Variant
Early-stage crypto fund focused on ownership economies and user-owned networks.
ABAB Structured Brief
Variant is indexed in ABAB Crypto Map under Crypto VC. This page keeps the official site, category, tags, and related ABAB coverage together as a searchable crypto project profile. Official domain: variant.fund.
Related News & Analysis
80-Year-Old Investment Master Howard Marks Deep Interview: Why Did I Change My View on AI? Second-Level Thinking and 25 Years of Decision Reflection
"I'm 80 and I wasted 25 years of my life. Don't make my mistake. - Howard Marks" (My First Million podcast interview with Howard Marks, co-founder of Oaktree Capital). Here are the key points summarized: 1. Why Change Views on AI (From Bubble Theory to Requalification) • Cognitive update inspired by his son (VC investor): After writing a memo on the "AI bubble," his son Andrew, who is involved in cutting-edge AI investments, pointed out that the pace of technological evolution far exceeded expectations, prompting him to completely rewrite and update his views. • Essential differences between AI and past technological revolutions: • Autonomy: Past technologies, from railroads to the internet, were merely efficiency tools, but AI possesses the ability to autonomously analyze, synthesize, and even self-correct, deriving solutions from goals. • Unpredictability: The evolution and boundaries of AI are completely unpredictable, a phenomenon not seen in previous technology cycles. • The "last mile moat" of experienced investors: • AI relies on historical data training and pattern recognition, but in new scenarios without historical references, extreme black swans, and identifying bad actors, the "intuition and gut feeling" of seasoned human investors remain irreplaceable. 2. Second-Level Thinking and Cognitive Differences • The key to transcending mediocrity: • Exceptional investment performance must be based on "differentiated insights (Variant Perception) that differ from market consensus," and you must prove yourself right. • If what you see is the same as the masses, you cannot outperform the average. • Insight cannot be taught: Just as it is said in basketball that "height cannot be trained," exceptional insight and contrarian thinking are often difficult to teach through instruction; they rely more on long-term practical experience and a deep understanding of probability distributions. 3. Contrarian Operations During the 2008 Lehman Crisis: Making Decisions in Fear • The ark must be built before the flood: Oaktree Capital raised $11 billion for a distressed debt fund in early 2007-2008, as the best time to reserve ammunition is when the market is overheated (you can't raise money when the flood comes). • Investing with trepidation: • After Lehman's collapse, partner Bruce Karsh averaged $450 million per week over 15 weeks (building a position of over $7 billion in a single quarter). • Emphasizing that true heroes are not fearless, but those who still act despite fear. "If you wait until there is no fear or risk to act, the best investment opportunities will have already passed." 4. 39 Years of Top Partnership and the Buffett-Munger Friendship • Cornerstone: Shared values + Complementary skills: • Collaborating with Bruce Karsh for 39 years without ever having a serious argument, the core lies in both being not purely "financial maximizers." • Their strengths are extremely complementary (Bruce focuses on behind-the-scenes operations and legal restructuring, while Howard handles external communication, client fundraising, and memo writing), with mutual gratitude. • The true relationship between Buffett and Munger: • Charlie Munger's greatest contribution to Buffett was persuading him to abandon the low-quality "cigar butt investing" in favor of "buying great companies at reasonable prices." • The two are like brothers; Munger is a well-read humanist, while Buffett is an extreme business calculation machine, and their intellectual collision and mutual respect form the greatest partnership model in history. 5. Life Reflection: The First 25 Years of "Unconsciousness" and Wisdom in Being Oneself • Lack of "clear intention" before 50: • Admitting that before founding Oaktree Capital at 50, many of his life decisions (from moving from Citigroup's research department to the bond department, to moving to California) were filled with following the crowd and luck. • The only success is living life on one's own terms: • Quoting Christopher Morley: "There is only one success, to be able to spend your life in your own way." • Finding a career that plays to one's strengths, avoids weaknesses, and brings happiness should not be dictated by friends, parents, or societal opinions. • The underlying tone of probabilistic thinking and humility: • Starting with "I could be wrong" as a thought process prevents one from falling into disaster; what truly leads to destruction are those who are 100% convinced they are right and bet their entire fortune against an 80/20 probability. 6. Recommended Classic Reading List for Masters • "A Short History of Financial Euphoria" - John Kenneth Galbraith: Understanding the psychological weaknesses and the essence of bubbles behind cycles. • "Fooled by Randomness" - Nassim Nicholas Taleb: Building a respect for luck, probability, and randomness, and not mistaking short-term luck for personal skill.
OpenAI Launches GPT-5.4-Cyber, a Variant Fine-Tuned for Cybersecurity Defense Tasks
OpenAI has launched GPT-5.4-Cyber, a variant fine-tuned specifically for cybersecurity defense tasks based on GPT-5.4. Its core feature is to "intentionally lower the rejection boundary for dual-use security tasks," allo...
Amazon Shrinks Nova Model, Focuses Resources on Frontier Model Program Led by Pieter Abbeel
...eter Abbeel, who joined Amazon through the acquisition of Covariant. This project has been designated as one of the company's top priorities this year, aiming to launch a new flagship foundational model at this year's re...
ElevenLabs Launches Avatars in ElevenCreative, Adding Face Generation to AI Voice for Talking Videos
... is directed towards supporting bulk Flows and multilingual variants on the platform, strengthening ElevenLabs' pricing power in studio-level content production. Source: Public Information
Microsoft Shuts Down 70+ GitHub Open Source Repositories Due to Miasma Worm Attack
...ently shut down due to a Miasma worm attack. This worm is a variant of the internal code theft incident at GitHub in mid-May, where the hacker group TeamPCP injected malicious code into trusted repositories using stolen ...
Ledger CTO Claims Zcash Orchard Vulnerability Exists for Over 4 Years, AI Audit Opus 4.8 Discovers Infinite ZEC Forgery Risk
...isable Orchard, and transparent disclosure. The Turnstile invariant limits the worst-case outflow of funds. Source: Public Information