The AI agent control plane
and harness.
Spec, scope, build, run, observe, control, and optimize swarms of agents — in one place.
The model is the brain. The harness is the operating system.
Zahara creates deployability.
When you evaluate an agent, you are evaluating the harness and the model together. The scaffold is what enables the model to act.
Tools, orchestration, run loops, and guardrails are required for reliable agent deployment — not just model choice.
Enterprise agents need observability, registry, identity, lifecycle, and a control plane — the infrastructure of operation.
Agents are in production.
Reliability is the bottleneck.
The industry stopped asking "can the model do it" and started asking "can I trust it at scale." That gap — between a demo that works and an agent that ships — is the harness. Zahara is that layer.
The agent is not just the model.
It's the harness around it.
Every production agent is a model plus a scaffold: tools, memory, guardrails, evals, routing, identity, state. The scaffold is where performance, safety, and reliability actually live. Zahara makes that scaffold a first-class product surface.
Four ways to build.
One agent spec.
Chat it into existence, drag it in a flow, write it in code, or import what you already have. Every path produces the same versioned agent spec and inherits the full Zahara runtime — observability, guardrails, routing, audit, all of it.
What do you want to build?
AGENT FILES⊕ ↑
⏱ VERSIONS
Import an agent
Paste your content and Zahara auto-detects the format — or choose an adapter below.
Graph-first agent tracking.
Not another pretty trace.
Realtime, streaming knowledge graph of every agent run. Watch nodes and edges light up as the agent traverses models, tools, services, memory, guardrails, and audit events. Scrub history. Isolate hot paths. Inspect causal clusters. Compare live behavior against past runs and versions.
View controls
Legend
Streaming event feed
Selected cluster / family
cascade
root cause
Temporal path history
Govern like
infrastructure.
Budget caps, guardrails, tool allowlists, human-in-the-loop gates, policy enforcement. Not bolted on. Built into the runtime from day one. Every violation goes straight to the immutable audit log.
Per-agent budget caps
Daily spend limits enforced at the runtime layer. `budget.blocked` events hit the audit log the moment a cap is crossed. No surprise bills.
Runtime guardrails
Tool allowlists, step caps, duration limits, output validators. Enforced by the backend, not trusted to the prompt.
Human-in-the-loop gates
Tie HITL checkpoints to skill metadata. High-risk tool calls pause for operator approval before they fire.
Kill switch + audit trail
Stop any agent mid-run instantly. Every action, every policy evaluation, every state change is cryptographically anchored to the agent spec version.
Improve with
evidence, not guesswork.
Evals turn iteration from opinion into measurement. Version control + rollback turn every improvement into a safe commit. Use traces, eval scores, and cost data to make agents better, run after run.
Eval harness
Version timeline
Get in before launch.
Zahara is the control plane and harness for teams shipping agents into production. Pick your track below.
Models create capability. Zahara creates deployability.
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