FURKAN SAKIZLIAI DATA ENGINEERING

AGENTIC SYSTEMS · AI DATA ENGINEERING

An agent needs a workspace, not just a persona

A persona gives an agent a voice. Only a workspace gives it an objective, state, evidence, boundaries and a verifiable handoff.

A modular bright workspace for an AI agent with a source archive, project state, tool cabinet, checkpoint gate and handoff package; a small persona card stands outside the operating system.
01 · STATEAre the objective, valid artifacts, blockers and next action visible outside chat?
02 · AUTHORITYAre tools, data access, budgets and confirmations technically constrained?
03 · EVIDENCEAre sources, actions, tests and handoffs recorded reproducibly?
CORE METHOD

THE AGENT-WORKSPACE CYCLE

Read state, choose the next step, check authority, execute, observe the result, test acceptance and update status.

THE THREE-CASE TEST

Test an ordinary path, conflicting source and failed tool action. The agent must explain state, stop safely and produce a dependable handoff.