A lesson about all AI: it will not solve your problems. It’s a tool to help you understand them. That’s the best advice for local or cloud AI. Once you understand that……life with AI is clear
It’s wild times: crypto + AI = holy shit. I’ve been in crypto since 2018 and thought it moved so fast until I started playing with AI. Both change so quickly it’s hard to see, but it’s like twin tornadoes eating everything in sight! Glad I’m here to see it.
People keep asking what I’ve been up to, so here’s the real update.
It started with a messy crypto tax situation —multiple LLCs, DeFi yields, mining, the whole thing. I needed better tools to get it cleaned up and compliant without bleeding money on mistakes. That pulled me deep into AI.
What began as a cheap Claude sub quickly escalated. I went full premium, then realized I wanted control and privacy. So I built out a local model stack on my hardware (Ryzen/RTX Proxmox setup). It was powerful, but context limits and data prep were painful. That forced me to build better tooling — chunking, orchestration, persistent memory — basically the early pieces of my local-first AI Life OS.
After testing everything (Claude, Cursor, Grok, Codex, open models, various APIs), I’ve settled into a hybrid setup that actually works long-term: strong local inference for privacy and cost, with smart routing to SaaS where it makes sense.
Recently I added https://t.co/5F3e66zmJZ to the mix because it’s crypto-native. Their DIEM token model (earn $1/day per token toward API usage) is clever. It fits perfectly with my stack.
Current daily driver: Local Qwen models (via LiteLLM) orchestrated through Cursor, with seamless fallback to Claude, Grok, and Venice models. Feels like the right balance of control, performance, and capability.
If you’re into self-hosted AI or just want a solid privacy-friendly opti
We've open-sourced Grok Build and have reset usage limits for all users.
Open sourcing Grok Build allows anyone to support making a reliable and robust harness. Check out our code, including the Git repo for the Grok Build CLI.
https://t.co/3SSvPu2Nrz
Forty years in IT: soldering boards, midnight patches, global clouds. Thought I knew deep—then AI swallowed me. Three hundred-plus hours: chats, models, routing, hardware, security mazes. Built something real. Family? Crypto? Real estate? All on mute.
But hey—I'm coming back. Just... give me a little while. This rabbit hole's endless; every layer peels back ten more. And I'm still falling.
Breaking: Latest Compromises Proposed by Crypto Firms to Banks let us know what is coming.
To break the deadlock and salvage the bill, crypto industry representatives have floated targeted concessions focused on integrating community banks more directly into the stablecoin ecosystem. These proposals aim to address banks’ fears of disintermediation while giving smaller institutions new revenue opportunities:
1. Placing portions of stablecoin reserves with community banks
• Instead of reserves being concentrated at large custodians (e.g., BNY Mellon) or megabanks, crypto issuers could allocate a meaningful share to community/regional banks.
• This would recycle dollars back into the local banking system, supporting lending and reducing outflow concerns. It could also diversify reserve custody, potentially improving stability and earning banks custodial fees.
2. Enabling community banks to issue their own stablecoins via partnerships
• Smaller banks could partner with crypto firms (e.g., tech providers or issuers like Circle) to launch branded or co-issued stablecoins.
• This positions banks as active participants rather than competitors being disrupted—potentially allowing them to offer digital dollar equivalents tied to their deposits, attract crypto-native customers, and generate new fee income.
• Examples from related developments include state-level experiments (e.g., North Dakota’s planned “Roughrider” stablecoin via its state-owned bank partnering with community lenders) and broader explorations of tokenized deposits.
These ideas represent a pragmatic olive branch: crypto concedes some ground on reserve concentration and yield structures in exchange for broader regulatory approval, while banks gain direct involvement and potential upside in the growing stablecoin market (projected by some forecasts to reach trillions in capitalization).
Education at its best! Listen and learn—this is the way in this space for long-term wealth building. Pick your positions and slowly accumulate. Your future self will thank you!
People when I say "accumulate" this is to signal you to lower your average cost through to the end of quantative easing aka the liquidity cycle, est. to run through 2028-2030.
