AI Agents
HarLyn Digital Partners designs and ships autonomous AI agents that take bounded, validated actions inside your systems instead of just answering questions. Every tool call is schema-validated; every consequential action has a human-approval boundary. Led by AI Systems Lead Harrison Ndeke, whose dedicated agent-development practice is documented at harrisonndeke.co.ke/ai-agent-developer-kenya.
Goal definition → bounded tool set → JSON-schema validated calls → approval checkpoint (if consequential) → execution → observable log → fallback on uncertainty
What we deliver
- Bounded-permission agent architecture, scoped to specific tools
- JSON-schema validation on every tool call, input and output
- Human-approval checkpoints for payments, external messages & data changes
- Fallback behavior when the agent cannot proceed safely
- Observable execution logs for every agent decision and action
- Integration into CRMs, calendars, email and internal APIs via n8n or direct calls
Stack
Related capabilities
Frequently asked
What is an AI agent, as HarLyn builds them?
An AI agent takes bounded, validated actions inside your systems toward a defined goal — checking a calendar, updating a record, sending a follow-up — rather than just answering a question like a chatbot. Every action is constrained to a specific tool set with schema-validated inputs and outputs.
How do you prevent an AI agent from taking an unsafe or unintended action?
Three layers: bounded permissions so the agent can only call the tools it's explicitly given, JSON-schema validation on every tool call before it executes, and human-approval gates in front of consequential actions such as payments, external messages, or irreversible data changes.
What happens when an agent isn't sure what to do?
It falls back rather than guessing — surfacing the situation to a human or halting the task, with an observable log of what it attempted and why, instead of taking an unverified action.
Can AI agents be wired into our existing tools?
Yes — agents are typically connected to CRMs, databases, email, calendars, and internal APIs through n8n or direct API integration, with the same validation and retry discipline applied to every external call.
Who leads AI agent development at HarLyn Digital Partners?
Harrison Ndeke, Co-Founder and AI Systems Lead, based in Nairobi. He also runs a dedicated AI agent development practice at harrisonndeke.co.ke.
Have an AI agent project in mind?
Start with the 48-hour Secure Digital Workflow Assessment, or reach out directly.