Akamai Technologies, Inc. v. Mediapointe, Inc.

Headline: Federal Circuit Invalidates Patent for Lack of Machine Specificity

Citation:

Court: Federal Circuit · Filed: 2025-11-25 · Docket: 24-1571
Published
This decision clarifies the application of 35 U.S.C. § 112(f) to method claims, emphasizing that such claims must be tied to a specific machine or involve a transformation to be patentable. It serves as a reminder for patent applicants in software and business method fields to carefully draft claims to avoid being categorized as abstract ideas. moderate affirmed
Outcome: Defendant Win
Impact Score: 60/100 — Moderate impact: This case has notable implications for related legal matters.
Legal Topics: Patent eligibility under 35 U.S.C. § 112(f)Method claims in patent lawMachine-or-transformation testAbstract idea exception to patentabilityPatent infringement analysis
Legal Principles: 35 U.S.C. § 112(f) (formerly § 112, ¶ 6)Machine-or-transformation testPatentable subject matterClaim construction

Brief at a Glance

A patent was invalidated for being too general, meaning the company accused of infringing it did not actually do so.

  • Method claims using 'means-plus-function' language must clearly identify the specific structure or acts that perform the function.
  • Patents claiming general methods without tying them to specific machines or transformations are vulnerable to invalidity under 35 U.S.C. § 112(f).
  • Vague patent claims can lead to non-infringement findings because the patent itself is deemed invalid.

Case Summary

Akamai Technologies, Inc. v. Mediapointe, Inc., decided by Federal Circuit on November 25, 2025, resulted in a defendant win outcome. The core dispute centered on whether Mediapointe's patent for a method of distributing content over a network was infringed by Akamai's "edge servers." The Federal Circuit held that Mediapointe's patent was invalid because it claimed a method that was not tied to a specific machine or transformed a physical object, thus failing to meet the requirements of 35 U.S.C. § 112(f) (formerly § 112, ¶ 6). Consequently, Akamai did not infringe the patent. The court held: The court affirmed the district court's finding that Mediapointe's patent was invalid under 35 U.S.C. § 112(f) because the claims were not limited to a specific machine or apparatus, nor did they transform an article into a different state or thing.. The patent claims, which described a method for distributing content, were found to be directed to an abstract idea without sufficient limitation to a particular machine or transformation.. The court reiterated that for a patent claim to be considered a "machine-or-transformation" test under § 112(f), it must either be tied to a particular machine or apparatus or transform an article into a different state or thing.. Because the patent claims were invalid, Akamai's alleged infringement could not stand, leading to a judgment in favor of Akamai.. The court distinguished this case from others where method claims were found patent-eligible by emphasizing the lack of specific machine limitations or a clear transformation of an article.. This decision clarifies the application of 35 U.S.C. § 112(f) to method claims, emphasizing that such claims must be tied to a specific machine or involve a transformation to be patentable. It serves as a reminder for patent applicants in software and business method fields to carefully draft claims to avoid being categorized as abstract ideas.

AI-generated summary for informational purposes only. Not legal advice. May contain errors. Consult a licensed attorney for legal advice.

Case Analysis — Multiple Perspectives

Plain English (For Everyone)

Imagine you have a recipe for baking a cake, but you don't specify the oven temperature or baking time. A court said that if a patent is like that recipe – too general and not tied to a specific process or machine – it's not a valid patent. Because the patent in this case was too general, the company accused of using it didn't actually infringe it.

For Legal Practitioners

The Federal Circuit invalidated Mediapointe's patent under 35 U.S.C. § 112(f) for claiming a method without specifying a particular machine or performing a transformation, thereby failing to meet the 'means-plus-function' requirements. This ruling reinforces the strict interpretation of § 112(f) and requires patentees to clearly link method claims to specific structures or acts, impacting how patent attorneys draft and defend method claims, particularly in software and network technologies.

For Law Students

This case tests the application of 35 U.S.C. § 112(f) (formerly § 112, ¶ 6) to method claims. The court found Mediapointe's patent invalid for claiming a method in 'means-plus-function' language without adequately specifying the corresponding structure or acts. This decision highlights the importance of precise claim drafting to avoid invalidity challenges based on insufficient disclosure of means for performing claimed functions, a key issue in patent law concerning patentable subject matter and enablement.

