Probes

Small experiments the gym already runs. Heuristics are in-tree so they execute.

SIEM belief vs full state
netforge questions
netforge questions belief-vs-oracle --seeds 0 --max-ticks 40

id

What it checks

belief-vs-oracle

How much compromise is missing from Blue’s SIEM graph

reward-design

SLA-only / FP-penalized reward vs isolation

red-population

One Blue vs several Reds

risk-sensitive

Mean vs CVaR vs kinetic tails

time-mode

Event-driven vs fixed-step

ood-topology

More live hosts than training

adaptation

Red changes strategy mid-episode

deception

Honeypots / decoys

constrained-sla

Defense under SLA / FP costs

gnn-belief

Train a GNN on SIEM belief graphs (your trainer)

offline-to-online

Pretrain on dumps, then online

league-psro

Best response to a Red league

Add one in netforge_rl/arena/questions/. Your agent