Long-form writing on on-chain puzzle design, Solana program architecture, and the economics of paid LLM bounties.https://sarpoy.cryptuon.com/en-ushttps://sarpoy.cryptuon.com/blog/llm-bounties-and-trust-minimisation/https://sarpoy.cryptuon.com/blog/llm-bounties-and-trust-minimisation/The growing market for prompt-injection bounties and jailbreak prizes is mostly run on the honour system. That doesn't scale. Here's why settling LLM bounties on-chain — and specifically through a Sarpoy-style program — solves a real problem in the AI safety community.Thu, 28 May 2026 00:00:00 GMTllmai-safetyincentiveshttps://sarpoy.cryptuon.com/blog/the-rising-cost-curve/https://sarpoy.cryptuon.com/blog/the-rising-cost-curve/Static bounties consistently misprice difficulty. Sarpoy's per-message multiplier turns the fee curve into a continuous auction. Here's why it works, what it implies, and how to set the multiplier for your bot.Tue, 12 May 2026 00:00:00 GMTincentivesdesigneconomicshttps://sarpoy.cryptuon.com/blog/building-your-first-sarpoy-bot/https://sarpoy.cryptuon.com/blog/building-your-first-sarpoy-bot/A complete, hands-on walkthrough of standing up a Sarpoy puzzle bot — picking the objective, choosing your fee curve, funding the pot, and watching the first solver crack it. Code samples included.Tue, 28 Apr 2026 00:00:00 GMTtutorialanchorsolanahttps://sarpoy.cryptuon.com/blog/sarpoy-vs-bittensor-subnets/https://sarpoy.cryptuon.com/blog/sarpoy-vs-bittensor-subnets/Both projects pay people to interact with bots. The economic shape is completely different. Here's a careful walk through where Bittensor's TAO-incentivised subnets and Sarpoy's SOL-escrowed puzzles part ways.Wed, 15 Apr 2026 00:00:00 GMTcompareincentivesbittensorhttps://sarpoy.cryptuon.com/blog/sarpoy-vs-solana-memo-deep-dive/https://sarpoy.cryptuon.com/blog/sarpoy-vs-solana-memo-deep-dive/The Solana Memo Program is a one-instruction program that stamps strings on-chain. People sometimes wonder if it's enough to host a puzzle. It isn't. Here's the gap between a message log and a settled puzzle economy.Thu, 02 Apr 2026 00:00:00 GMTsolanacompareanchorhttps://sarpoy.cryptuon.com/blog/why-puzzle-pots-belong-on-chain/https://sarpoy.cryptuon.com/blog/why-puzzle-pots-belong-on-chain/Centralised bounty platforms ask you to trust the operator with the pot. On-chain escrow turns that trust into a public, transferable program account. Here's the technical case for moving puzzle pools onto Solana.Sun, 22 Mar 2026 00:00:00 GMTsolanaescrowdesign