agentic frameworks, CrewAI felt intuitive and developer-friendly. But I ran into…
Debuted live at DevFest Baku 2026 Robina Mirbahar presenting RailPulse AI, Gemma 4, and Cloud Run at DevFest Baku 2026, ADA University. Most artificial intelligence tutorials show you how to build chatbots that write poems, summarize PDFs, or generate boilerplate code. Those demos…
By Soham Sharma · Principal AI Architect, Botmartz AI Solutions Many early agent frameworks promoted a naive mental model: allow the LLM to run in an unconstrained loop until it outputs a confirmation prompt like "Do you want me to proceed?
“I’ll remember to check that on Friday.” A bold deployment strategy. No persistence layer. No retry policy. Powered entirely by a person who currently has seventeen terminal tabs open and cannot remember which one contains production. Global Alarm gives that…
NexOps is a cloud operations assistant that lets users ask questions about AWS infrastructure in plain language. It combines a lightweight web interface with an AI agent that can inspect selected AWS services, gather operational evidence, and explain findings in…
Your LangChain agent can reason, plan, and call tools. The moment you give it a wallet, it can also spend — on every run, at machine speed, with nobody watching. An agent that can pay any price, to any seller, as…
The better reason to move it is that the flow lets the bad move happen first. Every check that has to stop something belongs on the transition. Automation keeps the jobs a transition can't do: schedules, events from other systems…
Your research agent fans out. One branch pulls internal docs in a single node. The other searches the web, then reranks the hits, so it takes two nodes. Both branches point at combine, the node that calls the model and…
Tools for building and running AI agents: OpenAI AgentKit, Claude Managed Agents, Google ADK, Amazon Bedrock AgentCore, LangChain, CrewAI and agent marketplaces.
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