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Lumino Ceremony: Building the Privacy Protection Infrastructure

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PlatON, a privacy AI computing network which is committed to building a decentralized collaborative artificial intelligence network and global brain, is promoting the democratization of artificial intelligence and establishing a secure general artificial intelligence. The bottom layer of its decentralized privacy protection infrastructure is based on Zero-Knowledge Proof.

What is Zero-Knowledge Proof

Zero-Knowledge Proof is a cryptographic technology to realize privacy protection authentication. The prover needs to make the verifier believe that he knows or owns a message, without disclosing any information about message which is to be confirmed. For example, if the prover wants to prove that he knows the safe box password without revealing it, he can just show some items existing in the safe box that everyone knows.

This process is Zero-Knowledge Proof. The proof needs an initial credible setting (some items existing in the safe box that everyone knows), namely a series of public parameters to help the prover build Zero-Knowledge Proof.

Deficiency of Zero-Knowledge Proof

As a cryptographic technology with both privacy protection and authentication capability, zero-knowledge proof is widely used to realize transaction verification under hidden business details in blockchain. The zero-knowledge proof system applied in the blockchain field is mainly a cryptographic algorithm called “zk-SNARKs”. At present, the existing classic zk-SNARKs algorithms include  GGPR13, PGHR13, Groth16, GM17, and new generation algorithms such as Sonic, Marlin, Plonk, which support updating public parameters. The current version of ZCash, a well-known private cryptographic currency, uses Groth16 algorithm.

From the above “safe box”, we can see that the premise for the correct operation of this kind of algorithm is existing a series of random trusted parameters. However, randomized parameters will not come out of thin air and there is no trusted third party in the blockchain. Parameters created by centralized third parties can be reconstructed in theory, and it is possible to forge proofs, which may destroy the underlying security in PlatON. Imagine that if a specific institution informed the verifier of the storage of the items in the safe box, the institution and the prover could collude and use this secret information to falsify the illusion that the prover knew the safe box password.

Therefore, it is an undoubtedly excellent idea to organize multiple participants to create these randomized parameters through Secure Multi-party Computation. In this process, single party can not reconstruct the parameters any more. Only when this activity is completed safely will the subsequent decentralized application be safe. In fact, ZCash has successfully created system parameters for Groth16 algorithm in November 2017 through its ceremony, Power of Tau.

Lumino, creating secure parameters

In order to prevent the parameters generated by the centralized mode from affecting the underlying security, PlatON started the Secure Multi-party Computation ceremony Lumino on June 21, 2021, last for   60 days. This ceremony is expected to create necessary secure parameters for the Zero-Knowledge Proof protocol.

During the Lumino ceremony, multiple participants carry out several rounds of calculation in the form of a relay, that is to say, the current participant need to use the calculation results of the previous participant as the input of this round, and the calculation output become the calculation input of the next participant as well. After a certain number of rounds, the output of the last participant is the final result of the whole ceremony, namely the system initialization parameters that Plonk thatalgorithm of PlatON will choose. Obviously, the more participants take part in the ceremony, the safer the parameters will be.

As a practical and efficient Zero-Knowledge Proof algorithm, Plonk is commonly used in PlatON projects and communities, which is characterized by a one-time initialization process, that is, running once can be used to deploy multiple applications. Providing necessary initialization parameters for Plonk algorithm through Lumino ceremony means that no one can master the secret information behind the parameters, which can be used to cheat players in the whole system. Lumino ceremony will lay a solid foundation for the security of PlatON.

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Press Release

2026 National Study Reveals Increasing Costs of High-Quality Reading Tutoring Across America

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Denver, CO, United States, 13th Feb 2026 – A new national study conducted by The Reading Guru – the 2026 National Reading Tutoring Cost Study – has shed light on the increasing costs of high-quality reading tutoring in the 25 largest metro areas across the United States.

The data, gathered from a comprehensive analysis of tutoring fees charged by more than 80 tutoring services nationally, highlights both the high overall costs that parents are paying to ensure their kids learn to read and significant variations in pricing from city to city.

Key findings from the study include:

  • The average cost nationally for a 60-minute session with a Science of Reading / Orton-Gillingham tutor is now $113.06.
  • Since 2024, the average cost of Science of Reading / Orton-Gillingham tutoring has increased by 4.6% percent.
  • For a typical 9-month course of tutoring, once per week, that amounts to an average cost nationally of $4,409!
  • Los Angeles has taken the crown for the highest average cost per-60 minute session, coming in at $185.00, up a whopping 13.5%.
  • Parents in New York, NY are saving a little bit, as the market now suffers only the second highest average cost per 60-minute session, down from first, coming in at $161.67, down 1.6%.
  • Parents in Washington, DC, face an average cost of $156.67 per hour, up 8.4%, making it one of the priciest markets for Orton-Gillingham tutoring.
  • Phoenix, AZ still has the lowest Orton-Gillingham tutoring costs in the nation, with an average cost of $75.42 per session, but that number is up 15% since the last study.

