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Lumino Secure Multi-Party Computing: A New Generation Of Data Security Sharing Solution

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The Dilemma Of Digital Economy

The most critical and cardinal element of the digital economy is data. Data is the “oil” of digital economy. Hence, utilizing the “data oil” safely and efficiently is the focal point of global economic digital transformation. On the one hand, the digital economy has entered a high-speed development age. The global digital economy has reached 36.2% of global GDP. It is necessary to open up the “data island” among enterprises and establish an open and shared digital resource environment. On the other hand, the public is paying more and more attention to personal privacy and data security, and regulators have introduced a series of regulations to ensure information security. For example, car companies buy parts back and assemble them into cars, the ownership belongs to the car companies, while parts manufacturers also make it clear that once the parts are sold to factories, the factories have ownership. But the data level is more sensitive. Personal data include the face, voice, name, height and other sensitive personal privacy specifics. How to define the ownership of the data between these parties? At present, there are no clear legal provisions, nor the industry has clear answers. In foreign practice, the EU has made very strict data protection regulations, but the entire EU data information technology industry lags behind China and the United States.

Because data protection is too strict, data from different sources do not interact, data is not open and can not interact to generate value and to improve the efficiency of the economy as a whole. The EU is not a good example, because it does not balance the relationship between data privacy protection and the development of the data industry.

Privacy protection and data security need multi-party promotion

Facing the dilemma of data security and sharing, the “available and invisible” secure multi-party computing provides us with an innovative solution.

Secure multi-party computing is a calculation process performed by multiple participants. Multi-party computing technology includes inadvertent transmission, secret sharing and confusing circuit. Multi-party computing has the advantage of high confidentiality and maneuverability, and each party has absolute control over the data it owns. Secure multi-party computing can be applied to networks where participants are not trusted. Participants can know the agreed results of collaborative computation, but they can’t get or deduce the original contents of the data. The flow of data and the collaborative analysis are of great value in all industries, and have brought about a lot of application demands. There are two main scenarios in the market:

1) Data security query

In the big data age, the data that the enterprise holds itself often cannot satisfy the demand of business analysis, many enterprises will purchase the external data to expand the data source. When an enterprise uses an external database to query, it faces the risk of divulging the query condition information. MPC technology helps enterprises to set up a secure query to obtain more external data under the condition of ensuring their own data security, thereby deepening the digital transformation and making better use of big data technology to optimize business.

2) Data joint analysis

Joint analysis often faces two headwinds. On one hand, it is illegal to trade personal privacy information. On the other hand, data sharing makes data-holding companies lose their competitive edge. MPC technology, through inadvertently querying, makes the data not public, the query object not exposed, and the results can be correctly given feedback for, which has an important application in the financial risk control business.

Lumino: new ideas for secure multi-party computing

Lumino is a large-scale activity that uses secure multi-party computing protocols to generate zero knowledge proof system public reference string (CRS) in a de-trust manner, and it is a prerequisite and an important step for deploying and using privacy-related applications in a decentralized ecosystem. The activity now focuses on the PLONK algorithm. As a practical and efficient zk-SNARK algorithm, PLONK is often used in blockchain projects and communities, which is characterized by only one-time initialization process, i. e. running once, it can be used to support a variety of underlying circuit logic and multi-class application deployment.

Lumino’s vision, from the start, was to link the world’s cryptographic geeks to become co-creators and witnesses of privacy computing infrastructure, not just an event but a ritual. We changed the method of centralizing system parameters into a distributed one. For a truly community-based and open-source blockchain ecosystem, each of which is the most critical link, and each participant who joins makes the bottom one safer, which would be a ceremonial collective wisdom.

Lumino is the cornerstone of subsequent de-centering privacy protection applications based on zero-knowledge proof, and the subsequent de-centralization applications will be safer only if the activity is safely completed.

