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  1. Home
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  3. MiniMax: MiniMax M2.1
  4. Adversarial Contract Review

See how MiniMax: MiniMax M2.1 compares on this challenge:

  • MiniMax: MiniMax M2.1 vs Claude Sonnet 4.6
  • MiniMax: MiniMax M2.1 vs Gemini 3.1 Pro Preview
  • MiniMax: MiniMax M2.1 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 MiniMax: MiniMax M2.1

Adversarial Contract Review

Minimax M2 1's response to the 'Adversarial Contract Review' challenge.

MiniMax: MiniMax M2.1
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.

MiniMax: MiniMax M2.1
Response

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MiniMax: MiniMax M2.1Adversarial Contract Review
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MiniMax: MiniMax M2.1

Software Consulting Agreement: Critical Contractor Risk Analysis

This agreement contains numerous provisions that create severe legal and financial exposure for the contractor. Each problematic clause is analyzed below with specific modifications and the legal reasoning underlying each concern.


1. Scope Modification Clause

Problematic Language:

"Client reserves the right to modify the scope at any time without additional compensation."

Exploitation Risk: This clause permits unlimited scope creep at no cost to the client. A client could initially engage the contractor for a modest project and subsequently expand requirements dramatically—doubling or tripling the work—while requiring the contractor to absorb all additional effort. The phrase "as directed by Client" combined with unrestricted modification rights effectively transforms this into an open-ended commitment with no enforceable boundaries. Contractors have found themselves completing projects that bear little resemblance to their original engagement, working hundreds of additional hours without compensation.

Recommended Modification:

"Client may request modifications to the scope of services. Contractor shall evaluate such requests and provide a written estimate of additional time and compensation required. No modification shall be effective until both parties execute a written change order. Contractor shall not be obligated to perform work exceeding 110% of the originally agreed scope without a change order. Reasonable scope modifications of less than 10% may be accommodated without additional compensation, at Contractor's discretion."

Legal Reasoning: Courts generally enforce clear contractual terms, but unconscionable provisions may be voided. A modification clause lacking any procedural safeguards invites abuse. The change order requirement establishes documentation and mutual assent, while the percentage thresholds create predictable boundaries. The "reasonable modification" accommodation acknowledges that minor adjustments are inevitable in software projects while preventing exploitation.


2. Payment Terms and Discretionary Evaluation

Problematic Language:

"Client may withhold payment if deliverables are deemed 'unsatisfactory' at Client's sole discretion."

Exploitation Risk: The undefined term "unsatisfactory" creates absolute discretion for the client to refuse payment indefinitely. A client could claim dissatisfaction with deliverables that fully meet specifications, using this provision as leverage for free work or as an outright refusal to pay. The 90-day payment window combined with discretionary withholding means contractors may complete substantial work and wait over three months for payment—if it arrives at all. The subjectivity of "unsatisfactory" provides no enforceable standard, shifting all risk to the contractor.

Recommended Modification:

"Payment terms: Contractor shall be paid $150/hour, invoiced monthly. Payment is due within 30 days of invoice receipt. Deliverables shall be deemed 'satisfactory' if they conform to the written specifications mutually agreed upon in a statement of work. If Client believes deliverables are unsatisfactory, Client shall provide written notice specifying deficiencies within 15 business days of delivery. Contractor shall have 15 business days to cure any documented deficiencies. Payment shall not be withheld for deficiencies that have been cured or for issues not documented per this provision. Late payments shall accrue interest at 1.5% per month."

Legal Reasoning: The original clause violates fundamental contract principles by eliminating the requirement for good faith performance. Courts routinely require that discretionary powers be exercised reasonably and in good faith, even when contracts specify "sole discretion." By defining satisfactory performance against objective specifications and establishing cure procedures, this modification creates enforceable standards. The 30-day payment term reflects commercial reasonableness and is enforceable under prompt payment statutes in many jurisdictions. Interest provisions provide remedies that compensate for delayed payment without requiring litigation.


3. Overbroad Intellectual Property Assignment

Problematic Language:

"All work product... shall be the exclusive property of Client in perpetuity, including any work created using Contractor's pre-existing IP."

Exploitation Risk: This clause accomplishes three troubling outcomes. First, it requires the contractor to assign all work product, which is generally acceptable in consulting engagements. Second, it captures "any tools, libraries, or methodologies developed during the engagement"—potentially covering general improvements to the contractor's own processes that would exist regardless of this specific engagement. Third, the phrase "including any work created using Contractor's pre-existing IP" requires the contractor to grant ownership of work that incorporates the contractor's own intellectual property, effectively transferring the contractor's pre-existing IP to the client merely by using it in the engagement. This means a contractor's general-purpose utilities, frameworks, or methodologies could become client property.

