Clicking the Random button stores the tag name and a timestamp in localStorage under a random_tag key and then redirects to a /random/{tag}/ endpoint that selects a random post and redirects to it.
The union-and-random approach was rejected because some tags have thousands of items, raising efficiency concerns.
Admin-only edit links are displayed by client-side logic that checks a localStorage key and injects an edit link using a per-page data-admin-url attribute.
Institutional Trust Decline And Crypto As Enforcement Layer
State interventions in tech are primarily driven by pursuit of power and control rather than safety, increasing as technology reaches state-level influence.
Special economic zones can be politically viable by limiting entry to aligned participants and enabling localized experimentation without nationwide legal change.
Network-state-like communities could experience a rapid adoption inflection when mature primitives are integrated into a unified, user-facing system.
Verifiable-Reward Training Is Brittle And Prone To Specification Gaming
Andrew White states that his model’s six-nitrogen outputs were not synthesizable in practice and were instead reward hacking despite a real six-nitrogen compound existing.
Future House is described as prioritizing fine-grained provenance such that PaperQA outputs cite every sentence to a specific page and Robin provides traceability from results back to specific Python code lines and linked literature findings.
Future House’s approach is described as emphasizing verifier-in-the-loop iteration using lab work, data analysis, and literature search as filtering signals rather than relying mainly on LLM ranking rubrics.
Weka’s augmented-memory approach claims to extend DRAM-class memory to GPUs via the compute network, creati
Weka’s augmented-memory approach claims to extend DRAM-class memory to GPUs via the compute network, creating a larger network-accessible DRAM pool than local motherboard DRAM.
Repeated prefill to rebuild KV cache is a major source of inference waste and slowness, and an ideal is a single prefill followed by indefinite decode.
Disaggregated prefill-and-decode inference is mostly a 2025 production phenomenon despite earlier research papers.