Official Technical Resources: Meta AI (page 8)
Official Technical Resources · Meta AI: 141 entries in total; this page lists entries 106–120.
Developer use guide resources
We are committed to supporting our community in building Llama applications responsibly. As part of that commitment, we provide this Developer Use Guide that outlines best practices in the context of Responsible GenAI.
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: AI Governance and Regulation · AI Guardrails · Human-in-the-loop (HITL)
Link last checked: 2026-09-24
Validation
In this section, we are going to cover different ways to measure and ultimately validate Llama so it's possible to determine the improvements provided by different fine tuning techniques.
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: Model Evaluation and Benchmarks · Model Evaluation and Benchmarks · Fine-tuning
Link last checked: 2026-09-24
Llama Vision Capabilities
Llama models can now take Image + Text inputs, enabling you to interact with the model in new ways. Multimodal inputs result in conversations that are more natural and flexible.
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: Multimodal Models · Multimodal Models · Diffusion Models
Link last checked: 2026-09-24
Meta Llama in the Cloud
Apart from running the models locally, one of the most common ways to run Meta Llama models is to run them in the cloud. Let's take a look at some of the other services we can use to host and run Llama models.
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: Large Language Model (LLM) · AI Agent
Link last checked: 2026-09-24
Introduction
Llama Guard 4 builds on the capabilities introduced in Llama Guard 3 and supports both the Llama 4 and Llama 3 model lines.
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: AI Guardrails · Human-in-the-loop (HITL) · AI Agent
Link last checked: 2026-09-24
Llama 3.2
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Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: Context Window · Structured Outputs · Prompt Engineering
Link last checked: 2026-09-24
Llama 4
Technical details and prompt guidance for Llama 4 Maverick and Llama 4 Scout
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: Context Window · Structured Outputs · Prompt Engineering
Link last checked: 2026-09-24
Llama Prompt Guard 2
LLM-powered applications are susceptible to prompt attacks, which are prompts intentionally designed to subvert the intended behavior of the LLM as specified by the developer.
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: AI Guardrails · Human-in-the-loop (HITL) · AI Agent
Link last checked: 2026-09-24
Llama Protections
Llama Protections models and tools embrace both offensive and defensive strategies.
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: AI Guardrails · Human-in-the-loop (HITL) · AI Agent
Link last checked: 2026-09-24
Llama 4 Community License Agreement
Llama 4 Community License Agreement
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: AI Governance and Regulation · AI Guardrails · Human-in-the-loop (HITL)
Link last checked: 2026-09-24
Llama 4 Acceptable Use Policy
Llama 4 Acceptable Use Policy
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: Large Language Model (LLM) · AI Agent
Link last checked: 2026-09-24
Contextual AI
Reducing hallucinations with a better context layer for AI agents
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: AI Agent · Workflow Orchestration · Multi-agent Orchestration
Link last checked: 2026-09-24
Edgeless Systems
LLM service uses confidential computing to deliver secure cloud AI applications
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: Large Language Model (LLM) · AI Agent
Link last checked: 2026-09-24
North Dakota Legislative Council
How North Dakota’s legislative IT team developed a new, secure tool, built on Llama, to enhance lawmakers’ legislative process and to benefit North Dakotans
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: Large Language Model (LLM) · AI Agent
Link last checked: 2026-09-24
Tabnine
Bringing secure code generation to air-gapped deployments with Llama
Evidence use: For understanding, implementation, selection, reliability, security or migration decisions.
Limitations: Directly evidences only Meta's own implementation and claims. Recheck preview products, pricing and API versions before use.
Related concepts: Large Language Model (LLM) · AI Agent
Link last checked: 2026-09-24