SolanaLM is a decentralized, OpenAI-compatible AI inference network for the agent economy — pay per request in SOL with sub-second settlement, run nodes on cheap DePIN GPUs, with an on-chain audit trail heading toward verifiable inference. Self-hostable, MIT-licensed.https://solanalm.cryptuon.com/en-ushttps://solanalm.cryptuon.com/blog/running-a-node-economics-real-numbers/https://solanalm.cryptuon.com/blog/running-a-node-economics-real-numbers/Field notes from running an inference node for a week. Hardware, hours, payouts, and the operational reality that nobody puts in marketing copy.Tue, 26 May 2026 00:00:00 GMThttps://solanalm.cryptuon.com/blog/onion-routed-inference-threat-model/https://solanalm.cryptuon.com/blog/onion-routed-inference-threat-model/Privacy-preserving inference sounds great in marketing copy. The honest engineering question is: what attacks does the 3-hop onion circuit actually stop, and what does it not?Tue, 12 May 2026 00:00:00 GMThttps://solanalm.cryptuon.com/blog/openai-compatibility-as-distribution-strategy/https://solanalm.cryptuon.com/blog/openai-compatibility-as-distribution-strategy/Every decentralized inference network has to answer: how does an existing application start using us? Speaking OpenAI's schema is the cheapest, most honest answer.Tue, 28 Apr 2026 00:00:00 GMThttps://solanalm.cryptuon.com/blog/federated-learning-algorithms-in-practice/https://solanalm.cryptuon.com/blog/federated-learning-algorithms-in-practice/Four algorithms ship in the SolanaLM training runtime. They are not interchangeable. Here is what each one is for, what breaks when you pick wrong, and how to choose.Wed, 15 Apr 2026 00:00:00 GMThttps://solanalm.cryptuon.com/blog/why-solana-for-ai-inference-payments/https://solanalm.cryptuon.com/blog/why-solana-for-ai-inference-payments/A 400ms finality target and ~$0.00025 per-transaction fee are not nice-to-haves for a decentralized inference market. They are load-bearing. Here is the engineering case.Thu, 02 Apr 2026 00:00:00 GMThttps://solanalm.cryptuon.com/blog/solanalm-vs-bittensor-deep-dive/https://solanalm.cryptuon.com/blog/solanalm-vs-bittensor-deep-dive/Bittensor pioneered decentralized AI markets. SolanaLM bets on a different chain, a different schema, and a different definition of done. Here is the honest engineering comparison.Sun, 22 Mar 2026 00:00:00 GMT