Recommended Modification:

"Work Product Assignment: Contractor hereby assigns to Client all right, title, and interest in and to deliverables specifically created for Client under this Agreement and identified in a statement of work. Pre-Existing IP: Contractor retains all rights in Contractor's pre-existing intellectual property, including methodologies, tools, libraries, and know-how ("Contractor IP"), whether or not developed prior to this Agreement. Contractor grants Client a perpetual, royalty-free, non-exclusive license to use Contractor IP solely as incorporated in deliverables. Upon request, Contractor shall provide reasonable documentation of Contractor IP incorporated in deliverables. Background IP: Any intellectual property developed by Contractor independently of this engagement shall remain Contractor's property."

Legal Reasoning: Intellectual property assignments must be specific to be enforceable. Courts generally require that assignment provisions clearly identify the scope of transferred work product rather than claiming all intellectual property created during the engagement period. The "including" language in the original clause creates ambiguity about whether general skill improvements are transferred. By distinguishing between deliverables (specific work product), background IP (contractor's independent development), and pre-existing IP (tools brought to the engagement), this modification protects legitimate contractor interests while ensuring the client receives what they pay for. The license grant provides the client practical use rights without requiring complete ownership transfer.


4. Overly Broad Non-Compete Provision

Problematic Language:

"Contractor agrees not to provide similar services to any company in the same industry as Client for 24 months following termination."

Exploitation Risk: This provision effectively bans the contractor from working in their field for two years after any engagement with this client. The phrase "any company in the same industry as Client" could encompass virtually any software development work, since software serves nearly every industry. A contractor specializing in financial technology, for example, would be barred from working with banks, insurance companies, fintech startups, or any financial services firm. The geographic scope is unlimited, and the temporal scope (24 months) exceeds what many courts will enforce. This clause could prevent a contractor from earning a livelihood in their area of expertise.

Recommended Modification:

"Non-Solicitation: For 12 months following termination, Contractor shall not directly solicit or accept engagement from any specific competitor identified in writing by Client at the commencement of this Agreement (no more than five named competitors). This restriction shall not prohibit Contractor from providing services to any other company in Client's industry, including competitors not specifically identified above. Geographic Scope: If enforceable, this restriction applies only within the geographic markets where Client operates. Invalidation: If any provision of this clause is found unenforceable, the remaining provisions shall continue in effect, and the unenforceable provision shall be modified to the minimum extent necessary to make it enforceable."

Legal Reasoning: Non-compete provisions in contractor agreements face heightened scrutiny because contractors, unlike employees, do not trade job security for restrictive covenants. Courts typically require that non-competes be reasonable in duration (often 6-12 months), geographic scope, and the range of prohibited activities. Blanket prohibitions on working in an entire industry are routinely invalidated as overly broad. The modification reflects the "blue pencil" approach many courts use—rewriting unreasonable provisions to the minimum necessary to protect legitimate business interests. By limiting restrictions to named competitors rather than entire industries, this provision protects the contractor's ability to work while still protecting the client from direct competition.


5. Asymmetric Termination Rights

Problematic Language:

"Client may terminate this agreement at any time without notice. Contractor must provide 60 days written notice."

Exploitation Risk: This clause creates absurdly asymmetric obligations. The client can terminate instantly, leaving the contractor unpaid for work in progress and with no opportunity to mitigate damages. Meanwhile, the contractor is bound to provide 60 days of advance notice before leaving, during which the client can terminate at any moment without paying for that period. The requirement that the contractor "immediately deliver all work in progress without additional compensation" means that upon any termination—particularly abrupt client terminations—the contractor forfeits payment for work already completed. This arrangement provides the client free options to end the relationship while binding the contractor completely.

Recommended Modification:

"Termination for Convenience: Either party may terminate this Agreement for convenience upon 30 days' written notice to the other party. Upon termination notice, Contractor shall continue providing services for the notice period unless Client requests earlier termination. Client shall pay for all work performed through the effective termination date, including a prorated payment for any partial month, plus payment for work in progress at the agreed hourly rate. If Client terminates early, Client shall pay an early termination fee equal to 30 days of average billing based on the preceding three months. Termination for Cause: Either party may terminate immediately upon material breach by the other party, if such breach remains uncured for 15 days after written notice. Upon any termination, Contractor shall deliver all work in progress in completed form, and Client shall pay for all such work at the agreed rates."

