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Official checkpoints
Use the exact provider model identifier shown below when selecting this model in an API or compatible SDK.[1]
Model profile
Built by Adobe
Adobe's newer Precise Composite model, described as outperforming the previous MD model in object-edge accuracy, lighting realism, and contextual scene generation.[1]
Choose the artifact
Use the exact provider model identifier shown below when selecting this model in an API or compatible SDK.[1]
Independent coverage
A direct definition of context windows, token budgets, usable context, position effects, and practical input design.
Compare deployment control, privacy boundaries, reliability work, model quality, licensing, and total cost without a universal winner.
Design a small RAG system with traceable ingestion, retrieval, context assembly, citations, and stage-by-stage evaluation.
Build prompts as testable contracts with explicit inputs, constraints, examples, output formats, and failure handling.
A durable, task-first framework for comparing model quality, reliability, latency, privacy, and total operating cost.
A practical mental model for tokens, attention, training, inference, context, and the limits of generated answers.