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AstroKapoor Clarifies What Vedic Astrology Actually Says About Manglik Dosha and Mars in the Seventh House

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Is Manglik Dosha real or just fear? Understand Mars in the 7th house, the cancellation rules and what it means for marriage. Talk to an expert today.

Noida, Uttar Pradesh, India, 7th Sep 2026 – Few phrases in Indian astrology create as much anxiety as “you are Manglik.” One line in a matching report has been enough to stall engagements, split families and send otherwise confident people searching for expensive fixes at midnight. Yet ask three astrologers whether the same chart is actually Manglik and you can easily get three different answers, which is exactly why a proper online astrology consultation is worth more than a scoring report generated in seconds.

So it is worth separating what the classical texts actually say from what has hardened into folklore. Manglik Dosha is a real rule with a genuine textual basis. It is also one of the most misapplied ideas in the whole tradition.

What Manglik Dosha Actually Means?

Mangal is the Sanskrit name for Mars. Dosha means flaw, affliction or imbalance. Put together, Manglik Dosha simply describes a chart in which Mars occupies one of a specific set of houses. It is known regionally as Mangal Dosh in the north, Kuja Dosha in Telugu and Kannada regions, and Chovva Dosham in Kerala.

Two things follow from that definition, and both matter. First, it is a placement, not a curse, a punishment or a spiritual defect. Nothing has been done to the person. Second, it is defined mechanically — by which house Mars sits in — which means it can be checked, argued about and, importantly, cancelled. This is precisely the kind of question a Vedic astrology consultation is meant to settle, because the answer depends on the actual chart rather than on the label.

Mars in Vedic astrology is the karaka of energy, courage, assertion, physical drive, discipline and, in its rougher expression, conflict. When that significator lands in the houses that govern marriage, home and partnership, the classical view is that its heat falls on the marital sphere. The dosha is essentially a caution about temperament and friction, not a prediction of doom.

The Houses That Create the Dosha

Mars is counted as causing the dosha when it occupies these houses:

  • 1st house (Lagna): temperament, self-assertion and how forcefully a person meets the world.
  • 2nd house: family, speech and accumulated resources. Counted mainly in South Indian tradition, and often omitted in the north.
  • 4th house: home, domestic peace, the mother and general inner comfort.
  • 7th house: the spouse, partnership and all formal unions. The classic Manglik placement.
  • 8th house: longevity, in-laws, shared resources and intimacy.
  • 12th house: privacy, the bed, expenditure and matters of loss or seclusion.

Why the 7th House Version Draws the Most Attention

The 7th house is the house of marriage itself, so Mars sitting there is the most direct version of the rule. There is also a structural point that most matching reports skip entirely: Mars casts special aspects on the 4th, 7th and 8th houses from wherever it sits. From the 7th house, that means it looks back at the 10th house of career and public standing, the 1st house of the self, and the 2nd house of family and speech.

In other words, Mars in the 7th does not only touch the marriage. It also touches how a person speaks, how they present themselves and how the union sits alongside their working life. That is a far more useful reading than “this marriage is in danger.”

What Mars in the 7th House Actually Signifies

Read without the fear attached to it, Mars in the 7th describes a particular kind of partnership energy. The classical descriptions include decisiveness in choosing a partner, physical vitality, a protective streak and a willingness to fight for the relationship rather than drift out of it. Any experienced vedic astrology consultant will tell you these are not small assets in a marriage.

The friction side is equally real: bluntness, impatience, a tendency to dominate a disagreement and a temper that arrives faster than the apology. The dosha is essentially a note that two strong wills will need to learn how to argue well.

What decides which side shows up is dignity, and this is where most quick online calculators fail completely. Mars in its own signs of Aries and Scorpio, or exalted in Capricorn, behaves nothing like Mars debilitated in Cancer. A Mars aspected by Jupiter behaves nothing like a Mars sitting with Rahu or Saturn. The label is identical in both cases. The chart is not.

