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Agent core
Related terms
  • Foundation model
  • LLM (large language model)
  • Cost-aware routing
Glossary · Agent core

Frontier model

A frontier model is the current generation of largest, most capable AI models. The term distinguishes top-tier models from smaller, faster, cheaper alternatives. In 2026, the frontier model conversation centers on Claude Opus, GPT-4o, and Gemini Ultra (and their successors).

Why it matters

Frontier models are the most capable in the moment, but they are also the most expensive per token and the slowest per response. For most agent products, the right answer is "use a frontier model for hard reasoning, use a fast model for everything else."

Concrete examples of where frontier matters:

  • Multi-step planning across many tools.
  • Complex code generation and debugging.
  • Long-context reading (200K+ token documents).
  • Subtle reasoning where smaller models hallucinate.

Examples where a fast model is enough:

  • Reformatting and summarization.
  • Simple Q&A from a known document.
  • Routine tool calls with clear arguments.
  • Quick acknowledgments and confirmations.

Cost-aware routing matters because frontier-only is expensive at scale. A million-token-per-day agent at frontier prices is a different unit-cost than the same volume at a fast-model tier. Routing the right token to the right tier keeps the economics workable.

The frontier moves. What was frontier in March is mid-tier by November. Production agent products track the curve and update routing rules accordingly.

How Ajeris handles this

Ajeris uses cost-aware routing to pick the right model tier per turn. Most user interactions land on a fast tier (Claude Sonnet or equivalent) for sub-second latency. Hard reasoning turns route to the frontier tier (Claude Opus or equivalent). The user does not see the routing; the agent picks.

Users with specific preferences (always frontier; always fast) can configure the default in their Soul. The routing layer absorbs frontier model upgrades silently.

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