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GEMMA-by-GOOGLE

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HALO CYBERSECURITY AI PENTESTING AUTONOMOUSLY
Update — multi-agent pipeline is now actually wired end-to-end

Since the last post, the multi-agent build went from “orchestrator routing to stub agents” to a real working pipeline:

•	wafw00f integrated (tool #25) — WAF/security-solution fingerprinting, slotted into recon right after initial HTTP probing, before anything more aggressive runs.
•	Attacker is now a router, not a single generic prompt — branches into SQLi, credential brute-forcing, IDOR, SSRF, XSS, and auth/session-specific tooling based on what recon found.
•	Orchestrator now calls the real Vuln Discovery and Attacker agents (previously stubs that just echoed fake success messages) — and automatically routes every Attacker result through a new Validator stage before it counts as a finding.
•	Validator checks actual evidence (confirmed injectable params, valid creds returned, high/critical template matches, etc.) rather than trusting raw tool output — unconfirmed findings get flagged for manual review instead of silently passed through.
•	First live run surfaced two real bugs: Attacker was searching exploit-db with a raw IP instead of the actual service/version banner, and an empty follow-up recon result was overwriting a good earlier one. Both fixed — pipeline now correctly extracted dnsmasq 2.83 from nmap output, searched it, got an honest “no exploits found,”

Not flashy findings yet, but the point of today was building a pipeline that reports the true state of a target, including honest negatives — that’s the part that actually makes it trustworthy for real engagements.

Open to feedback/contributors if anyone wants to dig into the Validator confirmation heuristics or the Attacker routing logic.

https://github.com/XenoCoreGiger31/GEMMA-by-GOOGLE