In light of the substantial declines in reading performance seen in the recent National Assessment of Educational Progress (NAEP) report, commonly known as The Nation’s Report Card, the cost and availability of Orton-Gillingham reading tutoring has become a real issue.

Since many school districts still haven’t switched to Science of Reading-based curricula, parents increasingly rely on private tutoring to help their children catch up. The costs, unfortunately, can be significant, ranging from $4,409 for a typical 9-month course of tutoring, once per week, up to $11,758 for a year-long course of tutoring, twice per week.

“This updated study demonstrates the significant costs for Orton-Gillingham tutoring overall, and also helps us see the differences in the cost of Orton-Gillingham reading tutoring services between different metro areas,” said Joanna Brown, founder and CEO of The Reading Guru, a leading provider of online Orton-Gillingham reading tutoring. “Working with an online provider can offer significant savings for parents in high-cost cities, but it’s worth noting that as tutors increasingly work online, costs are going up even in less expensive tutoring markets.”

Additionally, Brown explains, “This year, even more reading tutoring companies were non-responsive or completely maxed out – no available slots for new students. It’s so important that kids with dyslexia or other reading difficulties get the right help, which means Orton-Gillingham-based tutoring, when they need it. Don’t give up! Parents should keep contacting tutors until they find a qualified reading tutor, in-person or online, with the right OG tutoring skills.”

The Science of Reading emphasizes the need for systematic, explicit instruction in phonics, phonemic awareness, and decoding skills, all of which are central components of the Orton-Gillingham approach, noted Joanna Brown. “Orton-Gillingham tutoring can play a critical role in closing literacy gaps and fostering academic success, especially as kids are increasingly exposed to addictive apps and AI.”

With a growing recognition of the importance of evidence-based approaches to literacy education, Orton-Gillingham stands out as a research-supported method for helping struggling readers, particularly those with dyslexia.

The study also revealed notable mid-range markets, with Miami, Stamford (CT), Seattle, Boston, San Francisco, San Diego, New Jersey, Baltimore, Orlando, Dallas, Tampa, Denver, and Atlanta averaging between $95.50 and $128.67 per 60-minute session with a high-quality reading tutor.

Despite the wide range of costs, the demand for Orton-Gillingham tutoring continues to increase across the nation, reflecting its effectiveness in supporting individuals with dyslexia and other reading difficulties.

For more information on the study details, please contact Seth Brown at 646-295-5534 or visit the study website at https://readingguru.com/the-reading-guru-national-reading-tutoring-cost-study/.

To learn more about The Reading Guru, visit readingguru.com.

About The Reading Guru

Founded in 2010, The Reading Guru is the nation’s leading provider of online Orton-Gillingham reading tutor services. The company also offers in-person reading tutoring in New York City, New Jersey, Denver, and Austin. Joanna Brown, founder and CEO of The Reading Guru, is a master Orton-Gillingham reading tutor with more than 15 years of experience providing personalized, one-on-one reading instruction. Joanna and her team at The Reading Guru use an individualized, tailored personal approach with students and have consistently achieved outstanding results.

For more information about The Reading Guru, visit readingguru.com.

Media Contact

Organization: The Reading Guru

Contact Person: Seth Brown

Website: https://readingguru.com/

Email: Send Email

Contact Number: +16462955534

City: Denver

State: CO

Country:United States

Release id:41365

The post 2026 National Study Reveals Increasing Costs of High-Quality Reading Tutoring Across America appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

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About Author

Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.

Continue Reading

Press Release

2026 National Study Reveals Increasing Costs of High-Quality Reading Tutoring Across America

Published

on

Denver, CO, United States, 13th Feb 2026 – A new national study conducted by The Reading Guru – the 2026 National Reading Tutoring Cost Study – has shed light on the increasing costs of high-quality reading tutoring in the 25 largest metro areas across the United States.

The data, gathered from a comprehensive analysis of tutoring fees charged by more than 80 tutoring services nationally, highlights both the high overall costs that parents are paying to ensure their kids learn to read and significant variations in pricing from city to city.

