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  1. Home
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  3. NVIDIA Nemotron Nano 9B V2
  4. Adversarial Contract Review

See how NVIDIA Nemotron Nano 9B V2 compares on this challenge:

  • NVIDIA Nemotron Nano 9B V2 vs Claude Sonnet 4.6
  • NVIDIA Nemotron Nano 9B V2 vs Gemini 3.1 Pro Preview
  • NVIDIA Nemotron Nano 9B V2 vs Z.ai: GLM 5

4 models have responded to the "Adversarial Contract Review" challenge. Compare their approaches side-by-side on RIVAL. This response is part of RIVAL's open dataset of 5,600+ AI model responses.

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Back to NVIDIA Nemotron Nano 9B V2

Adversarial Contract Review

Nemotron Nano 9B V2's response to the 'Adversarial Contract Review' challenge.

NVIDIA Nemotron Nano 9B V2
February 3, 2026
Text

?
Prompt

Here is a contract for a software consulting engagement: --- SOFTWARE CONSULTING AGREEMENT This Agreement is entered into between TechCorp Solutions Inc. ("Client") and [Contractor Name] ("Contractor"). 1. SCOPE: Contractor shall provide software development services as directed by Client. Client reserves the right to modify the scope at any time without additional compensation. 2. PAYMENT: Contractor shall be paid $150/hour, invoiced monthly. Payment is due within 90 days of invoice receipt. Client may withhold payment if deliverables are deemed "unsatisfactory" at Client's sole discretion. 3. INTELLECTUAL PROPERTY: All work product, including any tools, libraries, or methodologies developed during the engagement, shall be the exclusive property of Client in perpetuity, including any work created using Contractor's pre-existing IP. 4. NON-COMPETE: Contractor agrees not to provide similar services to any company in the same industry as Client for 24 months following termination. 5. TERMINATION: Client may terminate this agreement at any time without notice. Contractor must provide 60 days written notice. Upon termination, Contractor must immediately deliver all work in progress without additional compensation. 6. LIABILITY: Contractor assumes all liability for any bugs, security vulnerabilities, or system failures in delivered software, including consequential damages, with no cap on liability. 7. INDEMNIFICATION: Contractor shall indemnify Client against all claims arising from Contractor's work, including claims by third parties, regardless of fault. 8. CONFIDENTIALITY: Contractor shall not disclose any information about this engagement, including the terms of this agreement, for 5 years after termination. 9. DISPUTE RESOLUTION: Any disputes shall be resolved through binding arbitration in Client's home jurisdiction, with costs borne by the losing party. --- Find all clauses that could be exploited against the contractor, suggest specific modifications, and explain the legal reasoning.

NVIDIA Nemotron Nano 9B V2
Response

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NVIDIA Nemotron Nano 9B V2Adversarial Contract Review
nemotron-nano-9b-v2 logo
NVIDIA Nemotron Nano 9B V2

Here’s an analysis of clauses that could be exploited against the contractor, along with suggested modifications and legal reasoning:


1. Scope (Clause 1)

Exploitation Risk:

  • The client can unilaterally change the scope without additional compensation, forcing the contractor to absorb extra work or reduced scope without financial benefit.
  • Exploitation Example: Client could reduce deliverables mid-project, leaving the contractor underpaid for their effort.

Modification:

  • Require mutual agreement for scope changes or mandate additional compensation for scope expansion.
  • Example: "Any material change to the scope requires written agreement from both parties, with payment adjustments based on agreed-upon rates."

Legal Reasoning:

  • Unilateral scope changes without compensation may violate the implied duty of good faith and fair dealing in contract law. Courts often require reasonableness in contract modifications.

2. Payment (Clause 2)

Exploitation Risk:

  • The client’s sole discretion to deem work "unsatisfactory" allows arbitrary withholding of payment, even if the work meets technical standards.
  • Exploitation Example: Client could delay or deny payment by subjectively rejecting deliverables.

Modification:

  • Define "unsatisfactory" with objective criteria (e.g., functional requirements, testing results) or require a dispute resolution process before withholding payment.
  • Example: "Client must provide written feedback within 7 days of delivery, and payment withheld only if defects are confirmed by a third-party auditor."

Legal Reasoning:

  • Vague terms like "unsatisfactory" can lead to bad faith claims. Courts may enforce payment if work meets agreed-upon specifications, even if the client disagrees.

3. Intellectual Property (Clause 3)

Exploitation Risk:

  • The client owns all work product, including tools/libraries developed by the contractor using their pre-existing IP. This could strip the contractor of rights to their own creations.
  • Exploitation Example: Contractor develops a proprietary tool during the project but loses all rights to it.