Legal Reasoning: Contracts with asymmetric termination provisions may be voided under doctrines of unconscionability, particularly when the disadvantaged party has no meaningful recourse. The original clause effectively makes the contractor an employee at will while binding the contractor as if they had lifetime tenure obligations. A 30-day mutual termination period reflects the reality that software engagements require knowledge transfer and orderly winding down. The early termination fee compensates the contractor for lost income when the client exercises its convenience termination right. The requirement to pay for work in progress prevents unjust enrichment—the client receiving completed work without paying for it.


6. Unlimited Liability Without Cap

Problematic Language:

"Contractor assumes all liability for any bugs, security vulnerabilities, or system failures in delivered software, including consequential damages, with no cap on liability."

Exploitation Risk: Software development inherently involves defects. No software is completely bug-free, and security vulnerabilities can emerge from third-party components, evolving threat landscapes, or issues in underlying platforms. By assuming unlimited liability for "any bugs" and "security vulnerabilities," the contractor faces potentially catastrophic exposure. The inclusion of consequential damages—covering lost profits, business interruption, data loss, and reputational harm—could transform a minor software defect into a nine-figure lawsuit. A single undiscovered vulnerability exploited by hackers could result in liability exceeding the contractor's entire net worth and insurance coverage. This provision effectively makes the contractor an insurer for the client's entire technology stack.

Recommended Modification:

"Liability Cap: Except for breaches of confidentiality, indemnification obligations, or gross negligence, Contractor's aggregate liability for all claims arising from this Agreement shall not exceed the greater of (a) fees paid by Client in the twelve months preceding the claim, or (b) $500,000. Exclusion of Consequential Damages: In no event shall either party be liable for consequential, indirect, incidental, special, or punitive damages, even if advised of their possibility. Limitation of Remedies: Client's sole remedy for software defects shall be repair or replacement of the affected deliverables, at Contractor's option. This limitation does not apply to claims arising from Contractor's willful misconduct or fraudulent misrepresentation."

Legal Reasoning: Limitation of liability clauses are standard in commercial contracts and are generally enforceable when both parties are sophisticated commercial entities. The original clause's unlimited liability provision is unusually one-sided—most contracts cap liability at some multiple of fees paid or a specific dollar amount. The consequential damages exclusion prevents disproportionate recovery that bears no relationship to the contractor's compensation. The "greater of" formula ensures the contractor's exposure relates reasonably to the engagement value while providing a minimum floor for significant projects. Courts routinely enforce these limitations when they are clearly negotiated and documented.


7. Broad Indemnification Without Fault Limitations

Problematic Language:

"Contractor shall indemnify Client against all claims arising from Contractor's work, including claims by third parties, regardless of fault."

Exploitation Risk: The phrase "regardless of fault" eliminates any causation or fault analysis, requiring the contractor to indemnify the client even when the client's own negligence caused the harm. "Arising from Contractor's work" is extraordinarily broad—it could encompass claims where the contractor's work was a minor contributing factor among many causes. "Including claims by third parties" extends indemnification to any lawsuit filed against the client, regardless of its merit. A client could make poor business decisions, ignore contractor recommendations, fail to implement security measures, and still require the contractor to pay for the resulting litigation costs and damages. This provision effectively requires the contractor to insure the client's entire business operations.

Recommended Modification:

"Mutual Indemnification: Contractor shall indemnify, defend, and hold harmless Client from third-party claims alleging that deliverables infringe any patent, copyright, or trade secret, but only to the extent such infringement results from Contractor's materials. Client shall indemnify, defend, and hold harmless Contractor from claims arising from (a) Client's modification of deliverables, (b) Client's combination of deliverables with third-party products, or (c) Client's use of deliverables in violation of applicable law. In all cases, the indemnified party shall provide prompt notice of claims, reasonable cooperation in defense, and sole control of defense strategy. Indemnification obligations shall be proportional to fault where both parties contributed to the claim."

Legal Reasoning: Indemnification provisions "regardless of fault" are generally disfavored because they eliminate the fundamental requirement that liability follow fault. Courts often interpret such provisions narrowly, and some jurisdictions refuse to enforce them when they produce unreasonable results. The modification creates mutual indemnification obligations that each party bears responsibility for claims arising from their own sphere of control. Client-caused issues (modification, combination with other products, misuse) become the client's responsibility, while the contractor remains responsible for defects in their own deliverables. Proportional fault provisions ensure that when both parties contribute to a problem, liability is allocated reasonably between them.


8. Overly Broad Confidentiality with Extended Duration

Problematic Language:

"Contractor shall not disclose any information about this engagement, including the terms of this agreement, for 5 years after termination."

