Author: CryptoExpert
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How to Build Multi-Layered LLM Safety Filters to Defend Against Adaptive, Paraphrased, and Adversarial Prompt Attacks
[ad_1] In this tutorial, we build a robust, multi-layered safety filter designed to defend large language models against adaptive and paraphrased attacks. We combine semantic similarity analysis, rule-based pattern detection, LLM-driven intent classification, and anomaly detection to create a defense system that relies on no single point of failure. Also, we demonstrate how practical, production-style…
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Bitcoin Sell-Off Deepens, Yet History Hints At a Price Bounce
[ad_1] Bitcoin has faced renewed selling pressure, with the price slipping below the $80,000 mark after a sharp pullback. The decline followed broader market weakness and rising risk aversion. Although large wallet holders reacted defensively, several underlying bullish signals suggest Bitcoin may be positioning for a short-term recovery as selling pressure shows early signs of…
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Is BTC Repeating Its 2020 Playbook—or Heading for One More Flush?
[ad_1] Bitcoin’s sharp late-January sell-off has intensified debate over whether the market is approaching a cyclical bottom—or merely entering the next leg lower. According to Galaxy Digital’s head of research, Alex Thorn, recent price action suggests downside risks remain elevated, with Bitcoin potentially drifting toward long-term technical support levels in the weeks or months ahead.…
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ParaFi Capital Backs Jupiter with $35M Strategic Investment
[ad_1] Jupiter said it has secured a $35 million strategic investment from ParaFi Capital, marking the first time the Solana-based onchain trading and liquidity aggregation protocol has taken outside capital after years of bootstrapped, profitable growth. The transaction involved token purchases at market prices with no discount and an extended lockup period and was settled…
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Why These 3 Altcoins May Trigger Massive Liquidations This Week
[ad_1] The crypto market enters the first week of February with an intensifying battle between bulls and bears. Bears still hold the advantage, but bulls appear to be spotting an opportunity. This situation makes price volatility more complex. Liquidation losses are increasing for both Long and Short positions. Why should altcoins like Solana (SOL), Hyperliquid…
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Shared memory is the missing layer in AI orchestration
[ad_1] The key to successful AI agents within an enterprise? Shared memory and context. This, according to Asana CPO Arnab Bose, provides detailed history and direct access from the get-go — with guardrail checkpoints and human oversight, of course. This way, “when you assign a task, you're not having to go ahead and re-provide all…
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Vietnam launches formal licensing for digital asset trading platforms
[ad_1] The SSC launched the process after the Ministry of Finance issued Decision No. 96. Banks and brokers, including SSI, VIX, and major lenders, are preparing to apply. Rules include 10 trillion dong capital, 65% institutional ownership, and a 49% foreign cap. Vietnam has formally moved closer to running a regulated crypto market after opening…
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Zilliqa (ZIL) price slides amid exchange delistings and supply update
[ad_1] Zilliqa price drops 3.6%, extending a 7-day downtrend amid weak market sentiment. Binance delisting and Upbit supply increase reduce liquidity and add pressure. Technicals show ZIL below key EMAs with RSI near oversold levels. Zilliqa (ZIL) has seen a sharp dip in its price over the past 24 hours. The token is currently trading…