Newsroom Summary

A tech company won a patent dispute because the court ruled the patent itself was too vague to be valid. The ruling means companies can't patent general methods without specifying exactly how they work, potentially impacting how software and network technologies are patented.

Key Holdings

The court established the following key holdings in this case:

  1. The court affirmed the district court's finding that Mediapointe's patent was invalid under 35 U.S.C. § 112(f) because the claims were not limited to a specific machine or apparatus, nor did they transform an article into a different state or thing.
  2. The patent claims, which described a method for distributing content, were found to be directed to an abstract idea without sufficient limitation to a particular machine or transformation.
  3. The court reiterated that for a patent claim to be considered a "machine-or-transformation" test under § 112(f), it must either be tied to a particular machine or apparatus or transform an article into a different state or thing.
  4. Because the patent claims were invalid, Akamai's alleged infringement could not stand, leading to a judgment in favor of Akamai.
  5. The court distinguished this case from others where method claims were found patent-eligible by emphasizing the lack of specific machine limitations or a clear transformation of an article.

Key Takeaways

  1. Method claims using 'means-plus-function' language must clearly identify the specific structure or acts that perform the function.
  2. Patents claiming general methods without tying them to specific machines or transformations are vulnerable to invalidity under 35 U.S.C. § 112(f).
  3. Vague patent claims can lead to non-infringement findings because the patent itself is deemed invalid.
  4. The Federal Circuit continues to strictly interpret patent claim requirements, emphasizing specificity in disclosure.
  5. This ruling impacts the enforceability of patents in software and network technology sectors.

Deep Legal Analysis

Constitutional Issues

Patent eligibility under 35 U.S.C. § 101Whether claims directed to identifying and filtering content using generic computer components and conventional activities are patent-ineligible as abstract ideas.

Rule Statements

Claims that are directed to an abstract idea must contain an 'inventive concept' that transforms the abstract idea into a patent-eligible application.
Reciting generic computer components and conventional activities does not, by itself, supply an inventive concept sufficient to render a claim patent-eligible under § 101.

Entities and Participants

Key Takeaways

  1. Method claims using 'means-plus-function' language must clearly identify the specific structure or acts that perform the function.
  2. Patents claiming general methods without tying them to specific machines or transformations are vulnerable to invalidity under 35 U.S.C. § 112(f).
  3. Vague patent claims can lead to non-infringement findings because the patent itself is deemed invalid.
  4. The Federal Circuit continues to strictly interpret patent claim requirements, emphasizing specificity in disclosure.
  5. This ruling impacts the enforceability of patents in software and network technology sectors.

Know Your Rights

Real-world scenarios derived from this court's ruling:

Scenario: You develop a new way to organize files on your computer, but you describe it in very general terms, like 'a system for organizing files.' If someone else uses a similar general method, and you try to sue them for patent infringement, this ruling suggests your patent might be invalid because it's not specific enough about how the system actually works.

Your Rights: You have the right to challenge a patent if its claims are too broad or vague and don't adequately describe the invention or the specific means to carry it out, especially if it uses 'means-plus-function' language.

What To Do: If you believe a patent against you is invalid due to vagueness or lack of specificity in its claims, consult with a patent attorney to explore challenging its validity based on grounds like those in this case.

Is It Legal?

Common legal questions answered by this ruling:

Is it legal to use a general method for distributing content over a network if I didn't invent it?

It depends. If the patent for that method is valid and your use infringes it, it's not legal. However, as this case shows, if the patent claims are too general and don't tie the method to specific machinery or a transformation, the patent may be invalid, and therefore, your use would be legal.

This ruling applies to patent law in the United States.

Practical Implications

For Software Developers and Network Engineers

This ruling reinforces the need for precise language in patent claims related to software and network methods. Developers and engineers should be aware that patents claiming general functionalities without specifying the underlying mechanisms may be vulnerable to invalidity challenges.

For Patent Prosecutors and Litigators

Attorneys drafting patent applications for methods, especially in technology, must carefully adhere to 35 U.S.C. § 112(f) requirements, clearly linking 'means-plus-function' claims to specific structures or acts. Litigators should consider this ruling when assessing the validity of existing patents or defending against infringement claims.