Key findings from the study include:

  • The average cost nationally for a 60-minute session with a Science of Reading / Orton-Gillingham tutor is now $113.06.
  • Since 2024, the average cost of Science of Reading / Orton-Gillingham tutoring has increased by 4.6% percent.
  • For a typical 9-month course of tutoring, once per week, that amounts to an average cost nationally of $4,409!
  • Los Angeles has taken the crown for the highest average cost per-60 minute session, coming in at $185.00, up a whopping 13.5%.
  • Parents in New York, NY are saving a little bit, as the market now suffers only the second highest average cost per 60-minute session, down from first, coming in at $161.67, down 1.6%.
  • Parents in Washington, DC, face an average cost of $156.67 per hour, up 8.4%, making it one of the priciest markets for Orton-Gillingham tutoring.
  • Phoenix, AZ still has the lowest Orton-Gillingham tutoring costs in the nation, with an average cost of $75.42 per session, but that number is up 15% since the last study.

In light of the substantial declines in reading performance seen in the recent National Assessment of Educational Progress (NAEP) report, commonly known as The Nation’s Report Card, the cost and availability of Orton-Gillingham reading tutoring has become a real issue.

Since many school districts still haven’t switched to Science of Reading-based curricula, parents increasingly rely on private tutoring to help their children catch up. The costs, unfortunately, can be significant, ranging from $4,409 for a typical 9-month course of tutoring, once per week, up to $11,758 for a year-long course of tutoring, twice per week.

“This updated study demonstrates the significant costs for Orton-Gillingham tutoring overall, and also helps us see the differences in the cost of Orton-Gillingham reading tutoring services between different metro areas,” said Joanna Brown, founder and CEO of The Reading Guru, a leading provider of online Orton-Gillingham reading tutoring. “Working with an online provider can offer significant savings for parents in high-cost cities, but it’s worth noting that as tutors increasingly work online, costs are going up even in less expensive tutoring markets.”

Additionally, Brown explains, “This year, even more reading tutoring companies were non-responsive or completely maxed out – no available slots for new students. It’s so important that kids with dyslexia or other reading difficulties get the right help, which means Orton-Gillingham-based tutoring, when they need it. Don’t give up! Parents should keep contacting tutors until they find a qualified reading tutor, in-person or online, with the right OG tutoring skills.”

The Science of Reading emphasizes the need for systematic, explicit instruction in phonics, phonemic awareness, and decoding skills, all of which are central components of the Orton-Gillingham approach, noted Joanna Brown. “Orton-Gillingham tutoring can play a critical role in closing literacy gaps and fostering academic success, especially as kids are increasingly exposed to addictive apps and AI.”

With a growing recognition of the importance of evidence-based approaches to literacy education, Orton-Gillingham stands out as a research-supported method for helping struggling readers, particularly those with dyslexia.

The study also revealed notable mid-range markets, with Miami, Stamford (CT), Seattle, Boston, San Francisco, San Diego, New Jersey, Baltimore, Orlando, Dallas, Tampa, Denver, and Atlanta averaging between $95.50 and $128.67 per 60-minute session with a high-quality reading tutor.

Despite the wide range of costs, the demand for Orton-Gillingham tutoring continues to increase across the nation, reflecting its effectiveness in supporting individuals with dyslexia and other reading difficulties.

For more information on the study details, please contact Seth Brown at 646-295-5534 or visit the study website at https://readingguru.com/the-reading-guru-national-reading-tutoring-cost-study/.

To learn more about The Reading Guru, visit readingguru.com.

About The Reading Guru

Founded in 2010, The Reading Guru is the nation’s leading provider of online Orton-Gillingham reading tutor services. The company also offers in-person reading tutoring in New York City, New Jersey, Denver, and Austin. Joanna Brown, founder and CEO of The Reading Guru, is a master Orton-Gillingham reading tutor with more than 15 years of experience providing personalized, one-on-one reading instruction. Joanna and her team at The Reading Guru use an individualized, tailored personal approach with students and have consistently achieved outstanding results.

For more information about The Reading Guru, visit readingguru.com.

Media Contact

Organization: The Reading Guru

Contact Person: Seth Brown

Website: https://readingguru.com/

Email: Send Email

Contact Number: +16462955534

City: Denver

State: CO

Country:United States

Release id:41365

The post 2026 National Study Reveals Increasing Costs of High-Quality Reading Tutoring Across America appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

file

About Author

Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.

Continue Reading

Press Release

2026 National Study Reveals Increasing Costs of High-Quality Reading Tutoring Across America

Published

on

Denver, CO, United States, 13th Feb 2026 – A new national study conducted by The Reading Guru – the 2026 National Reading Tutoring Cost Study – has shed light on the increasing costs of high-quality reading tutoring in the 25 largest metro areas across the United States.

