Personal operating belief
I taught leaders to manage people. Now I teach them to manage agents.
Both come down to clarity, communication, and structure. Only one comes with emotional trauma.
Co-founder · PraxisLoop AI · Raygency

The shift
You already manage people. Agents run on the same skill.
Clear instruction. A standard for what good looks like. Structure that makes good work repeat. That is how you run a team, and it is how you run agents. Most companies bought the tools and skipped this part. That is why the pilot stalls.
The human skill
- Define what good output looks like before work starts
- Give the context behind the ask
- Set guardrails and review what comes back
- Build structure so quality repeats without you
Working with agents
- Work that took a sprint now runs in seconds
- The team scales without hiring
- Mistakes are specs to fix, not feelings to manage
- No politics, no burnout, no one quits on a Friday
What I do
I train both sides of the loop.
Train the humans
Corporate workshops and programs that teach HR, finance, operations, and every team to work with AI on their own tools. Hands-on, role-specific, built around the work they actually do.
Build the systems
I design and ship the AI systems that run real work and survive past the pilot. Specs, agents, and the plumbing that makes them dependable.
Train the AI
I tune the agents, write the instructions, and set the guardrails so the system keeps optimizing instead of quietly drifting off the rails.
The loop closes when humans define what "done" looks like and the AI ships it. I train the people to set that bar and I build the agents that hit it, so the two keep improving each other. See how we work together →
Built for your department
HR, finance, operations. The system plugs into the tools they already use.
This goes past generic prompting. I teach each team to run AI that is wired into their own stack, and I build that system with them.
Hiring and policy, handled
Screen applicants from your ATS, answer policy questions from the handbook, and keep onboarding moving, so the team stops re-typing the same things.
Close faster, eyes still on it
Reconcile the ledger, flag what looks off, and draft the commentary from your real numbers. You keep the sign-off.
Nothing sits in the queue
Triage tickets, update the tracker, and chase status across systems, so work moves without waiting on someone to notice.
A CRM that stays current
Enrich the lead, draft the follow-up, and keep records up to date instead of rotting between quarters.
If it has a workflow, it fits
Any function with a repeatable process and the tools to run it can close the loop. We start with their real work.
The method
AI that ships, because humans define what done looks like.
Define
People set the standard: what good looks like, where the line is, what must never happen. The spec is the real work.
Build
Agents do the volume against that spec, inside guardrails, at a speed no team of people could match.
Close the loop
Humans review, correct, and sharpen the spec. Every pass makes both the people and the system better.
What changes
What a running loop looks like.
Weeks of manual reconciliation become an afternoon of review.
The same policy question, answered once, then answered for good.
Status you used to chase by hand starts updating itself.
The leaders who thrive aren't the ones replacing people with AI. They're the ones teaching their people to work with it.
Renuka Adnani · THE HUMAN LOOP
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Work with me
Bring the loop to your team.
Let's talk about your team.
A 30-minute call to find where the loop is breaking and what it would take to close it. No pitch deck, just a straight read on whether I can help.
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