Exploitation Risk: This clause prohibits disclosure of "any information about this engagement" for five years—a very long period in the technology sector. The prohibition extends to "the terms of this agreement," preventing the contractor from discussing compensation, scope, or any contractual terms even with potential future employers or business partners. The breadth of "any information" could encompass the mere fact of the engagement, preventing contractors from building portfolios or discussing their professional experience. Unlike trade secrets, which merit long-term protection, general information about software projects becomes stale quickly. This restriction could prevent contractors from working in their field while simultaneously preventing them from proving their experience.

Recommended Modification:

"Confidentiality Obligations: Contractor shall maintain in confidence all non-public information disclosed by Client and designated as confidential, including trade secrets, technical data, business strategies, and proprietary methodologies. This obligation shall continue for three years following termination. Exclusions: Information shall not be considered confidential if it (a) is or becomes publicly available through no fault of Contractor, (b) was known to Contractor prior to disclosure, (c) is independently developed by Contractor without use of confidential information, or (d) is disclosed pursuant to legal requirement or court order. Disclosure of Terms: Contractor may disclose the general nature of services provided and duration of engagement to prospective employers and business partners, without disclosing specific terms, rates, or other confidential commercial terms. All employees and subcontractors of Contractor with access to confidential information shall be bound by equivalent confidentiality obligations."

Legal Reasoning: Confidentiality obligations protecting legitimate trade secrets are enforceable for extended periods, but general engagement information does not warrant five years of silence. The modification distinguishes between genuinely confidential information (trade secrets, proprietary methodologies) and general engagement facts. The three-year duration appropriately balances protection with the contractor's professional needs. The disclosure exclusions provide standard carve-outs recognized in trade secret law. The portfolio exception recognizes contractors' legitimate interest in documenting their professional experience while protecting the client's sensitive commercial information.


9. One-Sided Dispute Resolution

Problematic Language:

"Any disputes shall be resolved through binding arbitration in Client's home jurisdiction, with costs borne by the losing party."

Exploitation Risk: Arbitration in the client's home jurisdiction creates substantial practical advantages for the client while burdening the contractor. Travel costs, time zone inconveniences, and unfamiliar local arbitration rules disadvantage contractors who must absorb these costs regardless of outcome. The phrase "costs borne by the losing party" is ambiguous—does it mean only arbitration filing fees or also legal fees, expert witness costs, and travel expenses? This ambiguity allows the client to exploit the provision by demanding extensive cost shifting. Additionally, the arbitration venue selection eliminates the contractor's ability to seek relief in their home jurisdiction, where local courts might be more accessible.

Recommended Modification:

"Dispute Resolution: Any dispute arising from this Agreement shall first be submitted to non-binding mediation, to be conducted by a mutually agreed mediator within 30 days of written notice. If mediation fails, disputes shall be resolved by binding arbitration under the American Arbitration Association Commercial Arbitration Rules. The arbitration shall be conducted in a location mutually convenient to both parties, or if no agreement, in Washington, D.C. Each party shall bear its own legal fees and costs, regardless of outcome, unless the arbitrator finds that a party's claim or defense was frivolous, in which case that party shall pay reasonable attorney fees of the prevailing party. The arbitrator shall have authority to award damages consistent with the limitations in this Agreement."

Legal Reasoning: Mandatory arbitration clauses are generally enforceable, but procedural unfairness can render them void. Requiring arbitration exclusively in one party's home jurisdiction has been found unconscionable in some cases, particularly when the disadvantaged party has no meaningful choice in negotiation. The modification requires mutual convenience, which courts view more favorably. Pre-mediation requirements encourage settlement before incurring arbitration costs. Each-party-bears-own-costs provisions are standard in commercial arbitration and prevent the losing party from facing ruinous fee-shifting. The frivolous-claims exception provides a deterrent against baseless litigation while maintaining the general cost allocation.


Summary of Recommended Approach

The agreement as drafted creates severe imbalances that would expose any reasonable contractor to unacceptable legal and financial risk. The cumulative effect of these provisions—unlimited liability, unrestricted scope modification, no payment guarantees, and absolute termination asymmetry—renders this contract unconscionable in many jurisdictions.

Any contractor presented with this agreement should demand substantial modifications before signing. If the client refuses reasonable modifications, the contractor should seriously reconsider the engagement, as the legal exposure likely exceeds potential compensation. Software consulting can be lucrative, but not when contractual terms expose personal assets, future earning capacity, and professional reputation to unlimited liability.

The modifications recommended above are not extreme—they represent industry-standard protections that appear in most reasonable consulting agreements. A client unwilling to accept these modifications likely does not intend to maintain a fair business relationship.

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About MiniMax: MiniMax M2.1

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Specifications

Provider
Minimax
Released
2025-12-23
Size
LARGE

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