Throughput vs. Latency: Why DBFV is the Superior Choice for Complex Financial Logic

  vor 8 Monaten

Fully Homomorphic Encryption (FHE) has long promised secure computation on encrypted data, but was too slow for real-world finance. Fhenix’s Decomposed BFV changes this by breaking ciphertexts into smaller “limbs,” reducing noise growth and delaying costly bootstraps. The ‘Precision Wall’ in Financial Logic For a long time, fully homomorphic encryption (FHE) has been considered the

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Spot Bitcoin ETFs Could Restore ‘Stronger’ Market Structure, Analyst Explains

  vor 8 Monaten

The Bitcoin bear market caught some parts of the crypto crowd by surprise, as several investors expected prices to recover at different stages of the correction. However, some sections of the market saw this corrective phase, using on-chain data as the basis of their prognosis. One such group is the on-chain data analysts who called the emergence of the bear market based on the decline in apparent demand. Using this same model, a prominent market researcher has come forward with a potential catalyst for Bitcoin’s price recovery. Bitcoin ETFs Kick Off 2026 With $1.8 Billion Outflows In a recent post on the social media platform X, pseudonymous analyst Darkfost shared that spot Bitcoin ETFs (exchange-traded funds) may play a huge role in the crypto market turnaround. According to market data, demand for crypto via exchange-traded funds has been weak so far in 2026. This cautious stance from investors and “contraction in liquidity” has had a significant effect on the market, as prices keep tumbling to new lows every other week. Darkfost highlighted that early 2026 has looked more like a period of risk reduction on the spot Bitcoin ETF side, which has been largely driven by substantial capital inflows and strong speculative momentum. Darkfost wrote in the X post: Market participants appear to be reassessing their risk exposure in a more uncertain macroeconomic and geopolitical environment. Unsurprisingly, recent on-chain data support the increasing apathy of investors towards the Bitcoin ETF market. According to data highlighted by Darkfost, the year 2026 is starting with around $1.8 billion in net outflows, which is in stark contrast to the strongly positive levels witnessed in 2024 and at the start of 2025. Sustained capital inflows and a significant expansion in market liquidity characterized these periods. However, it is worth mentioning that 2025 ended on a more negative note, with ETF inflows declining from $27 billion to around $20 billion by year’s end. Hence, this trend shows that the current weakness in demand seems more like a gradual decline than a sudden drop. In any case, this demand weakness has left the Bitcoin market unprotected and more vulnerable to selling pressure and short-term volatility. Darkfost concluded that a sustained run of Bitcoin ETF inflows could be a “key catalyst” to restoring a stronger market structure and investor confidence. The signs, however, have not been encouraging so far, as the US-based BTC exchange-traded funds bled roughly $360 million in net outflows over the past week. Bitcoin Price At A Glance As of this writing, the price of BTC stands at around $70,600, reflecting an almost 2% jump in the past 24 hours.

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India’s bold 2026 AI summit calls for inclusive global tech growth

