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Managed Off-Chain Services: When to Outsource Indexers and Oracles

The evidence you live with: intermittent query timeouts during traffic spikes, surprise 5xxs from your third‑party RPC during liquidations, a backlog of histori

Gumroad API pagination and HTTP 200 errors: the store that looked half-empty

I run a small Gumroad store from a set of scripts on my homelab. The scripts create products, set prices and tags, and check what is already listed before they

Changing what my phone agent was shown beat changing the model

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked On 18 September 2026, two turns after its own lookup had returned a booking's real