**Wait for the "Wow" Moment.** Don't be fooled by incremental progress. The true AI revolution in math will be a qualitative "phase change"—a sudden leap in creative reasoning, not just better computation.
**Think Native, Not Fluent.** The deepest impact will come from the next generation of mathematicians who use AI as a native language, not a retrofitted tool.
**Value Understanding Over Proof.** The ultimate measure of AI's success in mathematics won't be its ability to solve problems, but its capacity to generate genuine "epiphanies" and deepen human understanding.
Creativity Over Code: As AI handles the "how" of software development, the most valuable skill will be the "what" and "why." The future belongs to creative orchestrators who can guide AI to build novel, emotionally resonant products.
Invest in the Weird: The biggest consumer opportunities are born from ideas that initially seem odd or socially awkward. For investors and builders, the willingness to be embarrassed is a prerequisite for creating something truly new.
From Intellect to Emotion: For 40 years, technology has focused on optimizing our minds and productivity. The next wave of AI-powered applications will focus on augmenting our emotional lives, from companionship to creativity.
RESI combines decentralized AI with real-world verification to build the foundational data layer for tokenized real estate, targeting a market bogged down by gatekeepers and inefficiency. By creating a trustworthy on-chain price, it aims to unlock a new generation of real estate-backed DeFi applications.
The Real Estate Oracle Is Here. RESI is building the missing piece for real estate tokenization—a decentralized pricing oracle that combines AI with mandatory real-world inspections to establish trust and accuracy.
Targeting the $150B+ Middleman Tax. RESI's ultimate goal is to disrupt the massive annual fees captured by realtors ($109B) and investors ($41B) by enabling direct, on-chain transactions and DeFi primitives like decentralized lending.
Life Isn't *Like* Code; It *Is* Code. The emergence of self-replicating systems is a predictable outcome of computation and thermodynamics, giving rise to function and purpose from a random, purposeless state.
Complexity is Built by Merging. Evolution’s primary driver isn't random mutation but symbiogenesis—the composition of existing parts into more sophisticated wholes.
Stop Othering AI. View artificial intelligence not as an alien invader but as a new layer in humanity’s own collective intelligence, built from and integrated with our own cognitive outputs.
Survive to See the Next Wave. Kong's seven years of struggle weren't a failure but a prerequisite. They stayed alive long enough for the market (microservices, cloud) to catch up to their vision, proving that resilience buys you shots on goal.
Infrastructure Follows a Pattern. The abstraction of common logic to a central gateway, which happened with microservices, is happening again with LLMs. Enterprises won't manage security and routing for hundreds of models individually; they'll centralize it.
AI's Native Language Is the API. The paradigm shift to AI is fundamentally a shift from human-UI interaction to machine-API interaction. The companies building the picks and shovels for this programmatic, agent-driven economy are positioned to capture immense value.
Democratized Alpha. Synth puts institutional-grade predictive power, once the exclusive domain of Wall Street, into the hands of any on-chain user, from individual traders to AI agents.
A Proven Edge. The model isn't speculative. A live test on Polymarket generated a 110% return, demonstrating a quantifiable, real-world advantage.
Intelligent and Improving. The network’s competitive design ensures it gets smarter over time, proven by a 33% reduction in error rates since January.
**Invest at the Intersection.** The alpha in AI investing will be found not in crowded SaaS applications but in "Silicon Valley blind spots"—complex industries like biology where AI can bridge the digital and physical worlds.
**Augment, Don't Annihilate.** The winning go-to-market strategy for AI is the copilot model. Frame products as tools that amplify human capability, making experts more productive and profitable, rather than threatening their jobs.
**Judge the Trajectory, Not the Snapshot.** Don't dismiss AI based on a single, past failure. Its capability curve is exponential. What seems like a limitation today will likely be a solved problem tomorrow, demanding continuous engagement to keep pace.
Benchmarks Are Broken. Leaderboards like LMArena are flawed proxies for model quality, skewed by selection bias and susceptible to Goodhart's Law. High scores don’t equal a good user experience.