Related Legal Concepts

Means-Plus-Function Claim
A patent claim that describes an element by the function it performs rather than...
Patent Infringement
The violation of a patent holder's exclusive rights by making, using, selling, o...
Patent Validity
The legal determination of whether a patent meets all the requirements of patent...
35 U.S.C. § 112(f)
A section of U.S. patent law that governs 'means-plus-function' claims, requirin...

Frequently Asked Questions (42)

Comprehensive Q&A covering every aspect of this court opinion.

Basic Questions (9)

Q: What is Akamai Technologies, Inc. v. Mediapointe, Inc. about?

Akamai Technologies, Inc. v. Mediapointe, Inc. is a case decided by Federal Circuit on November 25, 2025.

Q: What court decided Akamai Technologies, Inc. v. Mediapointe, Inc.?

Akamai Technologies, Inc. v. Mediapointe, Inc. was decided by the Federal Circuit, which is part of the federal judiciary. This is a federal appellate court.

Q: When was Akamai Technologies, Inc. v. Mediapointe, Inc. decided?

Akamai Technologies, Inc. v. Mediapointe, Inc. was decided on November 25, 2025.

Q: What is the citation for Akamai Technologies, Inc. v. Mediapointe, Inc.?

The citation for Akamai Technologies, Inc. v. Mediapointe, Inc. is . Use this citation to reference the case in legal documents and research.

Q: What is the full case name and what was the main issue in Akamai Technologies, Inc. v. Mediapointe, Inc.?

The full case name is Akamai Technologies, Inc. v. Mediapointe, Inc. The central issue was whether Akamai's use of 'edge servers' for content distribution infringed upon Mediapointe's patent for a network content distribution method. The Federal Circuit ultimately found Mediapointe's patent invalid.

Q: Which court decided the Akamai Technologies, Inc. v. Mediapointe, Inc. case, and when was the decision issued?

The United States Court of Appeals for the Federal Circuit (CAFC) decided the Akamai Technologies, Inc. v. Mediapointe, Inc. case. The provided summary does not include the specific date of the decision, but it is a significant ruling from that court.

Q: Who were the parties involved in the Akamai Technologies, Inc. v. Mediapointe, Inc. lawsuit?

The parties involved were Akamai Technologies, Inc., the appellant and alleged infringer, and Mediapointe, Inc., the appellee and patent holder. The dispute concerned Mediapointe's patent for a method of distributing content over a network.

Q: What type of patent was at the heart of the Akamai v. Mediapointe dispute?

The patent at the heart of the dispute was Mediapointe's patent for a method of distributing content over a network. The CAFC examined whether this method patent met specific requirements for patentability.

Q: What was Akamai Technologies' role in the dispute with Mediapointe?

Akamai Technologies, Inc. was accused of infringing Mediapointe's patent by using its 'edge servers' to distribute content over a network. Akamai argued that Mediapointe's patent was invalid and therefore could not be infringed.

Legal Analysis (14)

Q: Is Akamai Technologies, Inc. v. Mediapointe, Inc. published?

Akamai Technologies, Inc. v. Mediapointe, Inc. is a published, precedential opinion. Published opinions carry precedential weight and can be cited as authority in future cases.

Q: What topics does Akamai Technologies, Inc. v. Mediapointe, Inc. cover?

Akamai Technologies, Inc. v. Mediapointe, Inc. covers the following legal topics: Patent infringement analysis, Claim construction in patent law, Doctrine of equivalents in patent law, Method patent infringement, Network content distribution systems.

Q: What was the ruling in Akamai Technologies, Inc. v. Mediapointe, Inc.?

The court ruled in favor of the defendant in Akamai Technologies, Inc. v. Mediapointe, Inc.. Key holdings: The court affirmed the district court's finding that Mediapointe's patent was invalid under 35 U.S.C. § 112(f) because the claims were not limited to a specific machine or apparatus, nor did they transform an article into a different state or thing.; The patent claims, which described a method for distributing content, were found to be directed to an abstract idea without sufficient limitation to a particular machine or transformation.; The court reiterated that for a patent claim to be considered a "machine-or-transformation" test under § 112(f), it must either be tied to a particular machine or apparatus or transform an article into a different state or thing.; Because the patent claims were invalid, Akamai's alleged infringement could not stand, leading to a judgment in favor of Akamai.; The court distinguished this case from others where method claims were found patent-eligible by emphasizing the lack of specific machine limitations or a clear transformation of an article..

