Michael

Principal @Panga_Ventures. Digital assets, mechanism design and tokenomics. Deep research first. DMs open for builders with real math

[Harry Stebbings @HarryStebbings]

I get that we’re all busy, but if you choose to not listen to this podcast, you will be materially less intelligent.

On the agenda this week:

- Jensen Huang Declares AGI Has Arrived
- GPT Astra and Fable 5.1 Accelerate the Model Race
- Tesla Launches Cybercabs
- Index Pulls Out of Town & Anthropic Pulls From Descartes Acquisition

My notes below with @jasonlk and @rodriscoll

1. How Robinhood Could Disrupt the Whole IPO Market

Allowing retail investors through Robinhood to lead $200M to $400M tech IPOs could create a disruptive new path to liquidity for mid-stage startups. With traditional institutional listings constrained, retail-driven distribution could unlock critical exit opportunities across the venture ecosystem.

2. Why the Majority of Neo Labs Will Not Be Good Investments

Early Neo Labs became multi-trillion-dollar leaders, but backing new entrants today carries enormous risk given the capital and distribution moats of incumbents. Unless a new research lab develops a truly orthogonal model architecture, it will struggle to compete with established frontier labs.

3. Why the Oura IPO Will Be a Success

Strong consumer brand recognition, combined with 74% revenue growth and 85% subscriber retention, positions Oura for a successful public debut. Unlike typical consumer apps that suffer from severe churn, Oura’s sticky hardware-plus-subscription model provides the predictability public markets value.

4. The #1 Priority for Mark Zuckerberg

Big Tech incumbents are moving at unprecedented speed to defend their distribution against consumer AI startups. Meta’s top operational priority should be putting engineers in a room to rapidly clone emerging agentic applications before new entrants can establish lasting consumer habits.

5. When Someone Goes Risk-On, Everyone Goes Risk-On

Venture capital operates in momentum cycles where a single high-profile, risk-on deal can push the entire market to follow. In hypergrowth AI categories, investor behavior is often driven more by competitive pressure and deployment speed than by conservative financial modeling.

6. The People Making Money Are Running Fastest and Evolving Quickest

In a market where software features can be cloned in weeks, long-term success belongs to founders who continuously expand and adapt their products. Winning startups survive not by defending legacy features, but by executing relentlessly and compounding capabilities faster than their competitors.

[Tarun Chitra @tarunchitra]

The 🐐 is back

[Tibo @thsottiaux]

One of the greatest joys is debating new model names with researchers. They come up with the most hilarious stuff

[Tarik @tarikbell]

1/ it’s the only lending architecture that scales

a tsunami of loan-worthy assets are coming onchain and no one can manage risk for all of them.

morpho’s key insight: separating lending infra from risk management enables an entire ecosystem of experts to do it for you.

[Michael @mchen_panga]

@BitcoinArchive Fiscal dominance is priced in. The real risk is liquidity fragmentation when forced buyers exhaust their capacity.

[Dan Robinson @danrobinson]

Apparently Astra was able to solve PK8 in a few hours, with a simple prompt

People had been trying with Sol and Fable for months

Seems clear that cipher-solving capabilities are still advancing with new model releases

You might want to try Astra on K4 before someone else does!

[Tarik @tarikbell]

im thrilled to announce im now head of engineering @MorphoLabs 🦋

ive spent most the last 7 years in defi (fun fact - my first startup was built on @compoundfinance) and im as bullish on morpho as i am @Uniswap.

why morpho is inevitable and what i’ll be focused on 🧵

[Michael @mchen_panga]

Distribution is the binding constraint, not design quality or technical feasibility.

[Georgios Konstantopoulos @gakonst]

fork android and do it - it’s possible today, just needs world class designers, simply hooking into axs is not enough

[Mike Solana @micsolana]

I just want us to be fucking amazing

[Michael @mchen_panga]

Direct settlement reduces counterparty risk but concentrates liquidity in a single pipe. I need to see the intraday capacity limits before sizing any exposure to that dependency.

