diff --git a/domains/internet-finance/dutch-auction dynamic bonding curves solve the token launch pricing problem by combining descending price discovery with ascending supply curves eliminating the instantaneous arbitrage that has cost token deployers over 100 million dollars on Ethereum.md b/domains/internet-finance/dutch-auction dynamic bonding curves solve the token launch pricing problem by combining descending price discovery with ascending supply curves eliminating the instantaneous arbitrage that has cost token deployers over 100 million dollars on Ethereum.md
index 03c7a35..02f91ea 100644
--- a/domains/internet-finance/dutch-auction dynamic bonding curves solve the token launch pricing problem by combining descending price discovery with ascending supply curves eliminating the instantaneous arbitrage that has cost token deployers over 100 million dollars on Ethereum.md	
+++ b/domains/internet-finance/dutch-auction dynamic bonding curves solve the token launch pricing problem by combining descending price discovery with ascending supply curves eliminating the instantaneous arbitrage that has cost token deployers over 100 million dollars on Ethereum.md	
@@ -32,7 +32,17 @@ Doppler (Whetstone Research, built on Uniswap v4 hooks) combines two well-studie
 
 **Why this matters for the internet finance thesis:** The existing knowledge base captures the *governance* layer of permissionless launches (futarchy, conditional markets, brand separation) and the *capital formation* layer (compressed fundraising, solo founders). Doppler operates at the *price discovery* layer — the infrastructure beneath governance that determines how tokens find their initial price and generate sustainable liquidity. If futarchy governs *whether* a project should launch, dutch-auction bonding curves govern *how* it prices. The two are complementary, not competing.
 
-**Limitation:** Doppler is live on Base/EVM and building for Solana (native SVM implementation, not a port). No on-chain data yet for Solana deployment. The $100M+ arbitrage figure is Ethereum-specific and may not directly translate to Solana where transaction ordering works differently. The mechanism is theoretically sound but needs empirical validation at scale across different chain architectures.
+**Critical challenge: dutch auctions penalize true believers.** In traditional auctions (art, spectrum), making the highest-value bidder pay the most is allocatively efficient. But token launches aren't traditional auctions — the early buyers who value the token most are typically the project's most committed supporters, the ones who will hold, build community, and evangelize. A dutch auction makes these true believers pay the highest price while latecomers who waited (less conviction, less community alignment) get better deals. This inverts the community-building incentive: the mechanism optimizes for price discovery accuracy at the expense of rewarding early conviction.
+
+Static bonding curves have the *opposite* problem — they reward early participation but are exploitable by bots who aren't genuine supporters. The unsolved mechanism design question is: **how do you reward genuine early conviction while protecting against bot extraction?** Neither dutch auctions nor static bonding curves solve both simultaneously. Possible approaches that haven't been fully explored:
+- Futarchy as a pre-filter (governance decides *whether* to launch, then a community-friendly pricing mechanism handles *how*)
+- Identity-gated or reputation-weighted participation that distinguishes bots from genuine community
+- Hybrid mechanisms that offer early-supporter pricing to verified community members while using dutch-auction dynamics for the open market
+- Conviction-weighted pricing where holding duration or governance participation earns retroactive discounts
+
+**The best price discovery mechanism for token launches remains an open problem.** Doppler solves the arbitrage/MEV problem but may create a community alignment problem. The ideal mechanism would be shill-proof (no bot advantage), community-aligned (true believers get rewarded), and price-discovering (finds the right clearing price). No existing implementation achieves all three.
+
+**Deployment limitation:** Doppler is live on Base/EVM and building for Solana (native SVM implementation, not a port). No on-chain data yet for Solana deployment. The $100M+ arbitrage figure is Ethereum-specific and may not directly translate to Solana where transaction ordering works differently.
 
 ---