Q: Why is Akamai Technologies, Inc. v. Mediapointe, Inc. important?

Akamai Technologies, Inc. v. Mediapointe, Inc. has an impact score of 60/100, indicating significant legal impact. This decision clarifies the application of 35 U.S.C. § 112(f) to method claims, emphasizing that such claims must be tied to a specific machine or involve a transformation to be patentable. It serves as a reminder for patent applicants in software and business method fields to carefully draft claims to avoid being categorized as abstract ideas.

Q: What precedent does Akamai Technologies, Inc. v. Mediapointe, Inc. set?

Akamai Technologies, Inc. v. Mediapointe, Inc. established the following key holdings: (1) The court affirmed the district court's finding that Mediapointe's patent was invalid under 35 U.S.C. § 112(f) because the claims were not limited to a specific machine or apparatus, nor did they transform an article into a different state or thing. (2) The patent claims, which described a method for distributing content, were found to be directed to an abstract idea without sufficient limitation to a particular machine or transformation. (3) The court reiterated that for a patent claim to be considered a "machine-or-transformation" test under § 112(f), it must either be tied to a particular machine or apparatus or transform an article into a different state or thing. (4) Because the patent claims were invalid, Akamai's alleged infringement could not stand, leading to a judgment in favor of Akamai. (5) The court distinguished this case from others where method claims were found patent-eligible by emphasizing the lack of specific machine limitations or a clear transformation of an article.

Q: What are the key holdings in Akamai Technologies, Inc. v. Mediapointe, Inc.?

1. The court affirmed the district court's finding that Mediapointe's patent was invalid under 35 U.S.C. § 112(f) because the claims were not limited to a specific machine or apparatus, nor did they transform an article into a different state or thing. 2. The patent claims, which described a method for distributing content, were found to be directed to an abstract idea without sufficient limitation to a particular machine or transformation. 3. The court reiterated that for a patent claim to be considered a "machine-or-transformation" test under § 112(f), it must either be tied to a particular machine or apparatus or transform an article into a different state or thing. 4. Because the patent claims were invalid, Akamai's alleged infringement could not stand, leading to a judgment in favor of Akamai. 5. The court distinguished this case from others where method claims were found patent-eligible by emphasizing the lack of specific machine limitations or a clear transformation of an article.

Q: What cases are related to Akamai Technologies, Inc. v. Mediapointe, Inc.?

Precedent cases cited or related to Akamai Technologies, Inc. v. Mediapointe, Inc.: In re Trovato, 42 F.3d 1378 (Fed. Cir. 1994); Cybersource Corp. v. Retail Decisions, Inc., 654 F.3d 1367 (Fed. Cir. 2011); Alice Corp. v. CLS Bank Int'l, 573 U.S. 208 (2014).

Q: What specific legal statute did the Federal Circuit rely on to invalidate Mediapointe's patent in Akamai v. Mediapointe?

The Federal Circuit relied on 35 U.S.C. § 112(f) (formerly § 112, ¶ 6) to invalidate Mediapointe's patent. This statute requires method claims to be tied to a specific machine or to transform a physical object to be patent-eligible.

Q: What is the legal test applied under 35 U.S.C. § 112(f) that Mediapointe's patent failed to meet?

Under 35 U.S.C. § 112(f), a method claim must be limited to the particular corresponding structure described in the specification and equivalents thereof. Mediapointe's patent claim for a network content distribution method was found not to be tied to a specific machine or to transform a physical object, thus failing this test.

Q: Did the Federal Circuit find that Akamai infringed Mediapointe's patent?

No, the Federal Circuit did not find that Akamai infringed Mediapointe's patent. The court first determined that Mediapointe's patent was invalid under 35 U.S.C. § 112(f), which meant there was no valid patent for Akamai to infringe.

Q: What is the significance of a patent claim being 'tied to a specific machine' under 35 U.S.C. § 112(f)?

A patent claim being 'tied to a specific machine' means that the claim is essentially for a machine, not just a general method that could be performed by any machine. This limitation ensures that method patents are not overly broad and are properly grounded in specific technological implementations.

Q: How does the 'machine-or-transformation' test relate to the holding in Akamai v. Mediapointe?