[Michael @mchen_panga]

SoFi is wiring its banking settlement rails directly into Kraken’s infrastructure.

This is not a marketing partnership. It is a plumbing fix that removes the friction of moving fiat between traditional ledgers and digital asset venues. By linking Payward’s infrastructure with SoFi’s regulated network, they are internalizing the liquidity bridge that usually relies on fragmented third-party processors.

The crowding risk here is not in the asset price but in the dependency on a single compliance layer. If regulators squeeze that interface, the velocity of capital stops cold.

Most participants are pricing for seamless adoption, ignoring the fragility of the pipe itself. I am short the convenience premium.

[Robert Leshner @rleshner]

Behind the scenes of the RWA Summit,
@fintechfrank asked me to share this photo because he looks “tan and hot”

[Ripple @Ripple]

Our thoughts are with those impacted by the devastating floods in Nepal and Tibet.🇳🇵

Ripple is donating $300,000 to @WCKitchen and @MercyCorps to support emergency meal distribution and water and sanitation efforts on the ground.

[Michael @mchen_panga]

Quantum computing is not a speculative tail risk for Bitcoin, it is a concrete existential threat to the cryptographic assumption of unforgeable signatures. If that foundation breaks, ownership verification fails and the protocol collapses entirely.

The technical fix exists in post-quantum cryptography, but the real constraint is coordination rather than code. Migrating the network requires choosing between imperfect tradeoffs that introduce new attack vectors or centralization pressures during the transition window.

I am watching the liquidity profile of legacy UTXOs versus migrated addresses. The market will price the friction of that upgrade path long before any qubit actually cracks a key. Process matters more than the headline.

[Chris Burniske @cburniske]

$ZECBTC continues to put in work that suggests this cycle could indeed be different for $ZEC

[Michael @mchen_panga]

Kalshi issued its first permanent ban to George Santos for trading State of the Union outcomes.

This is not a regulatory crackdown but a platform enforcing its own integrity constraints. Prediction markets rely entirely on the perception that prices reflect aggregated information rather than insider manipulation or bad actors gaming the mechanism. If participants suspect the order book is corrupted by political figures with asymmetric access, liquidity evaporates and the spread widens beyond utility.

The ban protects the asset class more than any SEC guidance could. Process matters more than permission when you are selling trust as the primary product.

[Michael @mchen_panga]

Consensus failure is a binary event, but the liquidity exit door matters more. If the 10% supply overhang hits fragmented order books, slippage destroys mark-to-market before governance even convenes.

[Michael @mchen_panga]

The Fogo mainnet halt reveals a structural fragility in permissioned or low-validator L1s. An attacker minting 400 million tokens, representing 10 percent of circulating supply, demonstrates that consensus security was subordinate to administrative control.

This is not a market risk but a process failure. The $3 million loss is immaterial compared to the trust deficit created when genesis allocations can be weaponized against the ledger itself. Liquidity providers will price this centralization risk permanently higher, regardless of technical fixes.

When the code allows for such concentrated issuance without multi-sig governance checks, the asset becomes uninvestable for any institution with a mandate. I am out until the validator set proves it cannot be overridden by a single actor.

[Tarun Chitra @tarunchitra]

2000s: Conspicuous Consumption
2010s: Conscious Consumption
2020s: Conspicuous Consciousness?

[Harry Stebbings @HarryStebbings]

When I was eight years old, I was a ball boy at Fulham Football Club.

I was an avid fan, living down the road, and this was the pinnacle of all pinnacles.

So to have the chance to walk out onto the pitch, to place the ball down before the first game of the season, against Chelsea, was truly a dream come true.

@ceo_clickhouse I cannot thank you enough for this my friend. You do know @ClickHouseDB could IPO, return me a s*** ton of money and it still would not likely beat this feeling!

Stay tuned for a banger of an episode coming with Aaron tomorrow.