High-risk tools in Denpex
4 of the 15 tools in Denpex are classified as high risk. This page profiles those tools specifically, with recommended policy actions and the attack patterns that target them.
Every operation listed below is an action PolicyLayer recommends controlling at the transport layer. Open any tool to see the full profile, risk score, and YAML policy snippet.
Tools at high risk
-
compare_runsExecute'It worked yesterday.' Give it the logs from the run that worked and the run that failed, and it isolates what actually changed between them instead of re-diagnosing the failure...
-
diff_environmentsExecuteDiff the SOFTWARE environment between a good run and a bad one — torch / CUDA / NCCL / driver / flash-attn versions, env vars — and flag combinations known to be broken. Feed it...
-
node_healthExecuteScore the health of every node Denpex is monitoring in your fleet, worst first. Use it to answer 'which nodes should I exclude from this job?' before scheduling, or 'what else i...
-
predict_failuresExecuteList the predictive risk scores Denpex has computed for your fleet — nodes whose counters are trending toward a failure that has not happened yet (rising correctable ECC, row-re...
Attacks that target this class
High-risk tools in any server share these documented attack patterns. Each links to the full case and the defensive policy.