While the CAFC's reasoning in Akamai v. Mediapointe directly applied 35 U.S.C. § 112(f), the underlying principle is closely related to the 'machine-or-transformation' test, which was a prominent standard for patent eligibility of process claims under 35 U.S.C. § 101. The court's focus on whether the method was tied to a machine or transformed an article reflects this broader legal landscape.

Q: What is the burden of proof for patent infringement, and how did it play out in this case?

The burden of proof for patent infringement typically lies with the patent holder, Mediapointe, to show that Akamai's actions fell within the scope of their patent claims. However, because the CAFC found Mediapointe's patent invalid, the infringement analysis became moot, and Mediapointe did not have to meet its burden.

Q: What does it mean for a patent claim to be invalid?

A patent claim is invalid if it does not meet the legal requirements for patentability, such as novelty, non-obviousness, or, as in this case, proper subject matter under statutes like 35 U.S.C. § 112(f). An invalid patent cannot be enforced against alleged infringers.

Practical Implications (7)

Q: How does Akamai Technologies, Inc. v. Mediapointe, Inc. affect me?

This decision clarifies the application of 35 U.S.C. § 112(f) to method claims, emphasizing that such claims must be tied to a specific machine or involve a transformation to be patentable. It serves as a reminder for patent applicants in software and business method fields to carefully draft claims to avoid being categorized as abstract ideas. As a decision from a federal appellate court, its reach is national. This case is moderate in legal complexity to understand.

Q: What is the practical impact of the Akamai v. Mediapointe decision on companies using network distribution methods?

The decision reinforces the need for patent applicants to carefully draft method claims, ensuring they are tied to specific machines or involve a transformation of an article, especially in software and network-related technologies. Companies using such technologies should review their own patents and be aware of this stricter interpretation of 35 U.S.C. § 112(f).

Q: How might this ruling affect the patentability of software and internet-related inventions?

This ruling suggests that method claims for software and internet-related inventions must be carefully crafted to avoid being deemed too abstract or not tied to a specific machine. It may encourage patent applicants to include more specific details about the hardware or processes involved in their claims.

Q: What compliance considerations arise for businesses after the Akamai v. Mediapointe ruling?

Businesses should ensure their patent portfolios, particularly those involving methods performed by computers or networks, are robust and comply with the requirements of 35 U.S.C. § 112(f). They should also be cautious when asserting patents that might be vulnerable to similar challenges.

Q: Who is most affected by the outcome of Akamai v. Mediapointe?

Technology companies, particularly those involved in software, network services, and content delivery, are most affected. Patent holders may need to re-evaluate their claims, and potential infringers may find new grounds to challenge patent validity.

Q: What does the term 'edge servers' refer to in the context of Akamai v. Mediapointe?

'Edge servers' are distributed servers that are located closer to end-users than central servers. In the context of Akamai's business, they are used to cache and deliver content more quickly and efficiently to users across the internet.

Q: Could Mediapointe have amended its patent claims to comply with 35 U.S.C. § 112(f) after the Akamai decision?

Generally, patent claims cannot be amended after a final court decision invalidating them in this manner, especially if the invalidity is based on a fundamental statutory requirement like 35 U.S.C. § 112(f). Mediapointe would likely need to seek new patent protection with properly drafted claims.

Historical Context (3)

Q: How does the Akamai v. Mediapointe decision fit into the historical development of patent law regarding method claims?

This case is part of a long line of decisions interpreting the patentability of abstract ideas and methods, particularly in the wake of Supreme Court cases like Alice Corp. v. CLS Bank International. The CAFC's application of 35 U.S.C. § 112(f) reflects an ongoing effort to define the boundaries of patentable subject matter for technological innovations.

Q: Are there any landmark Supreme Court cases that influenced the reasoning in Akamai v. Mediapointe?

While the CAFC's decision directly addressed 35 U.S.C. § 112(f), the broader legal landscape concerning patent eligibility for software and methods has been significantly shaped by Supreme Court decisions such as Alice Corp. v. CLS Bank International and Mayo Collaborative Services v. Prometheus Laboratories, Inc., which deal with patenting abstract ideas.

Q: What legal precedent existed before Akamai v. Mediapointe regarding method patents and 35 U.S.C. § 112(f)?

Prior to Akamai, there was established precedent interpreting 35 U.S.C. § 112(f) (then § 112, ¶ 6) to require that method claims be read to include equivalents of the claimed steps. However, the application of this to network methods and the specific interpretation of 'tied to a machine' continued to evolve, with this case contributing to that evolution.

