Salah Abdelkhalek
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Autonomous agents · Human in the loop

AI agents: automation you can trust

Two autonomous agents that take on the repetitive work of growing a business, with a human in control.

Agents
Social media · Prospecting
Control
One human approval per item
Running cost
No subscription
Approval gate

01Context

Growing a small business means two endless chores: posting consistently on social media, and finding new clients. Both are repetitive, and both are risky to hand to a fully autonomous AI.

02Challenge

Automate almost all of the work while keeping a human firmly in control, at no running cost, and with no data leaving the server.

03Architecture

A local, open-source model that only writes; search, filtering, scoring, checks and scheduling are ordinary code.

Automatic quality checks catch the model's mistakes before a human sees the result.

One approval per item, in one click, from a phone or a computer. Each agent remembers what it has done, and runs 24/7 in containers.

04Key decisions

Keep the AI to the one thing it does well, writing, and keep everything else deterministic and testable.

Build responsibility in: public contact details only, an opt-out in every email, one follow-up maximum, and sending pauses automatically if delivery quality drops.

05Result

A steady social media presence and a continuous flow of qualified leads, for a few minutes a day, with full control and no subscription.