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Agentic API engineering notes

Engineering deep-dives, model benchmarks and product updates — straight from the team building the agentic API for every frontier model.

What is an agentic API?

An agentic API is an AI API built to support autonomous, multi-step workflows — not single prompt-response cycles. It manages session state, tool calls, and model routing across a sequence of actions, so an AI agent can plan, execute, and iterate without the developer scripting each step manually. Speka provides one agentic API endpoint that unifies access to every model in the catalog under a single integration.

FAQ

Frequently asked questions

An agentic API is an AI API designed to support multi-step, autonomous workflows rather than single prompt-response calls. It manages session state, tool calls, and model routing across a sequence of actions — enabling AI agents to plan and execute tasks without the developer scripting each step manually. Speka provides one agentic API endpoint that gives developers unified access to frontier models through a single integration.
Speka provides unified access to frontier open-weight models including Llama 3.3, DeepSeek V4 Flash, Mistral, and FLUX through a single API endpoint. The model is passed as a parameter in each API call — switching between models requires no additional integration work.
The cheapest approach depends on token volume and model choice. For most development-scale workloads, a pay-per-token managed API is more cost-effective than self-hosting because it eliminates GPU server costs, ops overhead, and downtime risk. Self-hosting open-weight models typically becomes cheaper only at very high volumes — generally in the billions of tokens per month range.
Yes. Speka is designed specifically for agentic workflows — multi-step tasks where the AI needs to call tools, maintain context across turns, and switch between models depending on the task. The API supports streaming, tool-call patterns, and model switching through a single unified endpoint.