sparkinect
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AI Tools

The toolkit for
agents that act.

Everything you need to build, connect, ship, and watch reasoning agents — from a visual studio to a production-grade observability layer.

Flagship

Reason Engine

Our deliberation core. It plans, self-critiques, and explains — turning raw model output into decisions you can defend. Tunable confidence thresholds decide when to act, ask, or escalate.

Integration

Connect Layer

120+ native connectors plus a typed API gateway. Agents read from and write back to your CRM, warehouse, ticketing, and internal services — securely, with full audit logging.

The full kit

Build, ship, and govern in one place

Agent Studio

A visual canvas to design agent behavior, define tools, set guardrails, and test against real scenarios — no PhD required.

SDK & CLI

Python and TypeScript SDKs plus a CLI for teams who'd rather build in code. Versioned, testable, CI-friendly.

Observability

Trace every reasoning step, every tool call, every decision. Replay runs, diff versions, and catch drift before users do.

Guardrails

Policy engine for PII handling, action limits, and approval routing. Compliance teams get the controls they need.

Evals

Continuous evaluation against your own benchmarks, so quality is measured — not assumed — on every release.

Edge Runtime

Run distilled reasoning close to your data for sub-second decisions, with seamless fallback to larger models.

Developer-first

From idea to production agent in an afternoon

Define a tool, wire a connector, set a guardrail, and ship. The same primitives scale from a weekend prototype to a governed, audited deployment serving the whole company.

Get API access 
# spark up a reasoning agent
from sparkinect import Agent, tools

agent = Agent(
  engine="reason-core",
  tools=[tools.crm, tools.warehouse],
  on_high_stakes="ask_human",
)

decision = agent.run(
  "Should we extend net-60 terms"
  " to Acme on this renewal?"
)
# → decision.action, decision.why

Build your first agent

Spin up a reasoning agent against your own data and tools. We'll help you scope the first decision worth automating.

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