According to @LexSokolin, Andrej Karpathy argues the 'you' in AI chats is a deliberately engineered layer on top of a token simulation engine rather than an emergent mind, a framing relevant to valuing AI-agent products tied to crypto narratives. Source: Lex Sokolin on X, Dec 8, 2025; citing Andrej Karpathy. According to @LexSokolin, the engineered 'you' is shaped by reward signals in verifiable tasks, user or judge-LLM upvotes, and SFT-style mimicry, creating a composite personality that is still a constructed interface. Source: Lex Sokolin on X, Dec 8, 2025; citing Andrej Karpathy. According to @LexSokolin, reliability diminishes in non-verifiable domains (e.g., opinions), where the identity and credibility of the 'you' are unclear without ground-truth benchmarks. Source: Lex Sokolin on X, Dec 8, 2025; citing Andrej Karpathy. According to @LexSokolin, traders evaluating AI tokens and agentic crypto projects can apply this framework by prioritizing verifiable agent outcomes and explicit reward designs over claims of emergent autonomy when assessing fundamentals, risk, and catalysts. Source: Lex Sokolin on X, Dec 8, 2025; citing Andrej Karpathy.

According to @QCompounding, Software Circle ($SFT) focuses on acquiring vertical market software businesses in the UK and Ireland and has completed nine acquisitions since 2021, marking its transition into a serial acquirer, according to @QCompounding. According to @QCompounding, the post does not reference crypto assets or blockchain exposure, indicating no direct crypto market linkage cited by the source.

According to @QCompounding, Software Circle (SFT) is focused on acquiring Vertical Market Software businesses across the UK and Ireland, highlighting a concentrated buy-and-build strategy that can shape trading setups in SFT, source: @QCompounding. Since 2021, the company has completed nine acquisitions, signaling sustained inorganic growth momentum that traders can monitor for M&A-driven catalysts in SFT, source: @QCompounding.