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India is opening the India AI Impact Summit 2026 at Bharat Mandapam this week, putting New Delhi at the center of the world conversation on artificial intelligence. It is the first of its kind to be hosted in a developing nation, which takes place from February 16 to 20. Prior summits in South Korea, France, and the United Kingdom focused on safety issues. The summit is organized around three ideas: People, Planet, and Progress. Alongside policy discussions and research sessions, a massive trade expo brings together more than 300 exhibitors from India and over 30 other countries. The expo spans more than 10 themed sections covering fields like health, farming, and education. A room full of world leaders and tech chiefs The importance of the summit is highlighted by the guest list. Senior government officials and more than 20 heads of state have personally attended. At the personal request of Prime Minister Modi, French President Emmanuel Macron will arrive on February 17 and is expected to remain till February 19. Prime ministers from Bhutan, Greece, Finland, Spain, and a number of other countries are also in attendance, along with Brazilian President Luiz Inácio Lula da Silva. Representatives from the leading tech companies included Sam Altman, CEO of OpenAI, Sundar Pichai, CEO of Google, and representatives from Anthropic and DeepMind . India has the potential to become a “full-stack AI leader,” said Sam Altman. Seven theme groups, each co-led by a delegate from a developed and a developing nation, form the foundation of the summit’s working agenda. It is anticipated that these groups would generate specific recommendations on topics like as applications in certain industries, reliable AI tools, and shared computing infrastructure. India’s own AI push India is arriving at this summit with real momentum behind it. With the government’s IndiaAI Mission, the country has been building up its data infrastructure, bringing thousands of graphics processing units online through public-private partnerships, and shortlisting 12 teams to develop homegrown large language models. Officials say AI i s th e next significant layer of India’s digital infrastructure , a logical progression of initiatives like India Stack, Aadhaar, and UPI, which already serve more than 1.4 billion people. India’s size and unique requirements are reflected in the real-world applications on exhibit at the summit. AI techniques are being used in healthcare to enhance remote diagnosis, increase telemedicine services, and forecast disease outbreaks in remote places where access to physicians is still restricted . AI predicts crop yields, controls soil and water consumption, and detects insect risks early in the agricultural industry, which employs hundreds of millions of people. Shared infrastructure, according to organizers, may make comparable instruments more affordable for small-scale farmers. Productivity increases of 20 to 30 percent have already been demonstrated in pilot operations. A call for shared AI resources A “global AI commons” is an open, shared repository of AI tools , datasets, computing resources, and ethical norms that was proposed by Abhishek Singh. Singh argues that underdeveloped countries would keep buying and using technology created by others, with no say in how it works or what principles it upholds. Singh wants to stay linked to the rest of the world and preserve international collaboration without being dependent on other influences. Satyamev Jayate, the Indian national slogan, which translates to “truth alone prevails,” was the basis for the summit’s motto. With this framing, the country is not just acting as a host but also as a link between the many nations that are still trying to create themselves and others that are already developing AI. The summit signals India’s intent to lead the “Global South” in demanding a seat at the table, ensuring that the future of AI is defined by shared infrastructure rather than digital dependency. If you're reading this, you’re already ahead. Stay there with our newsletter .

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How High Can Ripple (XRP) Go Next Week? 4AIs Make Bullish Predictions

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While Ripple’s cross-border token crashed to almost $1.10 on February 6, bulls have since stepped in to stabilize the valuation, which currently trades around $1.55. The question now is whether next week can deliver further gains and how high the price could go. Here’s what four of the most widely used AI-powered chatbots said on the matter. The Bulls ChatGPT estimated that the most probable outcome for the week ahead is for XRP to rise to roughly $1.60, which it did on Sunday, but has yet to reclaim that level. It claimed that a move north is much more plausible than a renewed crash, based on recent investor behavior. “At the moment, XRP looks more like it’s in a stabilization phase rather than the beginning of a major breakout. The bounce from around $1.10 to $1.50 shows that buyers stepped in aggressively at lower levels, which is constructive. However, sharp rebounds are often followed by consolidation before any serious continuation higher,” its analysis reads. The chatbot projected that an explosion to as high as $2 next week is also possible, but it would depend heavily on a major catalyst, such as a solid revival of the broader crypto market or huge news concerning Ripple and its ecosystem. Grok – the chatbot integrated within X – agreed with ChatGPT’s assumption that XPR is most likely to surge and maintain $1.60 next week. Nonetheless, it projected that such a scenario will only be possible if the price reclaims decisively the important zone of $1.40. Grok also envisioned a jump to as high as $1.80 but expects the rally to occur toward the end of February rather than in the following seven days. Several indicators, including the declining amount of XRP held on the largest crypto exchange, Binance, and the formation of certain technical setups, reinforce the bullish thesis. The Bears Unlike the aforementioned chatbots, Perplexity is pessimistic about XRP’s performance next week and expects the price to decline. It outlined that investor sentiment has been quite depressing lately, predicting that the price may drop to as low as $1.24 in the coming days. Google’s Gemini also envisioned a bearish tilt in the week ahead. It noted that February has historically been a challenging month for XRP, characterizing the $1.35 – $1.40 range as “the line in the sand.” “This level isn’t just a number – it’s the technical floor that has been holding the ‘February slide’ together. XRP is hovering right on that edge, and if it plummets below this, it could open the door to a further plunge to as low as $1,” it concluded. The post How High Can Ripple (XRP) Go Next Week? 4AIs Make Bullish Predictions appeared first on CryptoPotato .

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