Procedural Questions (6)

Q: What was the docket number in Akamai Technologies, Inc. v. Mediapointe, Inc.?

The docket number for Akamai Technologies, Inc. v. Mediapointe, Inc. is 24-1571. This identifier is used to track the case through the court system.

Q: Can Akamai Technologies, Inc. v. Mediapointe, Inc. be appealed?

Potentially — decisions from federal appellate courts can be appealed to the Supreme Court of the United States via a petition for certiorari, though the Court accepts very few cases.

Q: How did the case reach the Federal Circuit Court of Appeals?

The case likely reached the Federal Circuit through an appeal from a lower court's decision, possibly a district court ruling on patent validity or infringement. The Federal Circuit has exclusive jurisdiction over appeals in patent cases.

Q: What procedural posture led to the CAFC's ruling on patent invalidity?

The CAFC's ruling on patent invalidity likely occurred after a district court had made a determination on the issue, or as part of an appeal addressing infringement claims. The court's primary focus was on the legal interpretation of the patent claim under 35 U.S.C. § 112(f), which is a question of law.

Q: Were there any specific evidentiary issues discussed in the Akamai v. Mediapointe opinion?

The provided summary does not detail specific evidentiary issues. However, the core of the CAFC's decision rested on the legal interpretation of the patent claim's language and its compliance with statutory requirements, rather than disputed facts or evidence.

Q: What is the role of the Federal Circuit in patent law?

The U.S. Court of Appeals for the Federal Circuit (CAFC) has exclusive jurisdiction over appeals from federal district courts in cases involving patent law. This centralization ensures uniformity and expertise in the application of patent statutes and case law nationwide.

Cited Precedents

This opinion references the following precedent cases:

  • In re Trovato, 42 F.3d 1378 (Fed. Cir. 1994)
  • Cybersource Corp. v. Retail Decisions, Inc., 654 F.3d 1367 (Fed. Cir. 2011)
  • Alice Corp. v. CLS Bank Int'l, 573 U.S. 208 (2014)

Case Details

Case NameAkamai Technologies, Inc. v. Mediapointe, Inc.
Citation
CourtFederal Circuit
Date Filed2025-11-25
Docket Number24-1571
Precedential StatusPublished
OutcomeDefendant Win
Dispositionaffirmed
Impact Score60 / 100
SignificanceThis decision clarifies the application of 35 U.S.C. § 112(f) to method claims, emphasizing that such claims must be tied to a specific machine or involve a transformation to be patentable. It serves as a reminder for patent applicants in software and business method fields to carefully draft claims to avoid being categorized as abstract ideas.
Complexitymoderate
Legal TopicsPatent eligibility under 35 U.S.C. § 112(f), Method claims in patent law, Machine-or-transformation test, Abstract idea exception to patentability, Patent infringement analysis
Jurisdictionfederal

Related Legal Resources

Federal Circuit Opinions Patent eligibility under 35 U.S.C. § 112(f)Method claims in patent lawMachine-or-transformation testAbstract idea exception to patentabilityPatent infringement analysis federal Jurisdiction Know Your Rights: Patent eligibility under 35 U.S.C. § 112(f)Know Your Rights: Method claims in patent lawKnow Your Rights: Machine-or-transformation test Home Search Cases Is It Legal? 2025 Cases All Courts All Topics States Rankings Patent eligibility under 35 U.S.C. § 112(f) GuideMethod claims in patent law Guide 35 U.S.C. § 112(f) (formerly § 112, ¶ 6) (Legal Term)Machine-or-transformation test (Legal Term)Patentable subject matter (Legal Term)Claim construction (Legal Term) Patent eligibility under 35 U.S.C. § 112(f) Topic HubMethod claims in patent law Topic HubMachine-or-transformation test Topic Hub

About This Analysis

This comprehensive multi-pass AI-generated analysis of Akamai Technologies, Inc. v. Mediapointe, Inc. was produced by CaseLawBrief to help legal professionals, researchers, students, and the general public understand this court opinion in plain English. This case received our HEAVY-tier enrichment with 5 AI analysis passes covering core analysis, deep legal structure, comprehensive FAQ, multi-audience summaries, and cross-case practical intelligence.

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