Stages likely memory before the user asks. Best for voice agents, live assistants, and low-latency agent loops.
MemFront console
MemFront returns handles first, keeps the likely context hot, and hydrates full memory only when the customer needs it.
Products
Four separately metered layers. Customers can use one layer or the full pipeline.
Explicit memory search over compact metadata. Returns ranked handles, previews, scores, and storage keys.
Fetches raw transcript or file content from Cloudflare R2 after Predict or Memory selects the handle.
Optional answer layer. It uses Memory plus Hydration, then runs an LLM only when the customer asks for final QA.
SDK posts events with an API key.
Terms, previews, timestamps, handles, usage.
Full text is fetched only by `/hydrate`.
LLM calls happen only on the premium path.
Connection
For hosted Vercel deploys this defaults to same-origin /api. Local development uses http://localhost:8000.
No config loaded.
API playground
Exercise the hosted API exactly like a customer app: log memory, stage predictions, hydrate context, or run Reasoning.
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Usage
Per-product telemetry for billing and customer usage reporting.
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API keys
Admin-only minting uses the configured admin token and returns the raw key once.
No key created.
Billing
Simple pay-as-you-go packaging. Predict, Memory, and Hydration stay cheap; Reasoning is the premium LLM path.
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