According to @alice_und_bob, the workflow to get an opaque system working included buying books, asking an uncle, throwing function calls at obscure interface definitions until they worked, studying open-source examples from prior implementations, and inspecting the runtime stack of obfuscated code to reverse engineer behavior; the post does not name any project, token, or provide pricing data, indicating limited direct trading signal from this disclosure; source: https://twitter.com/alice_und_bob/status/1994705611938771148, linked content: https://x.com/IamKyros69/status/1993923773087769019

According to Andrej Karpathy, current reinforcement learning practices make LLMs mortally terrified of exceptions, and he argues exceptions are a normal part of a healthy development process, as stated on Twitter on Oct 9, 2025. Karpathy urged the community to sign his LLM welfare petition to improve rewards in cases of exceptions, as stated on Twitter on Oct 9, 2025. The post includes no references to cryptocurrencies, tokens, or market data, indicating no direct market update from the source, as stated on Twitter on Oct 9, 2025.

According to @ediep on Twitter, developers often engage in various activities while waiting for Codex to complete pull requests (PRs). This downtime can affect crypto trading volumes, as developer focus may shift to monitoring market trends or executing trades, especially during periods of blockchain network congestion or high activity. As cited by @ediep (source: Twitter, May 26, 2025), understanding these workflow pauses is critical for traders seeking to anticipate short-term liquidity shifts driven by developer activity on key Web3 and DeFi projects.