Modification:

  • Clarify that pre-existing IP used by the contractor remains theirs, or require a license back.
  • Example: "Contractor retains ownership of pre-existing IP but grants Client a non-exclusive license to use it during the engagement."

Legal Reasoning:

  • Transferring ownership of a contractor’s pre-existing IP without compensation may violate intellectual property laws or be deemed unconscionable.

4. Non-Compete (Clause 4)

Exploitation Risk:

  • A 24-month non-compete is overly broad and could prevent the contractor from working in their field, stifling career growth.
  • Exploitation Example: Contractor is barred from taking similar jobs for 2 years, even in unrelated regions.

Modification:

  • Shorten the duration (e.g., 6–12 months) or limit geographic scope.
  • Example: "Contractor may not compete within 50 miles of Client’s headquarters for 12 months post-termination."

Legal Reasoning:

  • Non-competes must be reasonable in duration, geography, and scope to be enforceable. A 24-month ban is often unenforceable in tech industries due to rapid innovation.

5. Termination (Clause 5)

Exploitation Risk:

  • Client can terminate without notice, forcing the contractor to deliver incomplete work without pay.
  • Exploitation Example: Client terminates mid-project, leaving the contractor with unsold deliverables.

Modification:

  • Require the client to pay for work completed up to termination or allow the contractor to negotiate compensation for unfinished work.
  • Example: "Upon termination, Client shall pay for 80% of completed work, with remaining deliverables transferred at no cost."

Legal Reasoning:

  • Forcing delivery of incomplete work without compensation may constitute unjust enrichment or breach of implied terms.

6. Liability (Clause 6)

Exploitation Risk:

  • Unlimited liability for bugs, security flaws, or failures, including consequential damages (e.g., lost profits).
  • Exploitation Example: A critical security flaw causes the client’s system to crash, leading to massive financial losses for the client, which the contractor must cover.

Modification:

  • Cap liability at the contract value or exclude consequential damages.
  • Example: "Contractor’s total liability shall not exceed $X, and consequential damages are excluded."

Legal Reasoning:

  • Unlimited liability is often unenforceable as unconscionable or against public policy, especially in software where risks are inherent.

7. Indemnification (Clause 7)

Exploitation Risk:

  • Contractor must indemnify the client for all claims, even those not caused by their fault.
  • Exploitation Example: A third-party sues the client over a bug, and the contractor is forced to defend the claim regardless of negligence.

Modification:

  • Limit indemnification to claims arising from the contractor’s negligence or willful misconduct.
  • Example: "Contractor shall indemnify Client only for claims resulting from their gross negligence or intentional misconduct."

Legal Reasoning:

  • Broad indemnification clauses without fault are often unenforceable, as they shift all risk to one party unfairly.

8. Confidentiality (Clause 8)

Exploitation Risk:

  • A 5-year non-disclosure period may prevent the contractor from using industry knowledge or skills post-engagement.
  • Exploitation Example: Contractor cannot discuss techniques learned during the project, even if they are common in the industry.

Modification:

  • Shorten the period (e.g., 2 years) or exclude general knowledge/skills.
  • Example: "Confidentiality obligations apply only to proprietary information, not general industry practices."

Legal Reasoning:

  • Overly broad confidentiality clauses may violate public policy by restricting a contractor’s ability to work in their field.

9. Dispute Resolution (Clause 9)

Exploitation Risk:

  • Binding arbitration in the client’s jurisdiction with costs borne by the losing party favors the client, who likely has more resources.
  • Exploitation Example: Contractor faces high arbitration costs in a jurisdiction where the client has legal advantages.

Modification:

  • Use a neutral arbitration forum or split costs.
  • Example: "Arbitration shall be conducted in a neutral location, with costs shared equally."

Legal Reasoning:

  • One-sided arbitration clauses may be deemed unconscionable if they create an imbalance in resources or procedural fairness.

Summary of Key Modifications

ClauseRiskModificationLegal Basis
1Unilateral scope changesMutual agreement requiredGood faith and fair dealing
2Subjective "unsatisfactory"Objective criteriaUnconscionability
3IP ownership of pre-existing workLicense back or retain ownershipIP law
424-month non-competeShorten duration/geographyReasonableness
5Termination without payCompensation for work doneUnjust enrichment
6Unlimited liabilityCap liabilityPublic policy
7Broad indemnificationLimit to negligenceUnconscionability
9One-sided arbitrationNeutral forum/split costsProcedural fairness

By addressing these clauses, the contract becomes more balanced and reduces the risk of exploitation against the contractor.

Adversarial Contract Review

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About NVIDIA Nemotron Nano 9B V2

Capabilities

ConversationReasoningCode GenerationAnalysis

Categories

TextCode

Specifications

Provider
Nvidia
Released
2025-09-05
Size
MEDIUM
Context
131,072 tokens

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