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Babelfish

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Babelfish - deterministic flows for production agents.

Agents are powerful and unpredictable. Babelfish gives you three ways to get the power without the unpredictability - flows that are deterministic, auditable, and yours to control.

01 · Deterministic Flows

Author and run deterministic, auditable flows.

Build flows step by step, with every branch explicit and every run reproducible. The same input always takes the same path and produces the same output - no surprises in production.

  • Versioned flows with one-click rollback
  • A full audit trail for every run - every step, every decision
  • Guardrails and validation built into the flow itself
deterministic flow Router classify & route Extractor parse & extract Validator schema check 3 steps • ready to publish + add step
terminal
# Your agent today (every step is an LLM call)
client = ChatOpenAI(base_url="https://api.openai.com/v1")
# With Agentic-to-Flow (deterministic steps run locally)
client = ChatOpenAI(base_url="https://api.babelfish.dev/v1")
02 · Agentic-to-Flow

Convert any agentic flow into a deterministic flow.

Most steps in a structured agentic workflow have one correct answer - routing, extraction, validation. Agentic-to-Flow observes your existing agent, identifies those deterministic steps, and compiles them into a flow that runs locally: same output, zero token cost, no hallucination risk. Without changing your code.

  • Drop-in: swap one base URL, keep your framework
  • Validated against your historical traces before anything ships
  • Works with any OpenAI-compatible client - LangChain, LlamaIndex, LiteLLM, raw SDKs
How the conversion works →
03 · Text-to-Flow

Describe the flow. The agent builds it.

Write what you want in plain text - “route support emails by topic, extract the order number, validate it against the CRM” - and Text-to-Flow drafts the deterministic flow for you. You review it, adjust it, and publish it. The agent does the authoring; the flow stays deterministic.

  • From idea to runnable flow in one prompt
  • Every generated flow is fully inspectable before it runs
  • Iterate in plain language, ship a deterministic artifact
text-to-flow
# Describe it
> "Route support emails by topic, extract the
  order number, validate it against the CRM."
# Get a deterministic flow
flow.yaml · 3 steps · deterministic · ready to review
Zero data retention
PII masking
On-prem available

Get deterministic. Join the beta.

Babelfish is rolling out to a select group of teams. Beta participants get early-adopter terms at launch.

See pricing