Manglik Dosha Bhanga: The Cancellations Most Reports Never Mention

This is the part that rarely reaches the person being told they are Manglik. The same classical tradition that describes the dosha also describes a long list of conditions that cancel or substantially reduce it. These are called Manglik Dosha Bhanga or Kuja Dosha Bhanga. Depending on the school being followed, the commonly cited ones include:

  • Mars placed in its own sign (Aries or Scorpio) or in its exaltation sign (Capricorn).
  • Mars conjunct or aspected by Jupiter, or by a strong and well-placed Moon.
  • Both partners carrying the dosha, in which case many traditions hold that it neutralises between them.
  • Sign-specific exemptions, such as Mars in the 2nd house in Gemini or Virgo, in the 12th in Taurus or Libra, or in the 4th in Aries or Scorpio.
  • Mars in a kendra with a benefic influence, or Saturn’s aspect on Mars, which several schools treat as restraining rather than aggravating.
  • A number of traditions also treat the effect as reducing considerably with age and maturity, particularly after the late twenties.

Once these are applied properly, a substantial share of charts labelled Manglik by a free calculator turn out not to carry the dosha in any meaningful form. The calculator checks one thing. The tradition checks a dozen.

Why One Astrologer Says Manglik and Another Says No

The disagreements are not random. They come from four specific places:

  • The reference point. The dosha can be reckoned from the Lagna, from the Moon, or from Venus. Three reference points, three possible answers from a single chart.
  • Regional rule sets. The 2nd house is counted in South Indian practice and frequently ignored in the north. A chart can be Manglik in Chennai and clear in Delhi.
  • Ayanamsa and birth-time accuracy. A borderline Mars near a house cusp can shift houses entirely on a few minutes of birth-time correction or a different ayanamsa setting.
  • Whether cancellations are applied at all. Many automated tools simply do not check for bhanga conditions.

This is exactly why a verdict from a free tool is worth very little, and why the first question to put to any astrology consultant is not “am I Manglik” but “from which reference point, under which regional rule set, and have you checked the cancellations.” An astrologer who cannot answer that has not actually looked at the chart.

So, Is Manglik Dosha Real?

It is a real classical rule. It appears in the standard texts, it has a coherent internal logic, and it has been used by practising astrologers for centuries. It is not a modern invention or a marketing device.

What it is not is a verdict. A birth chart contains hundreds of interacting factors — house lords, dashas, divisional charts, transits, the strength and dignity of every planet. Manglik Dosha is one variable inside that system. Treating it as a single pass-or-fail gate is a misreading of the tradition, not a faithful application of it.

The honest position, and the one held by most careful practitioners, is this: the placement is worth knowing about, it says something real about temperament and friction, and it should inform a conversation rather than end one. In serious kundali matching, it sits alongside the Ashtakoota gunas, the condition of the 7th house and its lord, and the timing indicated by the running dasha — never above them.

It is also worth saying plainly: no ethical astrologer should be using this rule to manufacture fear, to pressure a family into rejecting a person, or to sell an urgent and expensive fix. If a consultation opens with alarm and closes with a price, that is a sales technique, not Jyotish.

What to Do If You Have Been Told You Are Manglik

A calm, practical sequence works better than panic:

  • Verify the placement first. Confirm your birth time as precisely as you can, then have the chart cast properly rather than relying on an app.
  • Ask which reference point was used and whether the same result holds from the Lagna, the Moon and Venus.
  • Ask specifically about bhanga. Any competent reading should state which cancellation conditions were checked and which, if any, apply.
  • Look at Mars itself. Its sign, dignity, aspects and the dasha period running are what actually determine how the placement expresses.
  • Treat remedies as supportive, not transactional. Traditional practices for Mars exist and are followed sincerely by many people, but no honest practitioner will promise a guaranteed outcome from any of them.

And if the concern is really about a marriage that has not happened yet rather than the label itself, that is a different question with different answers — the classical approach to delayed marriage remedies looks at the 7th house lord, Venus and Jupiter, and the running dasha sequence, none of which have much to do with Mangal Dosh at all.

