1. Foundation Models: Large-scale pre-trained language models that serve as the “brains” of AI agents, enabling capabilities like reasoning, text generation, coding, and question answering. 2. Data Storage: This layer handles vector databases and memory storage systems used by AI agents to store and retrieve context, embeddings, or documents. 3. Agent Development Frameworks: These frameworks help developers build, orchestrate, and manage multi-step AI agents and their workflows. 4. Observability: This category enables monitoring, debugging, and logging of AI agent behavior and performance in real-time. 5. Tool Execution: These platforms allow AI agents to interface with real-world tools (for example, APIs, browsers, external systems) to complete complex tasks. 6. Memory Management: These systems manage long-term and short-term memory for agents, helping them retain useful context and learn from past interactions.
Over to you: What else will you add to the list?
-- We just launched the all-in-one tech interview prep platform, covering coding, system design, OOD, and machine learning.
ByteByteGo
The AI Agent Tech Stack
1. Foundation Models: Large-scale pre-trained language models that serve as the “brains” of AI agents, enabling capabilities like reasoning, text generation, coding, and question answering.
2. Data Storage: This layer handles vector databases and memory storage systems used by AI agents to store and retrieve context, embeddings, or documents.
3. Agent Development Frameworks: These frameworks help developers build, orchestrate, and manage multi-step AI agents and their workflows.
4. Observability: This category enables monitoring, debugging, and logging of AI agent behavior and performance in real-time.
5. Tool Execution: These platforms allow AI agents to interface with real-world tools (for example, APIs, browsers, external systems) to complete complex tasks.
6. Memory Management: These systems manage long-term and short-term memory for agents, helping them retain useful context and learn from past interactions.
Over to you: What else will you add to the list?
--
We just launched the all-in-one tech interview prep platform, covering coding, system design, OOD, and machine learning.
Launch sale: 50% off. Check it out: lnkd.in/euwKh6u8
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