Official Technical Resources: Meta AI (page 4)
Official Technical Resources · Meta AI: 141 entries in total; this page lists entries 46–60.
Edit image details across turns
Edit a specific part of a photo with Muse Image, then refine the same image across Responses API turns.
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
Immutable guardrails
The agent can't rewrite its own rules — guardrail edits stop for human review with no standing grant, and a shell write to the same path fails read-only at the sandbox.
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
Interleaved reasoning and tool use
Interleave reasoning with tool calls in a single Muse Spark turn.
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 · Tool Calling · Agent Frameworks
Link last checked: 2026-09-24
Long context (1M)
Pack repo-scale context into the 1M-token Muse Spark window.
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
Loop and cron
Schedule recurring or one-time agent work in natural language, then view, change, or cancel it from the same chat surface.
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
Multi-agent orchestration
Coordinate specialist sub-agents under a supervisor with Muse Spark.
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
Multi-turn context management
Manage growing context across a long Muse Spark agent run.
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
Chart analysis
Read charts and extract structured data from images with Muse Spark.
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
Perception grounding
Identify objects in a photo with Muse Spark, pin interactive dots at their pixel locations, and generate a self-contained HTML overlay.
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
Reasoning / thinking tokens
Control reasoning effort on Muse Spark and replay reasoning across turns.
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
Sandboxed execution
Execute Muse Spark-generated code in a sandbox.
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
Search-and-replace edits
Apply precise search-and-replace edits to source files with Muse Spark.
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
Ground image generation with web search
Use Muse Image web search to guide a product visualization, compose it into a photo, and refine the result across Responses API turns.
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
Side chats
Branch off the main thread for a side conversation that never enters the main history.
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
Staged approvals
Split a compound shell command into stages so safe stages auto-resolve while risky ones hold for review.
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