Akshat Jainautonomics.hashnode.dev·Aug 8, 2024CRM 3.0: Reimagining Customer Relationships Using AI AgentsThe Software as a Service (SaaS) model began when Salesforce launched its “End of Software” campaign in 2000 and went public only four years later. At the time, people were still buying software in a box. CRM software like Siebel was incredibly diffi...crm
Akshat Jainautonomics.hashnode.dev·Oct 4, 2023Introduction to RAGA – Retrieval Augmented Generation and ActionsRetrieval-augmented generation (RAG) has made significant strides in enhancing the Language Model’s (LLM) ability to provide contextual and informed responses by leveraging external knowledge bases. The process chiefly involves an indexing stage to p...AI
Akshat Jainautonomics.hashnode.dev·Sep 15, 2023Understanding Knowledge Embeddings in SuperAGIThe quality of output generated by AI agents is limited by LLM constraints such as information cutoff & lack of quality data for niche tasks, which can fail to deliver context-rich, domain-specific outputs. However, by integrating knowledge embedding...embedding
Akshat Jainautonomics.hashnode.dev·Sep 12, 2023Introduction to Agent Summary – Improving Agent Output by Using LTS & STMThe recent introduction of the “Agent Summary” feature in SuperAGI version 0.0.10 has brought a drastic difference in agent performance – improving the quality of agent output. Agent Summary helps AI agents maintain a larger context about their goals...autonomous agents
Akshat Jainautonomics.hashnode.dev·Sep 4, 2023Building Autonomous Business Processes using AI Agent WorkflowsAgent Workflows provide an efficient solution to one of the most pressing challenges faced by businesses today – Automating the business processes that usually require knowledge workers to put relentless hours on repetitive tasks. This can be solved ...business-process-automation
Akshat Jainautonomics.hashnode.dev·Jul 21, 2023Processing Structured & Unstructured Data with SuperAGI and LlamaIndexSuperAGI's latest integration with LlamaIndex can extend the overall agent’s capability of understanding and working with a wide range of data types and sources. With LlamaIndex, AI agents in SuperAGI can now ingest data from: Unstructured Data sourc...34 readsAI
Akshat Jainautonomics.hashnode.dev·Jul 17, 2023Building Your Own Custom Tool in SuperAGI: A Step-by-Step GuideThis article will guide you step by step through how to build a custom tool & add your tool to the SuperAGI. Using an example provided in a sample repository. Step 1: Installing SuperAGI Dependencies Begin with installing all the dependencies, and ma...43 readsSuperAGI
Akshat Jainautonomics.hashnode.dev·Jul 12, 2023Understanding how dedicated & shared tool memory works in SuperAGISuperAGI tools enable developers to extend agent capabilities, helping them accomplish specific tasks beyond the default LLM’s scope. For example, the CodingTool is capable of writing, evaluating, and refactoring code, while the GoogleSearchTool allo...AI
Akshat Jainautonomics.hashnode.dev·Jul 5, 2023Introducing AACP (Agent to Agent Communication Protocol)Agents are kernels of micro-autonomous intelligence which have the potential to complete a lot of intellectual and knowledge-based tasks. The key to enabling these agents to perform well is deep task specialization, along with having the context of t...opensource
