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- Status: Open.
Move ai_appsec_sensor.py/dev_agent_firewall.py from tools/ai_guardrails/ to security/
appsecAgentic guardrails, prompt injection, and RCE sensorsAgentic guardrails, prompt injection, and RCE sensorspriority: lowUI tweaks, documentation, and minor optimizationsUI tweaks, documentation, and minor optimizationsrefactorStructural cleanup or optimization without altering behaviorStructural cleanup or optimization without altering behaviorStatus: Open.#1180 In squid-protocol/gitgalaxy;Enhancement: make the AI Guardrails phase (ai_appsec_sensor/dev_agent_firewall) optional
appsecAgentic guardrails, prompt injection, and RCE sensorsAgentic guardrails, prompt injection, and RCE sensorsenhancementNew feature, sensor, or structural signatureNew feature, sensor, or structural signaturepriority: lowUI tweaks, documentation, and minor optimizationsUI tweaks, documentation, and minor optimizationsquestionFurther information or community discussion requestedFurther information or community discussion requestedStatus: Open.#1178 In squid-protocol/gitgalaxy;Update docs to reflect the broadened GlassWorm-style worm detector
appsecAgentic guardrails, prompt injection, and RCE sensorsAgentic guardrails, prompt injection, and RCE sensorsdocumentationUpdates to standard operating procedures, guides, or wikiUpdates to standard operating procedures, guides, or wikipriority: lowUI tweaks, documentation, and minor optimizationsUI tweaks, documentation, and minor optimizationsStatus: Open.#1177 In squid-protocol/gitgalaxy;New signal (needs design pass): bulk environment/secret dump, gated on a nearby network sink
appsecAgentic guardrails, prompt injection, and RCE sensorsAgentic guardrails, prompt injection, and RCE sensorsenhancementNew feature, sensor, or structural signatureNew feature, sensor, or structural signaturegood first issueAccessible entry point for new community contributorsAccessible entry point for new community contributorspriority: lowUI tweaks, documentation, and minor optimizationsUI tweaks, documentation, and minor optimizationsquestionFurther information or community discussion requestedFurther information or community discussion requestedsupply-chainDependency firewall, manifest parsing, and CycloneDXDependency firewall, manifest parsing, and CycloneDXStatus: Open.#1176 In squid-protocol/gitgalaxy;New signal: persistence / auto-run registration (surviving a reboot)
appsecAgentic guardrails, prompt injection, and RCE sensorsAgentic guardrails, prompt injection, and RCE sensorsenhancementNew feature, sensor, or structural signatureNew feature, sensor, or structural signaturesupply-chainDependency firewall, manifest parsing, and CycloneDXDependency firewall, manifest parsing, and CycloneDXStatus: Open.#1175 In squid-protocol/gitgalaxy;Harden self_propagation matching: tolerate path-normalization wrappers and read-then-write shape
appsecAgentic guardrails, prompt injection, and RCE sensorsAgentic guardrails, prompt injection, and RCE sensorssupply-chainDependency firewall, manifest parsing, and CycloneDXDependency firewall, manifest parsing, and CycloneDXthreat: false-negativeAccuracy tuning: Engine missed a bypass or vulnerabilityAccuracy tuning: Engine missed a bypass or vulnerabilityStatus: Open.#1174 In squid-protocol/gitgalaxy;New signal: credential/token-file targeting (what a worm is actually after)
appsecAgentic guardrails, prompt injection, and RCE sensorsAgentic guardrails, prompt injection, and RCE sensorsenhancementNew feature, sensor, or structural signatureNew feature, sensor, or structural signaturesupply-chainDependency firewall, manifest parsing, and CycloneDXDependency firewall, manifest parsing, and CycloneDXStatus: Open.#1173 In squid-protocol/gitgalaxy;Extend self_propagation language coverage: fix dead PHP/Ruby token, add PowerShell + Shell
appsecAgentic guardrails, prompt injection, and RCE sensorsAgentic guardrails, prompt injection, and RCE sensorsbugUnintended behavior or logic failure in the engineUnintended behavior or logic failure in the enginesupply-chainDependency firewall, manifest parsing, and CycloneDXDependency firewall, manifest parsing, and CycloneDXthreat: false-negativeAccuracy tuning: Engine missed a bypass or vulnerabilityAccuracy tuning: Engine missed a bypass or vulnerabilityStatus: Open.#1172 In squid-protocol/gitgalaxy;Epic: Broaden the GlassWorm-style worm detector — more languages, what it's after, harder to dodge
appsecAgentic guardrails, prompt injection, and RCE sensorsAgentic guardrails, prompt injection, and RCE sensorsenhancementNew feature, sensor, or structural signatureNew feature, sensor, or structural signatureepicLarge-scale architectural milestone or multi-issue initiativeLarge-scale architectural milestone or multi-issue initiativesupply-chainDependency firewall, manifest parsing, and CycloneDXDependency firewall, manifest parsing, and CycloneDXStatus: Open.#1171 In squid-protocol/gitgalaxy;Epic: K-Means archetype clustering (function/file/repo) has drifted out of sync with its own live feature pipeline
bugUnintended behavior or logic failure in the engineUnintended behavior or logic failure in the engineepicLarge-scale architectural milestone or multi-issue initiativeLarge-scale architectural milestone or multi-issue initiativemetricsHeuristics, risk exposures, and topological math updatesHeuristics, risk exposures, and topological math updatesml-opsXGBoost inference, model training, and feature extractionXGBoost inference, model training, and feature extractionpriority: highCore feature broken, but workarounds existCore feature broken, but workarounds existStatus: Open.#1160 In squid-protocol/gitgalaxy;File-level K-Means archetype classification silently truncates against its own trained models (115-dim global vs. 83-dim live vector)
bugUnintended behavior or logic failure in the engineUnintended behavior or logic failure in the enginedata-integrityIssues relating to RAM state or SQLite database fidelityIssues relating to RAM state or SQLite database fidelitymetricsHeuristics, risk exposures, and topological math updatesHeuristics, risk exposures, and topological math updatesml-opsXGBoost inference, model training, and feature extractionXGBoost inference, model training, and feature extractionpriority: highCore feature broken, but workarounds existCore feature broken, but workarounds existStatus: Open.#1158 In squid-protocol/gitgalaxy;