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content: add article the-biased-draft-speculative-decodings-trust-gap-in-decentralized-inference - #166

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content: add article the-biased-draft-speculative-decodings-trust-gap-in-decentralized-inference#166
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Summary

  • New article: "The Biased Draft: Speculative Decoding's Trust Gap in Decentralized Inference" — covers how SD's implicit trust between draft and verify nodes breaks apart in decentralized inference networks, with three concrete attack surfaces: draft bias without detectable α change, verifier retaliation, and payment asymmetry
  • New artifact: the-draft-race — canvas simulation of AR vs speculative decoding token streams with adjustable α (acceptance rate), K (draft depth), and c (draft cost ratio); live speedup formula display
  • Topics: machine-learning, llm, infrastructure — rotates away from recent blockchain/security/zk cluster
  • Five primary sources: Chen 2023, Timor 2024, Gao 2025, Xian 2026, Liu 2026

Test plan

  • npm run check — 0 errors, 0 warnings
  • npm run build — 958 pages built, Pagefind indexed
  • Article word count ~1600 (within 800–2000 target)
  • All topics from closed taxonomy (machine-learning, llm, infrastructure)
  • Artifact slug matches artifacts: frontmatter array
  • content/_index.json regenerated (134 articles, 135 artifacts)
  • Interlinks to three related published articles

🤖 Generated with Claude Code

https://claude.ai/code/session_01KLjmZqhU75x2VbiJBMDuzC


Generated by Claude Code

…-in-decentralized-inference

Covers speculative decoding's trust asymmetry in decentralized inference networks — draft bias, verifier retaliation, and payment model failure modes. Includes interactive artifact (the-draft-race) simulating AR vs SD token streams with adjustable α, K, and draft cost ratio.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01KLjmZqhU75x2VbiJBMDuzC
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blokz Building Building Preview, Comment Jun 24, 2026 3:57am

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blokzdev enabled auto-merge (squash) June 24, 2026 03:57
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blokzdev merged commit f9a9648 into main Jun 24, 2026
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blokzdev deleted the claude/dazzling-einstein-3zi9hu branch June 24, 2026 03:58
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