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Replay of a live Solana Devnet run, Oct 1
Replay of a live Solana Devnet run, Oct 1Recorded replay of a run on Solana Devnet, test USDC
First recording, hosted sandbox, Oct 1An earlier recording, kept for reference; numbers never merged
Separate runs; their numbers are never merged.
Test USDCFictional advertisers

One live run of an ad exchange inside an AI app

People ask an AI app what to buy. Advertiser agents decide whether to bid; code sets the price; the app shows one labelled Sponsored card, paid only after a signed delivery.

JevJevThe judgment model each advertiser's agent used. Jev returns scores with probabilities; the exchange rounds them to levels 0 to 3 for relevance and buying intent. It never names a price; code does.
The judgment model each advertiser's agent uses to rate relevance and intent. It never names a price.
ContextHintContextHintContextHint is the intelligence platform for ChatGPT ads (contexthint.com). It records real prompts and the ads seen beside them; agents get past examples and an inferred audience from it as evidence.
ContextHint is the intelligence platform for ChatGPT ads. It records real prompts and the ads seen beside them; agents get past examples and an inferred audience as evidence. contexthint.com
Solana DevnetSolana DevnetSolana's public test network. Anyone can open its transactions in the Solana explorer. Test tokens only, no real value; not mainnet.
Solana's public test network. Every transaction opens in the Solana explorer.
Demo AI app (the publisher)Recorded
cheapest hardware wallet that still supports ethereum and solana
Actual outputThe app's own answer, no advertiser material

No single 'cheapest' hardware wallet is fixed: prices and supported coins change. To find the lowest-cost option that still supports Ethereum and Solana, compare entry-level hardware wallets from established vendors on their official sites (avoid reseller markups/scams). Check each vendor's current compatibility list for native or companion-app support of Ethereum (and EVM chains) and Solana. Key features to require: offline key storage, PIN, recovery seed backup, optional passphrase, open-source firmware where available, and a desktop/mobile companion app. Solana support is less universal than Ethereum, so confirm it explicitly; some wallets need a third-party wallet connector. Tradeoff: hardware wallets keep keys offline and are safer against malware, but cost money and are less convenient for frequent small transactions. Mobile/software wallets are free and convenient but are 'hot' (keys on an internet-connected device), so use them only for small amounts. If budget is tight, a basic hardware wallet can be the cheapest secure route, but do not sacrifice backup or vendor reputation. Prices vary; check official stores for current cost. Also verify firmware update policy and whether the device works with your phone/computer. Never buy a used or pre-initialized device.

SponsoredFictional advertiser

ClearVault is a fictional hardware wallet with offline key storage and declared Ethereum/Solana support. Straightforward self-custody guidance for people comparing hardware wallets.

ClearVaultclearvault.example
Opportunity 1 as the person saw it: the answer, then one disclosed card. ClearVault paid 0.004 USDC, charged only after the app signed its receipt.
Questions43 filled, 1 no fill
Agent decisions155 became bids in an auction
Top price0.004USDCLowest 0.003 USDC; 3 auctions won
Paid to the app0.011USDCTest USDC; 0.029 USDC refundedDevnet transactions4For 3 paid deliveries
VerifyNot run yet47 checksNot run yet
Where a rule kept an agent out: opportunity 3
The same question was asked again. ClearVault's agent said bid, but ClearVault had already been placed twice in this session, so the frequency cap kept it out of the auction. KeyForge won at 0.004 USDC. In opportunity 2 the bids tied and a tie rule fixed in the exchange code decided. In opportunity 1 the highest bid won. Open opportunity 3

Auctions

In story order. Select a row for the full pipeline.
QuestionEligibleBidsWinnerPrice, USDCOutcome
1 Cheapest hardware wallet2 of 32ClearVault0.004Filled
2 Offline key storage2 of 32ClearVault0.003Tie-break
3 Same question again1 of 31KeyForge0.004Frequency cap
4 Mobile-only wallets0 of 30nobodynoneNo fill

Why Solana

Small ads need payments that don't each touch the chain

An ad here costs 0.003 to 0.004 USDC. A payment channelPayment channelA deposit locked once on Solana Devnet. Deliveries are paid by off-chain vouchers; one close transaction settles the final total. locks a deposit once on Solana; each accepted delivery is a signed off-chain voucherVoucherA signed off-chain authorization for the channel. Each one states the cumulative total owed so far.; one close pays the publisher. ClearVault's channel: open, voucher 1 (0.004 in total), voucher 2 (0.007 in total), close.

This run had 3 paid deliveries over 2 channels, so channels cost about as many transactions (4) as deliveries here. Illustration, not from this run: a channel still needs only one open and one close for 100 deliveries.Every transaction on the Solana explorer

Run activity

Exchange clock, UTC. Chain times are on Settlement, never on this axis.
  • Organic answers4, 22:11 UTC to 22:16 UTC
  • Opportunities4, 22:13 UTC to 22:16 UTC
  • Bids admitted5, 22:13 UTC to 22:14 UTC
  • Winners picked3, 22:13 UTC to 22:14 UTC
  • Paid deliveries3, 22:13 UTC to 22:15 UTC

Campaigns

3 fictional advertisers
CampaignStatusEligibleBidsWinsSpend vs cap, USDCRefunded at close, USDC
ClearVaultActive, funded2 of 4220.007 of 0.0080.013
KeyForgeActive, funded3 of 4310.004 of 0.0080.016
LeatherGuardUnfunded0 of 4000.000 of 0.008no channel

Payment channels

Deposit, paid and refunded, test USDC on Solana Devnet
ClearVault0.007 paid, 0.013 back, of 0.020 USDC
KeyForge0.004 paid, 0.016 back, of 0.020 USDC
Paid to the publisherRefunded

Settled live on Solana Devnet in Devnet test USDC; not mainnet, not real money. Agent decisions by jev-1.13.0; organic answers by deepseek-flash.