The data, gathered from a comprehensive analysis of tutoring fees charged by more than 80 tutoring services nationally, highlights both the high overall costs that parents are paying to ensure their kids learn to read and significant variations in pricing from city to city.

Key findings from the study include:

  • The average cost nationally for a 60-minute session with a Science of Reading / Orton-Gillingham tutor is now $113.06.
  • Since 2024, the average cost of Science of Reading / Orton-Gillingham tutoring has increased by 4.6% percent.
  • For a typical 9-month course of tutoring, once per week, that amounts to an average cost nationally of $4,409!
  • Los Angeles has taken the crown for the highest average cost per-60 minute session, coming in at $185.00, up a whopping 13.5%.
  • Parents in New York, NY are saving a little bit, as the market now suffers only the second highest average cost per 60-minute session, down from first, coming in at $161.67, down 1.6%.
  • Parents in Washington, DC, face an average cost of $156.67 per hour, up 8.4%, making it one of the priciest markets for Orton-Gillingham tutoring.
  • Phoenix, AZ still has the lowest Orton-Gillingham tutoring costs in the nation, with an average cost of $75.42 per session, but that number is up 15% since the last study.

In light of the substantial declines in reading performance seen in the recent National Assessment of Educational Progress (NAEP) report, commonly known as The Nation’s Report Card, the cost and availability of Orton-Gillingham reading tutoring has become a real issue.

Since many school districts still haven’t switched to Science of Reading-based curricula, parents increasingly rely on private tutoring to help their children catch up. The costs, unfortunately, can be significant, ranging from $4,409 for a typical 9-month course of tutoring, once per week, up to $11,758 for a year-long course of tutoring, twice per week.

“This updated study demonstrates the significant costs for Orton-Gillingham tutoring overall, and also helps us see the differences in the cost of Orton-Gillingham reading tutoring services between different metro areas,” said Joanna Brown, founder and CEO of The Reading Guru, a leading provider of online Orton-Gillingham reading tutoring. “Working with an online provider can offer significant savings for parents in high-cost cities, but it’s worth noting that as tutors increasingly work online, costs are going up even in less expensive tutoring markets.”

Additionally, Brown explains, “This year, even more reading tutoring companies were non-responsive or completely maxed out – no available slots for new students. It’s so important that kids with dyslexia or other reading difficulties get the right help, which means Orton-Gillingham-based tutoring, when they need it. Don’t give up! Parents should keep contacting tutors until they find a qualified reading tutor, in-person or online, with the right OG tutoring skills.”

The Science of Reading emphasizes the need for systematic, explicit instruction in phonics, phonemic awareness, and decoding skills, all of which are central components of the Orton-Gillingham approach, noted Joanna Brown. “Orton-Gillingham tutoring can play a critical role in closing literacy gaps and fostering academic success, especially as kids are increasingly exposed to addictive apps and AI.”

With a growing recognition of the importance of evidence-based approaches to literacy education, Orton-Gillingham stands out as a research-supported method for helping struggling readers, particularly those with dyslexia.

The study also revealed notable mid-range markets, with Miami, Stamford (CT), Seattle, Boston, San Francisco, San Diego, New Jersey, Baltimore, Orlando, Dallas, Tampa, Denver, and Atlanta averaging between $95.50 and $128.67 per 60-minute session with a high-quality reading tutor.

Despite the wide range of costs, the demand for Orton-Gillingham tutoring continues to increase across the nation, reflecting its effectiveness in supporting individuals with dyslexia and other reading difficulties.

For more information on the study details, please contact Seth Brown at 646-295-5534 or visit the study website at https://readingguru.com/the-reading-guru-national-reading-tutoring-cost-study/.

To learn more about The Reading Guru, visit readingguru.com.

About The Reading Guru

Founded in 2010, The Reading Guru is the nation’s leading provider of online Orton-Gillingham reading tutor services. The company also offers in-person reading tutoring in New York City, New Jersey, Denver, and Austin. Joanna Brown, founder and CEO of The Reading Guru, is a master Orton-Gillingham reading tutor with more than 15 years of experience providing personalized, one-on-one reading instruction. Joanna and her team at The Reading Guru use an individualized, tailored personal approach with students and have consistently achieved outstanding results.

For more information about The Reading Guru, visit readingguru.com.

Media Contact

Organization: The Reading Guru

Contact Person: Seth Brown

Website: https://readingguru.com/

Email: Send Email

Contact Number: +16462955534

City: Denver

State: CO

Country:United States

Release id:41365

The post 2026 National Study Reveals Increasing Costs of High-Quality Reading Tutoring Across America appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

file

About Author

Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.

Continue Reading

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