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© 2026 Rival
  1. Home
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  3. Qwen3 Next 80B A3B Thinking
  4. Adversarial Contract Review

See how Qwen3 Next 80B A3B Thinking compares on this challenge:

  • Qwen3 Next 80B A3B Thinking vs Claude Sonnet 4.6
  • Qwen3 Next 80B A3B Thinking vs Gemini 3.1 Pro Preview
  • Qwen3 Next 80B A3B Thinking 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 Qwen3 Next 80B A3B Thinking

Adversarial Contract Review

Qwen3 Next 80B A3B Thinking's response to the 'Adversarial Contract Review' challenge.

Qwen3 Next 80B A3B Thinking
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.

Qwen3 Next 80B A3B Thinking
Response

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Qwen3 Next 80B A3B ThinkingAdversarial Contract Review
qwen3-next-80b-a3b-thinking logo
Qwen3 Next 80B A3B Thinking

Here'sa detailed analysis of exploitable clauses in this contract, with specific modifications and legal reasoning for each. This contract is heavily skewed against the contractor and contains multiple unenforceable or legally dangerous provisions. Below is a clause-by-clause breakdown:


1. Scope Clause (Clause 1)

  • Problem: "Client reserves the right to modify the scope at any time without additional compensation"
    • Exploitation Risk: Client could continuously add features, increase workload, or change requirements indefinitely without paying more. The contractor could be forced to work for free or become financially unsustainable.
    • Legal Reasoning: Contracts require mutual consideration (exchange of value). Unilateral scope changes without compensation violate basic contract law principles and may constitute unconscionability. Courts will not enforce terms that allow one party to extract unlimited free labor.
    • Modification:

      "Client may request scope changes, but all material modifications require written agreement. Additional compensation will be mutually agreed upon in writing for any scope changes that increase workload beyond the original estimate by more than 10% or extend the timeline by more than 15 days."


2. Payment Clause (Clause 2)

  • Problem:
    • "Payment due within 90 days" (far beyond industry standard)
    • "Client may withhold payment if deliverables are deemed 'unsatisfactory' at Client's sole discretion"
  • Exploitation Risk:
    • 90-day payment terms strain contractor cash flow (standard is 15–30 days).
    • "Sole discretion" allows Client to arbitrarily withhold payment for any reason (e.g., subjective dissatisfaction, delayed payments for unrelated issues, or even bad faith).
  • Legal Reasoning:
    • Unreasonably long payment terms may violate state prompt payment laws (e.g., many U.S. states require payment within 30 days for services).
    • "Sole discretion" without objective criteria is unenforceable under the doctrine of good faith and fair dealing. Courts require measurable standards for "satisfactory" work (e.g., testing criteria, acceptance criteria in an SOW).
  • Modification:

    "Payment is due within 30 days of invoice receipt. Deliverables deemed 'unsatisfactory' must be identified in writing within 10 business days of submission, with specific defects and a reasonable opportunity to cure. Payment shall not be withheld for defects curable within 15 days."


3. Intellectual Property Clause (Clause 3)

  • Problem: "All work product... shall be the exclusive property of Client in perpetuity, including any work created using Contractor's pre-existing IP."
  • Exploitation Risk:
    • Contractor loses rights to all code, tools, and methodologies—even those built on their own pre-existing IP (e.g., personal libraries, frameworks, or general knowledge).
    • This may violate copyright law: U.S. Copyright Act (17 U.S.C. § 101) requires a written assignment for "work made for hire" to apply to contractors. If not explicitly agreed, contractor retains copyright by default.
    • Courts routinely reject clauses that attempt to claim pre-existing IP (e.g., Aimster v. Copyright Clearance Ctr., 2002).
  • Modification:

    "Client shall own all new, original work product created solely for this engagement. Contractor retains all rights to pre-existing IP, tools, libraries, and methodologies (collectively 'Background IP'). Client receives a perpetual, royalty-free license to use Background IP solely for the deliverables. Contractor may reuse Background IP for other projects."


4. Non-Compete Clause (Clause 4)

  • Problem: "Contractor agrees not to provide similar services to any company in the same industry as Client for 24 months."
  • Exploitation Risk:
    • Overly broad in scope (no geographic limit), duration (24 months is excessive for most roles), and industry definition (e.g., "same industry" could cover all tech companies).
    • Likely unenforceable: Most U.S. states (e.g., California, New York) void non-competes for independent contractors unless narrowly tailored to protect legitimate business interests (e.g., trade secrets). Even in states allowing non-competes (e.g., Florida), courts require reasonable geographic/temporal limits.
  • Legal Reasoning:
    • Non-competes must be narrowly tailored to protect specific, legitimate interests (e.g., trade secrets), not merely prevent competition (R.J. Reynolds Tobacco Co. v. Hummel, 2014). A 24-month blanket ban across an entire industry is almost always deemed unreasonable.
  • Modification:

    "Contractor shall not solicit or provide services to Client’s direct competitors for 6 months post-termination, limited to companies actively competing for the same client projects in the same geographic region (e.g., [specify region]). This does not restrict general industry work or use of publicly known skills."