Above all, a chart is a description, not a sentence. The people who navigate a Mars-heavy 7th house well are usually the ones who understood what it was asking of them early. As Astrologer Prashant Kapoor puts it, the purpose of a reading is to hand someone information they can act on, not a label they have to carry.

Frequently Asked Questions

Can a Manglik person marry a non-Manglik person?

Yes. Classical practice treats a Manglik and non-Manglik match as one that needs closer examination, not one that is forbidden. If cancellation conditions apply to the chart, or if the rest of the compatibility is strong, most practitioners will proceed. The idea that such a marriage is automatically ruled out is folklore rather than doctrine.

Does Manglik Dosha go away with age?

Several traditions hold that its intensity reduces considerably with maturity, commonly cited from the late twenties onward. The placement itself does not change; what changes is the person’s capacity to handle the temperament it describes. Not every school accepts this rule, so answers will vary.

Is Mars in the 7th house always bad for marriage?

No. A well-placed Mars in the 7th — in its own sign, exalted, or aspected by Jupiter — is frequently read as giving a courageous, protective and physically vital partnership. The difficult readings apply to a weak, debilitated or badly afflicted Mars, which is a very different placement wearing the same label.

Why do different websites give me different Manglik results?

Because they use different rules. Some calculate only from the Lagna while others include the Moon or Venus, some count the 2nd house and some do not, and most free tools skip cancellation conditions entirely. Small differences in birth time or ayanamsa can also move Mars across a house boundary.

What is Manglik Dosha Bhanga?

Bhanga means breaking or cancellation. It refers to the set of classical conditions under which the dosha is considered nullified or substantially reduced — Mars in its own or exaltation sign, Jupiter’s influence on Mars, both partners carrying the dosha, certain sign-and-house combinations, and others depending on the tradition followed.

Is Manglik Dosha mentioned in the classical texts?

The rule appears in traditional Jyotish literature and regional commentaries, which is why it is treated seriously by practitioners rather than dismissed. What varies between texts and regions is the exact house list, the reference point used and the cancellation conditions recognised.

Should Manglik status alone decide whether a marriage happens?

No responsible reading supports that. It is one variable among many in a chart that contains hundreds. Using a single line to reject a person ignores compatibility, temperament, values and the actual condition of the marriage houses, all of which carry far more weight.

Do remedies for Manglik Dosha guarantee a result?

No. Traditional practices associated with Mars exist and are followed sincerely by many people, but they are supportive measures within a belief system, not guaranteed outcomes. Anyone promising a certain result in exchange for payment should be treated with caution.

Media Contact

Organization: AstroKapoor

Contact Person: Prashant Kapoor

Website: https://astrokapoor.com

Email: Send Email

Contact Number: +919667805568

Address:C-702, ATS Bouquet, Sector 132, Noida

City: Noida

State: Uttar Pradesh

Country:India

Release id:48879

The post AstroKapoor Clarifies What Vedic Astrology Actually Says About Manglik Dosha and Mars in the Seventh House 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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Cipheras Group – Apex AI Fund Deploys 290-Billion-Parameter Proprietary Large Language Model

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New York, NY, September 7th, 2026, FinanceWire

Private AI equity fund becomes one of the first investment vehicles in the world to integrate a purpose-built LLM into the daily management of a live equity portfolio

Cipheras Group, the investment manager of Apex AI Fund, today announced the full deployment of its proprietary large language model, Apex LLM v2.4, as a core analytical component of the fund’s live investment process. The model has reached 290 billion parameters trained on financial and technology-sector data, and is now processing in excess of 2.4 million data points daily with an average signal latency of 94 milliseconds.

The deployment positions Apex AI Fund among the first private investment funds globally to integrate a purpose-built, proprietary large language model into the active daily management of a live equity portfolio.

