Agent runtime
Structured planning, action state, retries, tool selection, model routing, and failure-safe execution.
AI AGENT DEVELOPMENT COMPANY
AI agents designed for real tools, real risk, and measurable outcomes.
Kernolix is an AI agent development company focused on production behavior: structured plans, limited tool permissions, human approval for consequential actions, persistent run state, and evaluation against completed work.
WHAT WE BUILD
Production capability around the model.
Every engagement connects the model to a defined workflow, narrow tools, visible risk boundaries, and measurable completion criteria.
Permissioned tools
Expose narrow read and write operations with explicit scopes, validation, and approval requirements.
Human-in-the-loop
Pause consequential actions for review while letting safe research and preparation continue.
Agent evaluation
Measure evidence quality, completion, corrections, tool errors, latency, and cost—not just response fluency.
GOOD-FIT WORKFLOWS
Start where the outcome is visible.
The best first workflow is frequent, evidence-based, and measurable, with a clear owner and an explicit boundary for external actions.
- ✓ AI sales agents
- ✓ AI customer support agents
- ✓ Operations copilots
- ✓ Research and document agents
Define the job
Specify the goal, tools, allowed actions, risk boundary, evidence needs, and completion criteria.
Engineer the runtime
Build the state, prompts, tools, guardrails, approval flow, persistence, and observability.
Evaluate production behavior
Run representative tasks, inspect failures, measure corrections, and increase autonomy only when results justify it.
QUESTIONS
What teams ask before a pilot.
What is an AI agent development company?
It builds software agents that can plan and use tools within defined permissions, while managing state, approvals, errors, and evaluation around the model.
Are Kernolix agents fully autonomous?
Autonomy is scoped by workflow risk. Safe preparation can run automatically, while consequential external writes remain visible and approval-gated.
Can an agent use our existing systems?
Yes, when the required APIs, OAuth permissions, webhooks, or internal interfaces are available and configured with narrow access.
ONE WORKFLOW
Bring us the bottleneck.
We will map the work, identify the risk boundary, and show what a controlled production pilot should prove.