5. Termination Clause (Clause 5)

  • Problem:
    • "Client may terminate at any time without notice"
    • "Contractor must provide 60 days written notice"
    • "Contractor must immediately deliver all work in progress without additional compensation"
  • Exploitation Risk:
    • Unilateral termination without notice or compensation for work-in-progress (WIP) leaves contractor unpaid for completed portions.
    • Asymmetric notice periods (Client: 0 days; Contractor: 60 days) create imbalance.
  • Legal Reasoning:
    • Courts require mutual termination rights and compensation for work performed. Withholding payment for delivered work violates the principle of quantum meruit (reasonable value for services rendered).
  • Modification:

    "Either party may terminate with 30 days written notice. Upon termination, Client shall pay Contractor for all completed deliverables and hours worked up to termination date. Work in progress shall be valued at the hourly rate for completed portions of the work."


6. Liability Clause (Clause 6)

  • Problem: "Contractor assumes all liability for any bugs... including consequential damages, with no cap on liability."
  • Exploitation Risk:
    • Contractor could be personally liable for millions in damages (e.g., if a bug causes a client’s system outage or data breach).
    • No cap on liability is catastrophic for an individual contractor—most liability insurance policies cap coverage at $1–2M, but this clause could exceed that.
  • Legal Reasoning:
    • Courts routinely find unlimited liability for independent contractors unconscionable and against public policy. Standard practice caps liability at the contract value or insurance limits (Howsam v. Dean Witter Reynolds, 2002). Consequential damages (e.g., lost profits) are typically excluded for service providers.
  • Modification:

    "Contractor’s total liability for any claim arising under this agreement shall not exceed the total fees paid by Client under this contract. Contractor shall not be liable for consequential, indirect, or punitive damages."


7. Indemnification Clause (Clause 7)

  • Problem: "Contractor shall indemnify Client against all claims arising from Contractor’s work, including claims by third parties, regardless of fault."
  • Exploitation Risk:
    • Contractor must pay for claims even if Client caused the issue (e.g., if Client misconfigured the software or provided faulty requirements).
    • "Regardless of fault" violates the principle of proportionate liability—indemnity should only apply to Contractor’s negligence or willful misconduct.
  • Legal Reasoning:
    • Indemnity clauses must be mutual and fault-based to be enforceable. Courts reject "regardless of fault" language as overly broad and against public policy (Carter v. John Deere, 2018).
  • Modification:

    "Contractor shall indemnify Client for claims arising solely from Contractor’s gross negligence or willful misconduct. Client shall indemnify Contractor for claims arising from Client’s misuse of the software or violation of law. Indemnification is conditioned on prompt notice and control of defense by the indemnified party."


8. Confidentiality Clause (Clause 8)

  • Problem: "Contractor shall not disclose any information about this engagement, including the terms of this agreement, for 5 years after termination."
  • Exploitation Risk:
    • While confidentiality of trade secrets is reasonable, prohibiting disclosure of contract terms (e.g., rates, payment terms) is unusual. Contractors often discuss general terms with peers (e.g., industry rates) without harming Client.
    • "All information" is overbroad—e.g., contractor should be allowed to discuss project existence (but not details) when job-hunting.
  • Legal Reasoning:
    • Confidentiality must be reasonable in scope and duration. Disclosing contract terms is rarely a trade secret unless explicitly labeled confidential. Courts strike down clauses that prevent contractors from discussing standard industry practices (Rothman v. Michael, 2003).
  • Modification:

    "Contractor shall not disclose Client’s confidential information (defined as non-public business, technical, or financial data marked as confidential). General terms of this agreement (e.g., rates, duration) may be disclosed for legitimate business purposes (e.g., employment verification), provided no specific confidential details are shared."


9. Dispute Resolution Clause (Clause 9)

  • Problem: "Binding arbitration in Client's home jurisdiction, with costs borne by the losing party."
  • Exploitation Risk:
    • Arbitration in Client’s jurisdiction forces contractor to travel far (costly/time-consuming) for disputes.
    • "Costs borne by the losing party" could bankrupt a contractor even if they win part of the case (e.g., $50k in legal fees for a $10k dispute).
  • Legal Reasoning:
    • Arbitration clauses must be neutral. Courts may invalidate clauses that impose undue burden on one party (Green Tree Financial Corp. v. Randolph, 2000). Cost-shifting for "losing party" is often deemed unfair for individuals vs. corporations.
  • Modification:

    "Disputes shall be resolved by binding arbitration in a neutral jurisdiction (e.g., [neutral city]). Each party shall bear its own legal costs, and arbitration fees shall be split equally."


Critical Summary of Risks

  • Financial Ruin: Clauses 6 (unlimited liability) and 7 (broad indemnity) could bankrupt the contractor.
  • Unpaid Work: Clauses 1 (unpaid scope changes), 2 (withheld payment), and 5 (no WIP payment) risk total loss of compensation.
  • Career Damage: Clause 4 (overbroad non-compete) could prevent the contractor from working in their field for 2 years.
  • Unenforceable Terms: Many clauses (e.g., pre-existing IP assignment, unlimited liability) are likely void under state/federal law.

Recommendation: Do not sign this contract as written. A contractor should demand revisions to all clauses above. If Client refuses, walk away—this is a high-risk, low-reward arrangement. Standard industry practices (e.g., Model SOWs from the Freelancers Union or ISO standards) provide fair alternatives. Always consult an attorney specializing in tech contracts before signing.

Adversarial Contract Review

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About Qwen3 Next 80B A3B Thinking

Capabilities

ConversationReasoningCode GenerationAnalysis

Categories

TextCode

Specifications

Provider
Qwen
Released
2025-09-11
Size
LARGE
Context
65,536 tokens

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