Validation & Vibe‑SecurityAI‑driven CNAPP
Validation & Vibe‑Security — ship fixes with confidence
Validate exploitability in a sandbox, defend by actual severity, and code with vibe‑security: BSURF pairs with your engineers to plan, verify, and ship safe changes.
bugb.io/workspaces/vfindings
[BSURF-AI-PLAN]
# Validation Plan: Critical Zero-Day Exposure (Sandboxed Mode) model: GPT-5 (code-mode) intent: validate exploitability of CrowdStrike Falcon vulnerabilities (CVE-2025-42701, CVE-2025-42706) in sandboxed environment SUMMARY - All checks execute strictly in isolated sandbox environments — no production systems are ever impacted. - Objective: validate exposure, reproduce proof safely, and generate verified evidence packs. KEY STEPS - Retrieve indexed telemetry and identify Falcon Sensor binaries in cloud OUs. - Run safe sandbox probe for each scoped environment (AWS, GCP, manual assets). - Capture validation logs, exploit traces, and telemetry diffs. - Compile evidence pack and assign exploitability confidence score. OUTPUTS - Evidence.zip: reproducible proof and sandbox logs. - Report.md: remediation summary and detection notes. NEXT ACTIONS - [Start Validation] [Notify Owners] [Export Evidence Pack]
BSURF: "Plan ready. All validations will run in sandboxed mode. Shall I start?"
PROBLEMS
OUTPUT
DEBUG CONSOLE
TERMINAL
$ai-agent validate --sandbox CVE-2025-42701 --sandbox CVE-2025-42706
> Sandbox instance created ✓
> BSURF telemetry feed connected...
> Running validation safely inside sandbox...
Validation × Vibe‑Security
Ship security like you ship code
Pair‑program with BSURF in a sandbox. Every change is planned, verified, and reversible. No triage queues. No noise.
Agent‑assisted plansReplayable PoCsOwner‑aware routing
No more zero‑day anxiety
Validate first. Then act.
Stop reacting to feeds. Prove exploitability in your environment before blocking merges or paging teams.
Read‑only probesAuto rollback plansPost‑fix verify
Defense that tracks actual severity
Create policy from validated risk — not just CVEs
Exploitability (your env)
Blast radius
Reachability
Data sensitivity
Owners & change windows
Block merges and deployments only when risk is proven, not assumed.
Validate anything. Identify anything.
Internet‑scale
Billions of events, petabytes of logs, reproducible queries.
Critical cloud endpoints
AWS/GCP/Azure services, identities, and paths validated safely.
Vibe‑security for bug bounty
Fast PoCs, clear owners, zero‑noise handoffs.