Input: independently prepared representations, objective, protocol, conditions and test configuration. Output: directional findings, conflicts, hypotheses, information loss and workflow recommendations.
Function workbench · prepare → run in chat → validate → hand off
Load an editable input template, add evidence, then prepare the test. Empty evidence is permitted and must produce bounded uncertainty. Interaction needs at least two usable representations.
No function test executed.
Controlled composition experiment · A / B
Same frozen mission, evidence and workflow catalog. A composes directly; B uses representations and interaction findings before composition. Use separate fresh sessions for a controlled comparison.
Comparison not executed. Blank results remain pending.
Functions are reusable capabilities. Contracts specify inputs, outputs, validity and handoffs. Workflows compose contributions. Agents are operational executors; this panel currently uses ChatGPT role lenses. Orchestration selects and integrates by mission.
05 · System Assessment
ShadiGPT · Integrity Gate — Show / Hide
Separate evidence from inference; test assumptions, contradictions and failure conditions. Flag unsupported claims before integration.
TarekGPT · Commercial Value Gate — Show / Hide
Identify the buyer, costly problem, usable deliverable and willingness-to-pay evidence. Make the proceed / revise / stop threshold explicit.
Experimental contracts and source versions are inspectable. Schema checks do not establish real-world validity, agent interoperability or decision improvement. Planning state is local to this panel. External jobs and independent agents are not connected.