Part three measures Qwen3.8 Flash Next story generation, sustained throughput, and patched long-prompt performance on an Apple M4 Max.
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2026
Part two compares local LLM input, output, latency, memory, and sustained performance on an Apple M4 Max, with dated Claude and GPT-5.6 Sol API speed references.
Bourbaki Notes now has per-post discussions with local accounts, proof-of-work abuse control, and a small admin interface.
A local Ollama benchmark checks whether language models can identify the shrinking state variable in a recursive integer-square-root complexity analysis.
Part four extends LifetimeCheck through memory operations, structured control flow, scope cleanup, coroutine tasks, and returned-lambda safety.
Part two follows the LifetimeCheck pass architecture, its type categories, points-to sets, allocation classification, and operation dispatch.
Part one introduces ClangIR as an MLIR-based representation for C++ static analysis and uses LifetimeCheck to motivate the series.
Part three shows how ClangIR AST attributes, move detection, smart pointer handling, and moved-from state tracking detect use-after-move bugs.