If you cant have a 4-5 year investment discipline then investing is not for you.
The goal is to invest like a institutional accumulator. When we are in Wyckoff accumulation, you accumulate. When we are in Wyckoff distribution, you have the choice to distribute like an institution or to HODL and wait to accumulate and lower your average.
Note: If distribution is timed near year end there will be tax harvesting, another excellent oppertunity to accumulate and lower your averages.
For experienced traders exiting in distribution (Wyckoff Spring was $126k called here) and re-entering in the Wyckoff Accumulation (Called $83k to $95k) is what large participants are doing and can be followed. For passive investors, no need to exit until the liquidity cycle peaks 2028-2030 (I will be calling this daily so we are all aware, it may change with geopolitics like Venezuela and Federal Reserve shake up in May). Pay attention. HODL till then, lowering your average cost using DCA methodology (new liquidity tactically entered to lower average cost) at Accumulation zones.
Investing in technology is not for everyone. If you dont have discipline and a long term horizon you will not survive.
The biggest mistakes are:
- Going all in in a speculative asset with no adoption, low bar technology, mid curve institutional interest and low tps. Vaporware. First rule, if you dont use the digital asset or its network, dont invest in it. Do you send people value for goods and services using the network you are invested in? If not - invest in something useful. There are millions of people globally using digital asset networks, invest in the used networks. TPS is a good indicator as well as active wallets.
- Investing in MEMEs, which are speculative casinos with no purpose other than testing the networks for scale and establishing base user adoption for testing.
The winners will accumulate the blue chip assets at the Accumulation zones. The ones regulated early and which have institutional and sovereign adoption schedules (Digital Fiat, Real World Assets, Regulated Equity Tokenization, Tokenized Treasuries etc). Once again the easy guide is directly out of the Market Structure Bill as follows:
Conditions for Classification as a Digital Commodity (CFTC-Regulated) Under the CLARITY Act and related 2025 drafts: The asset must be a digital asset (a digital representation of value recorded on a cryptographically secured distributed ledger).
It qualifies as a digital commodity if intrinsically linked to a blockchain system and not classified as a security, permitted payment stablecoin, or certain excluded categories (e.g., tokenized real-world assets, pooled investment vehicles).
Secondary sales of assets initially sold via investment contracts are treated as non-securities ("investment contract assets"), falling under CFTC spot market jurisdiction.
The blockchain must often demonstrate maturity or functionality, with value appreciation tied to decentralized governance or network use (not centralized issuer efforts).
Issuers may need to self-certify compliance, provide disclosures, and meet ongoing requirements for the asset to transition to commodity status.
If the digital asset is a sufficiently decentralized commodity or has a regulated soverign debt issued on it as a Stable Coin by a regulated issuer.
Basic rules: No ETF or ETF application in progress by 2026, dont invest. Nobody knows how utility tokens will be regulated after Clarity Act so there is risk in anything outside a token that will be regulated as a commodity.
Note: Feel free to play a little speculation with a small "risk" allocation. But DO NOT ALL IN on something not used, not regulated, not adopted, not on a roadmap for institutional usage.
Any other investment in this asset class is risky, gambling, speculative, and you will most certainly be liquidated or bled to zero.
Once Clarity Act is law and guidelines for utility and access tokens are clear, there will be 1000s of new tokens with clear business models, teams, profit strategies. That will be the market to dabble in and we will get there and curate together at that time.
Its Jan 4th, a great time in the Accumulation Wyckoff to slide assets that dont classify as commodities, into ones that do. Dont sleep on this.
Looking forward to the new year and seeing what crypto brings. I'd also like to thank the office gang for keeping our heads straight during 2025 amid the crazy swings. Big thanks to @martypartymusic for working his butt off on the LQL and the education he provides to everyone in the space.
Big thanks to @btc_ted and @WestClintwood for keeping engagement with trades and the market a top priority. I've been in this space a long time but learn more every day with the group.
Let's go 2026!
