Workspace / developer
ROLE PORTAL • LEAD DEVELOPERActive Session: Nitin Pandey

AI Patch Synthesis & Security Verification Studio

Autonomous vulnerability remediation powered by NVIDIA Nemotron, verified against deterministic security invariants and 8 automated gates before release.

MicroVM Sandbox
Hermetic Runner (Ready)
AI Remediation Model
NVIDIA Nemotron 70B
Gate Pass Rate
8 / 8 Gates Passed (100%)
Token Budget
42,000 / 100,000 Tokens

Active Defect Remediation: CWE-89: SQL Injection via Unbound Parameter

Active Invariant

Target File: src/api/users/controller.ts:42

Vulnerable ImplementationAST Taint Sink
// VULNERABLE: Direct string interpolation in SQL query
async function getUserRecord(req: Request, res: Response) {
  const { userId } = req.query;
  const query = `SELECT * FROM users WHERE id = '${userId}'`;
  const result = await db.raw(query); // <-- CWE-89 SQL Injection
  return res.json(result);
}
Nemotron Hardened InvariantZero-Day Safe
// HARDENED: Tree-Sitter AST parameterized binding invariant
async function getUserRecord(req: Request, res: Response) {
  const { userId } = req.query;
  // Invariant verified: Parameterized binding prevents taint propagation
  const result = await db('users')
    .where({ id: String(userId) })
    .first();
  return res.json(result);
}
AST Syntax Pass · Taint Propagation Neutralized
Taint Depth: 0Masked Tokens: 38Compiler Verdict: ACCEPTED

Assigned Developer Tasks (3)

Triaged vulnerabilities queued for AST synthesis and container probe testing

View All in Cockpit
Task IDDefect TitleAffected TargetCWE IDStatusAction
TASK9142Broken Object-Level Auth (IDOR) in Workspace Billingbackend/api/workspaces.py:84-89CWE-639In RemediationRepair
TASK8201SQL Injection in Audit Log Filter Parameterbackend/db/queries.py:112-115CWE-89Gates VerifiedRepair
TASK6102Catastrophic Regex Backtracking (ReDoS) in Slug Parserbackend/utils/slug.py:14-17CWE-400SealedRepair
Ledger Valid · SHA-256 Head #5Nebius Token Factory · NVIDIA Nemotron 3ProofStack v1.0