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Public story · 2026-02-28 · source-backed
published the most data-rich practitioner evaluation of agent coding this month. Key benchmarks: UMAP 2-10x faster, HDBSCAN 23-100x faster, GBDT 24-42x faster than existing implementations — all via agents. His AGENTS.md methodology and multi-model optimization passes (Codex → Opus) are immediately actionable. "Opus 4.5 and later models are vastly superior to earlier coding LLMs — not hype but observable fact." (minimaxir.com)
Each link below shares sources, entities, or timing with this story.
Claude benchmarked against Codex / Shared entities / Shared topic / What happened next / Tension
Linked by a graph relationship (Claude benchmarked against Codex); both cover Codex, Opus; overlapping topics (agent, benchmark, codex, coding, opus).
Shared entities / Same source / Shared topic
Both cover Codex, GBDT, HDBSCAN, Max Woolf; cite the same source (minimaxir.com); overlapping topics (agent, codex, coding, faster).
Shared entities / Same source / Shared topic / Earlier coverage
Both cover GBDT, HDBSCAN, Max Woolf, Opus; cite the same source (minimaxir.com); overlapping topics (agent, codex, coding, evaluation, faster).
JetBrains supports Codex / Shared entities / Shared topic / What happened next
Linked by a graph relationship (JetBrains supports Codex); both cover Codex, Opus; overlapping topics (agent, benchmark, codex, opus).
OpenAI released Codex / Shared entities / Shared topic / What happened next / Tension
Linked by a graph relationship (OpenAI released Codex); both cover Codex, Opus; overlapping topics (agent, coding).
Claude benchmarked against Codex / Shared entities / Shared topic / What happened next / Tension
Linked by a graph relationship (Claude benchmarked against Codex); both cover Codex, Opus; overlapping topics (agent, coding).
VS Code supports Codex / Shared entities / Shared topic / What happened next / Tension
Linked by a graph relationship (VS Code supports Codex); both cover Codex, LLMs; overlapping topics (agent, coding).
AI Now Institute criticizes Codex / Shared entities / Shared topic / What happened next
Linked by a graph relationship (AI Now Institute criticizes Codex); both cover Codex, Opus; overlapping topics (agent, codex, coding).