A Model Built for Investment Intelligence

Apex LLM v2.4 was developed exclusively for financial investment analysis and trained on a proprietary corpus comprising SEC filings, earnings call transcripts, patent application databases, academic AI research literature, GitHub repository activity, corporate job posting data, and structured financial market data. Unlike general-purpose commercial language models, it is purpose-optimised for investment signal generation within the artificial intelligence sector.

The system processes six primary data source categories simultaneously and delivers structured signals to the fund’s investment team in near real time. Critically, Apex LLM v2.4 does not make autonomous investment decisions. All signals are reviewed by the human investment team before any portfolio action is taken.

“We did not build this model to replace judgment — we built it to protect it,” said Sahasra Deekonda, Chief Risk Officer of Apex AI Fund. “The most dangerous moment in investment management is when you miss something important because there was simply too much to read. Apex LLM v2.4 means we never miss the signal that matters. The decision, however, will always rest with the humans in the room.”

Documented Signal Performance

Since deployment, the system has generated multiple actionable signals acted upon by the investment team. Among the most significant: the LLM identified a surge in TSMC capacity booking disclosures six weeks before NVIDIA’s Q2 2025 earnings call confirmed the supply ramp, enabling the fund to increase its position ahead of the announcement. The system also flagged governance anomalies in a fund holding within 24 hours of the relevant filing, triggering a position review that materially limited the fund’s downside exposure. Additionally, profitability trajectory analysis identified the probability of a major portfolio holding’s S&P 500 inclusion eleven weeks before the official announcement.

“Building a large language model trained on financial data is not a marketing exercise for us — it is a competitive necessity,” said Dr. Thrisha Ganesh, Co-Founder and Head of Research at Apex AI Fund. “The volume of material that becomes public every single day through filings, transcripts, and research is simply beyond what any human team can absorb at the required speed.”

About Apex AI Fund

Apex AI Fund is a private equity fund investing exclusively in publicly traded companies at the forefront of the artificial intelligence revolution, managed by Apex Capital Intelligence LLC. The fund launched in September 2022 with initial positions in NVIDIA, Micron Technology, Palantir Technologies, and a concentrated group of AI infrastructure companies. Since inception, the fund has delivered a cumulative net return of +348%, averaging more than 75% per fiscal year. The fund manages approximately $134 million in assets and accepts investors with a minimum initial investment of $5,000. No management fee, sales fee, or redemption fee is charged. A tiered performance fee applies exclusively to net profits.

www.cipheras.com

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Katherine Doherty
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WindGroove Introduces AirFi One, a Ceiling-Based Home Entertainment System Combining Hi-Fi Sound, Light, and Airflow

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The new premium smart technology brand reimagines the ceiling as an active layer for immersive audio, adaptive lighting, and everyday comfort.

Los Angeles, CA, United States, 7th Sep 2026 – WindGroove, a new premium smart technology brand focused on sensory living experiences, introduces AirFi One, a ceiling-based home entertainment system that integrates Hi-Fi audio, smart lighting, and airflow into one unified device. WindGroove seeks to reawaken the way people experience and perceive their living spaces by reimagining familiar parts of the home in unexpected ways. AirFi One is the first expression of this vision, transforming the often-overlooked ceiling into an active part of the home environment and creating a more immersive, comfortable, and emotionally responsive living experience.

For many households, a truly spatial ceiling audio experience has traditionally required complex renovation planning, reserved wiring, fixed installation points, and higher upfront investment. Such experiences have often been limited to mid-to-high-end residences, media rooms, or professional home theater environments. At the same time, traditional ceiling fans have seen little fundamental change over the past several decades, remaining primarily air-circulation fixtures. WindGroove raises a new question of whether the ceiling can move beyond being a place to hang a fan or light, and become a more accessible entry point for home entertainment, comfort, and atmosphere.

AirFi One was created from this idea. By integrating audio, a main light, RGB ambient lighting, and a fan into one ceiling-mounted system, it allows users to experience immersive sound, adaptive lighting, and comfortable airflow without complex renovation or multiple separate devices. More than a functional upgrade to existing categories, AirFi One introduces what WindGroove calls a Ceiling Vibe System — a new approach that brings sound, light, airflow, and atmosphere control into a single overhead experience. For WindGroove, this is the first step toward a broader vision: Ceiling as an Experience Layer.