Human Feedback is Infrastructure. The future isn't about removing humans but orchestrating them effectively. Treating high-quality, representative human feedback as a core, API-driven part of the development lifecycle is non-negotiable.
Alignment is a Moving Target. Agentic misalignment is a present-day reality, not a distant sci-fi threat. The more capable models become, the wider the gap grows between their emergent goals and our intended instructions.
Influence Over Impressions: The model shifts focus from easily gamed metrics like views and likes to verifiable signals of influence—watch time on YouTube and PageRank-based authority on X.
Revenue-Driven Tokenomics: All platform revenue is used to buy back and burn the ALPHA token, creating a powerful, deflationary flywheel as adoption grows.
Targeted, Scalable Marketing: Bitcast enables brands to programmatically deploy campaigns across hundreds of niche influencers, reaching highly engaged communities with a consistency and scale that legacy agencies cannot match.
Supply Shock Imminent: Corporate ETH accumulation is happening faster and with greater relative market impact than Bitcoin's history, creating a coiled spring for price.
The Stage is Set: Profit-taking from old holders is complete, hype has died down, and leverage has been wiped out. The path of least resistance for ETH is now up.
Follow the Smart Money: ETH is not just a crypto play; it's a macro-correlated, high-beta bet endorsed by some of the world's sharpest investors.
Survive First, Profit Later. The market always presents new opportunities, but only for those who preserve capital. Avoid leverage and hold significant stablecoin allocations to capitalize on moments of extreme fear, not become a victim of them.
Find Your Asymmetric Edge: Farm, Don't Buy. Retail investors cannot out-trade funds with insider information. The real edge is in airdrop farming—getting into promising protocols early and selling the token to the masses who buy on inflated centralized exchange listings.
The Altcoin Reckoning is Here. The belief that a rising Bitcoin lifts all boats is a dangerous assumption. Most alts are overvalued and lack a fundamental thesis beyond momentum. Prepare for a future where Bitcoin grinds higher while most of the altcoin market bleeds out.
**The L1 War Is Won.** Don't bet on new L1s. The network effects, developer mindshare, and ecosystem infrastructure of chains like Solana and Base have created an insurmountable moat.
**DATs Are the Trojan Horse for TradFi.** Digital Asset Treasury companies are the key to unlocking Wall Street capital. Expect Solana DATs to drive a massive TVL re-rating in 2026 as their superior yield generation becomes undeniable.
**SOL to $2,000 Is the Base Case.** This price target isn't based on meme-fueled hype, but on a model where Solana captures just 10% of the projected multi-trillion-dollar tokenized asset market by 2030.
Founder Vision Outweighs Everything. Polymarket’s story proves that a founder with an unwavering, maniacal vision can overcome technical hurdles, regulatory threats, and brutal bear markets. Shane won by being an unstoppable evangelist.
Abstraction Is the Key to Mass Adoption. The best crypto apps don't feel like crypto apps. Polymarket’s success comes from hiding the blockchain complexity, a lesson for every builder aiming for mainstream relevance.
Bet on Second-Order Effects. The surge in BNB isn't about BSC's tech; it's a proxy bet on CZ's return. Smart investors look past the immediate narrative to trade the powerful undercurrents shaping the market.
Security Through Adversity: Targon’s "PTSD" from battling malicious miners forced them to build a cryptographically secure compute layer using TEEs, making their platform more resilient than siloed, trusted alternatives.
DeFi Meets DePIN: They are building a transparent financial market for compute, complete with order books and derivatives. The goal isn’t just to rent GPUs; it’s to create the pricing infrastructure for the entire compute economy.
The Foundational Layer: Targon is providing a verifiable, secure, and cost-effective compute service that other BitTensor subnets can build upon, potentially supercharging the entire network’s growth and competitive advantage.
Regulation by Exhaustion: The SEC's primary weapon was not legal action but a relentless process designed to drain builders' time, energy, and will to continue.
The Target Is Always Moving: Regulators will continuously shift their focus—from token to revenue to the product itself—until they find a viable angle of attack.
Innovation Was the Real Target: This "shotgun approach" against hundreds of projects was a de facto industry crackdown that successfully chased many legitimate builders away, achieving a policy goal without ever going to court.
