CyberMind v4.3.0: OMEGA Smart Pipeline, Isolated Venv, and Brain Self-Learning

The problem v4.3.0 solves

Before v4.3.0, users had to know which mode to run. Got an email? Run /breach then /osint-deep. Got a binary? Run /reveng. Got a domain? Run /recon then /hunt then /abhimanyu. That mental overhead was a real barrier.

v4.3.0 removes it. OMEGA now detects what you gave it and routes the right pipeline automatically. You just run: cybermind /plan <anything>.

sudo cybermind /plan target.com          # web → full bug bounty pipeline
sudo cybermind /plan 8.8.8.8             # IP → port scan + CVE + exploit
sudo cybermind /plan user@gmail.com      # email → breach + OSINT
sudo cybermind /plan +91XXXXXXXXXX       # phone → WhatsApp OSINT + locate
sudo cybermind /plan johndoe             # person → 3000+ site username hunt
sudo cybermind /plan /path/to/binary     # binary → reverse engineering
sudo cybermind /plan app.apk             # APK → mobile security analysis

Isolated Python venv — the fix everyone needed

The most common complaint in the last 6 months: 'pip install fails with externally-managed-environment'. This happens on Kali 2024+, Ubuntu 23+, and Debian 12+ because they block system-wide pip installs by default.

v4.3.0 fixes this with a 3-layer isolation system. Every Python tool now gets its own venv. No system pollution, no version conflicts, no broken installs.

• Layer 1: pipx with PIPX_BIN_DIR=/usr/local/bin — binary auto-lands in PATH
• Layer 2: /opt/<toolname>-venv — dedicated venv per tool
• Layer 3: pip3 --break-system-packages — last resort only
• Git tools: .venv inside installDir, wrapper uses venv python

Brain self-learning — the system gets smarter

Every tool run now feeds the brain. If nuclei finds 5 vulns on a PHP target, its confidence score goes up. Next time you scan a PHP target, nuclei runs first. If a tool consistently fails on a target, it gets deprioritized.

This is real adaptive intelligence — not marketing. The self-model tracks success rates, avg bugs per scan, best vuln types, and best tech targets across all your scans.

• RecordToolRun() after every recon/hunt tool — success/failure/duration
• RecordScanComplete() after full session — bug types, tech stack saved
• GetAdaptiveToolOrder() — future scans run highest-confidence tools first
• SelfReflect() — generates insights and recommendations

12 new exploit tools

The Abhimanyu arsenal grew by 12 tools, all research-backed from the 2025-2026 offensive security landscape. The most important additions: interactsh-client for blind vulnerability detection, ghauri as a modern sqlmap alternative, and cloud_enum/pacu/roadrecon for cloud exploitation.

• interactsh-client — blind SSRF/XSS/RCE/Log4Shell detection via OOB callbacks
• ghauri — modern SQLi: WAF bypass, JSON injection, GraphQL SQLi
• cloud_enum + pacu + roadrecon — AWS/Azure/GCP exploitation chain
• puredns — 10M+ subdomains/hour with wildcard filtering
• jwt_tool — none alg, RS256→HS256, key injection attacks
• trufflehog — leaked secrets in repos, S3, filesystem