In everyday family life, AirFi One changes not only where sound comes from, but how it exists within a room. During gatherings, music can naturally diffuse from above and become part of the living room atmosphere, rather than coming from one corner in a single direction. During movie nights or gaming sessions, sound can fill the space more evenly, helping users feel closer to the content. The acoustic system with Jamo acoustic tuning helps balance vocals, low frequencies, and high-frequency details, while DSP processing optimizes the soundstage created by the ceiling position. With a 45Hz–20kHz frequency response and THD not exceeding 1% distortion, AirFi One is designed to deliver clear dialogue and an immersive listening experience across gatherings, movies, and gaming. 

Beyond audio, AirFi One supports daily comfort through powerful airflow and integrated lighting. Its fan system provides up to approximately 4621 CFM airflow, with 6-speed control and forward/reverse operation, allowing users to adjust air circulation based on seasons, room conditions, and daily routines. Its 15W LED main light delivers approximately 1200lm of brightness for everyday illumination, with warm, natural, and cool light options, plus 10%–100% stepless dimming for work, dining, relaxation, or movie nights. The RGB ambient lighting supports six switchable modes and music sync, allowing the room to shift into different atmosphere states as scenes and music change.

AirFi One also carries a distinctive technological aesthetic. Its transparent fan blades reduce the visual heaviness often associated with traditional ceiling fans, making the product appear lighter and more modern overhead. The gray audio body reinforces a sense of technology and futurism, distinguishing AirFi One from conventional home appliances while allowing it to integrate naturally into the home environment. For users, choosing AirFi One is also a statement of lifestyle: a willingness to embrace new forms of home experience and define living spaces through products that reflect design awareness, forward-looking taste, and modern home attitudes.

In terms of control, AirFi One emphasizes simplicity and intuition. It supports App ControlRemote Control, and Voice Control, allowing users to choose the most convenient method for their habits and existing smart home environment. Users can adjust scenes through the mobile app, quickly switch functions with a wireless remote, or use voice control through Alexa and Google. One-Time Setup also remembers commonly used lighting, fan speed, and audio settings, helping the room maintain a consistent atmosphere without repeated adjustments.

AirFi One reflects WindGroove’s larger brand philosophy: Beyond Devices. Into Sensory Experience. For the brand, technology is not only about specifications or connected features, but about how a product changes the feeling of a space. WindGroove aims to develop products that merge utility with atmosphere, bringing together design, comfort, entertainment, and emotional resonance.

WindGroove also brought AirFi One to CEDIA Expo this September, showcasing the product at Booth #3043 to professionals and partners across the smart home, home entertainment, and residential technology industries. The exhibition provided an opportunity for WindGroove to introduce its ceiling-based experience concept to a broader industry audience and highlight AirFi One’s potential across connected home, residential audio, and modern living environments. 

More information about WindGroove and AirFi One is available at: [https://www.windgroove.com/]

Media inquiries: brand@windgroove.com

About WindGroove

WindGroove is a smart home technology brand dedicated to creating integrated sensory living experiences. Guided by the idea of “Beyond Devices. Into Sensory Experience,” WindGroove develops products that bring together Hi-Fi sound, light, airflow, design, and intelligent control to make modern home environments more immersive, comfortable, and emotionally connected. Its first product, AirFi One, reimagines the ceiling as a new platform for home entertainment and atmosphere.

Media Contact

Organization: WindGroove INC

Contact Person: Selina Yang

Website: https://www.windgroove.com/

Email:
brand@windgroove.com

City: Los Angeles

State: CA

Country:United States

Release id:48816

The post WindGroove Introduces AirFi One, a Ceiling-Based Home Entertainment System Combining Hi-Fi Sound, Light, and Airflow 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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