Jupiter is cooking! The Breakpoint list is huge. Worth the read, or here’s the Grok summary:
Jupiter’s Breakpoint 2025 announcement outlines seven targeted upgrades to its Solana-based DeFi stack, tackling onchain challenges like fragmented data and shallow liquidity through improved lending, stablecoin integrations, and developer tools.
Key highlights: Jupiter Lend exits beta with open-source code for efficient risk management; JupUSD stablecoin launches next week for seamless ecosystem rewards; acquisition of Rainfi to enable money markets for diverse assets.
Backed by $1.08T YTD trading volume and $2.7B TVL, these upgrades position Jupiter as a leader in transitioning users to intuitive onchain finance, proven by rapid growth and integrations like Robinhood.
Breakpoint Special: Pushing Onchain Finance Forward
Onchain finance is the future.
It is fundamentally a better system, with open rails, transparent logic, self-custody as a default, and verifiable rules which apply equally to everyone.
But the transition from off chain to onchain is a historical moment and brings about a new set of generational problems: fragmented data, fraudulent assets, fragile liquidity layers, shallow integrations, and a lack of professional-grade tools that make onchain usable for real traders, builders, and everyday users.
These are foundational problems that demand generational solutions. At Jupiter, we’re here to build the future of onchain finance. With $1.08T in combined spot + perps volume YTD, the highest TVL on Solana ($2.7B), 34M+ active wallets YTD, and our full 12 product stack across all surfaces (web, mobile, APIs) - no one is better positioned to lead this transition.
For the world to choose onchain, the path needs to feel transparent and intuitive - so seamless that people prefer it without needing to understand what’s underneath. That has been the north star behind everything we’ve built this year. We have been relentlessly upgrading the products, the infrastructure, and the team itself, and now we’re ready to step into the next chapter with our singular focus on easing the world to onchain finance.
And today at Breakpoint, Kash unveiled a coordinated wave of upgrades built around one question:
What Key Problems Are We Solving For Onchain Finance?
Every upgrade you see today is part of that answer. Not entirely new things, but stronger upgrades of the products that already power the ecosystem.
1. We need world-class yield products.
Jupiter Lend: Out Of Beta & Open Sourced.
• Historical problem: The conditions that a lending market can offer to its users are directly linked to the efficiency of its risk management system. Many platforms offer borrowers conservative risk parameters because of this, providing them with less utility for their capital.
• Why Us: Jupiter Lend, built in conjunction with Fluid, introduces tick-based liquidity, which enables all risky positions to be liquidated in a single transaction. This efficient design allows Lend to offer borrowers a UX no other protocol can. Users receive the highest LTVs and lowest liquidation penalties in the industry, which will continue to increase as the protocol grows. Lenders on the other hand receive deep liquidity, mitigating the liquidity crunches that can cause unstable rates and prevent withdrawals. The demand for this model has been so overwhelming, that Lend was the fastest growing protocol in Solana history to reach $1B in Total supply, taking only 8 days to achieve this feat.
• What’s upgraded today: After 4 months, Jupiter Lend is now officially out of Beta and fully open source. (https://t.co/uwuyBKf50t).
2. Stablecoins need deep DeFi integrations.
JupUSD: Deeply embedded across our platform and sharing economics with users of Jupiter products.
• Historical problem: Stablecoins alone are not enough, they need to be integrated to create a virtuous flywheel.
• Why us: Jupiter’s world-class product suite already routes billions in stablecoin volume via swap aggregation, perpetuals, and lending. By launching JupUSD in collaboration with Ethena, we’re now completing the entire stack end-to-end. When you control both the dollar and the platform it transacts through, you can build what isolated stables never could: full protocol level engineering. Each use case synergizes with each other, creating a flywheel that’s only possible with deep product integrations.
• What’s upgraded today: JupUSD integrations across the entire Jupiter ecosystem enable rewards while you wait (e.g DCA, Limit Order, prediction markets, and more). Note: JupUSD will be launching next week
3. The ecosystem needs a trusted data layer for token information.
VRFD: Upgrading the most trusted token information system in DeFi.
• Historical problem: ~30k tokens launched daily on Solana (with a majority of these being scams & imposter tokens), mismatched metadata, and no unified standard to know what’s real. Projects, builders, and users have been guessing for years.
• Why us: Jupiter Verify is already the most trusted and used token verification system in DeFi - powering nearly every wallet, terminal, and explorer for free. After four years of iteration, Verify has the fastest approvals with smart social validation and a holistic review across 6 key signals, clearest guidelines, and the most effective system yet to keep traders safe from imposter tokens.
• What’s upgraded today: VRFD expands Verified into a full trusted data layer and platform, integrated across all surfaces and available via the Pro API. Our full team behind VRFD created a platform to go beyond token verification to verifying metadata and high signal insights, and is available across our sites, Jupiter mobile, and APIs (https://t.co/DXEAOsuoqX).
4. We need simple ways for developers to access complex functions.
Developer Platform: Upgrading the most integrated API infrastructure in DeFi.
• Historical problem: Developers need simple ways to access complex functions at scale, and there is currently no single place to see usage, errors, performance, and logs across the entire API surface area.
• Why us: Jupiter already has the most integrated APIs in DeFi, powering thousands of apps, wallets, and protocols.
• What’s upgraded today: The Developer Platform now gives comprehensive visibility into logs, usage insights, user patterns, and product performance, all in one place - a complete toolkit for builders wanting to leverage Jupiter tech and integrate this on chain vision into their stack. Track every swap, pricing call, and token API request at a glance with our real-time dashboard & analytics, view your usage across all Jupiter APIs, and debug with precision (investigate 429s,500s, and downtime with our comprehensive logs page) - giving you all the tools to ship and build more efficiently. (https://t.co/J9TiZLRygc).
5. We need more trading activity directly onchain, and traders need access to pro tools.
Terminal: Upgrading professional data & execution for onchain trading.
• Historical problem: The amount of data is exploding, and traders need world-class tools and execution. And we need to bring more trading activity directly onchain.
• Why us: Jupiter is simply already the best place to trade. Our platform is powered by Ultra v3, the most advanced end-to-end trading engine ever built, with proprietary features like Jupiter Beam and Predictive Execution, with adoption by industry leaders like Robinhood.
• What’s upgraded today: Now we’ve unified everything into the most advanced trading terminal, consolidating trading for all asset classes into a single platform, featuring real-time wallet tracking, Alphascan’s analytics across 61+ launchpads with dev blacklisting, and professional execution tools including OCO orders and partial fills (https://t.co/TnT3lAedrG).
6. We need to align incentives of traders and encourage more onchain trading.
Rewards Hub: Upgrading onchain participation and alignment between users and platform.
• Historical problem: Onchain incentives have been fragmented and disconnected from real usage.
• Why us: Jupiter already routes and powers the activity that traders want to be rewarded for.
• What’s upgraded today: The Rewards Hub + Referrals unifies rewards, trading activity, and referrals into one system with a $1M pool tied to real contributions (https://t.co/BmiZqZMYDf - only for web. Mobile, and wallet, not APIs).
7. We need a money market for every asset.
Acquisition of Rainfi: Upgrading what lending can support towards a money market for every asset.
• Historical problem: Off-chain assets, long-tail assets, and long-duration assets have never had a real path onchain. Peer-to-peer lending lacked scale and integrations.
• Why us: Jupiter Lend already solved borrower-first design, but extending lending to infinite productive asset types requires new models.
• What’s upgraded today: By acquiring https://t.co/dpR5VqECyQ, we’re bringing in the most innovative on protocols, who are already building Offer Book, a specialized orderbook that enables a simpler and more transparent way to access liquidity (no price-based liquidations) and make every onchain asset productive - launching in Q1.
Taken together, these upgrades represent a coordinated step-change for onchain finance.
Across data, execution, lending, liquidity, mobile, developer tools, and incentives, every layer of the Jupiter stack has been strengthened and expanded. These aren’t new products or new directions, they are deliberate upgrades to the systems already powering hundreds of millions of users, traders, and builders.
This is how our vision becomes real: one unified push toward a world where the best financial experience lives fully onchain.
Over the coming days, we’ll dive deeper into each upgrade, with more improvements still on the way.