The October 16, 2026 run puts Goose at 3.51x / 3.54x the speed of idiomatic C++, 1.24x / 1.26x the speed of expert C++, and 1.13x / 1.19x the speed of the best safe Rust rows, under MSVC / clang respectively. These are geometric means over the sixteen benchmarks at their large sizes. Peak-memory ratios are 1.95x, 1.32x and 1.25x in Goose's favor. The full suite was rebuilt and rerun at all three sizes, including the separate JIT measurements.

The source improvement in this refresh is check-free graph traversal. Both Goose graph rows store vertex IDs as u32 in dist; CSR also stores prefix offsets as u32 upto out. Validation happens during construction, and checkfree fn bfs verifies that none remains in traversal. The entries are still four bytes, and construction and validation are still timed. The fresh large CSR times are 699/617 ms, against C++ 784/761 and Rust 811: 1.12x/1.23x ahead of matching C++, and 1.16x/1.32x ahead of Rust. Linked adjacency remains much slower than CSR in every language. Alternating same-compiler trials against the original Goose sources measured speedups of 1.21x/1.19x for linked adjacency and 1.08x/1.17x for CSR at the large size (notes.md). These measure the whole source rewrite; the full-suite table alone does not isolate a source change from other changes since the previous report.

Compact representation remains the clearest advantage. records is 2.02-2.26x faster than Rust on 3.98x less memory: variable-mode enums pay for each record's own payload, including inline text. interp is 1.29-1.41x faster on 2.04x less memory for the same distinction in a tree. sexp uses 2.43x less memory than the Rust arena and 5.04x less than the C++ owning nodes. For strlist, distinguish Goose's owned inline strings from the borrowing string_view, flat-offset and Vec<&str> rows; those have different lifetime requirements.

Losses and near-ties remain. calc takes 481/491 ms against the Rust arena's 436 ms. lru takes 2,760/2,068 ms against Rust's 2,249, so it loses under MSVC and wins under clang. scene is 460/371 ms against Rust 379, again a loss under MSVC and approximately level under clang. This refresh measures these differences; it does not re-establish the older diagnostic claims about which individual compiler mechanisms caused them.

A check-free kernel can still be limited by backend optimization. The flat blur is now explicitly checkfree and takes 952/266 ms. The row-slice form, also checkfree including slice construction, takes 298/269 ms. Rust's two forms take 299-300 ms. Removing bounds checks therefore does not by itself close the MSVC flat-kernel gap. The scene composition and recursive update also carry checkfree contracts. The fastest particle rows are nearly level across Goose, Rust and clang C++; small differences are not evidence of a language advantage on this flat numeric workload.

Allocation and interfaces matter to the comparison. bintrees takes 206/204 ms, against C++'s arena at 393/407 and Rust's arena at 235. The per-node allocation rows exceed three seconds. Goose uses typed references into growing storage where the safe Rust arena rows use integer indices. In respond, the inline Goose DTO takes 507/491 ms against Rust's DTO at 1,338, while Goose streaming takes 454/400 against Rust streaming at 540. Compare matching interfaces when deciding which result applies to an application.

Read the aggregate with the row-level controls. It selects the fastest Goose implementation separately for each backend and comparison tier; memory independently selects the smallest implementation. Thus graph speed uses CSR while its memory figure uses linked adjacency, and words speed uses the hand-written table while memory uses dictionary. The respond headline uses streaming, and blur uses row slices under MSVC and flat indexing under clang. These are not the resource profiles of a single implementation. words also compares different hash functions and table policies; the Goose dictionary uses less memory than its hand-written table but runs more slowly.

These are whole-process measurements on one machine. They include input generation, construction and teardown, use the best of three runs after two warm-ups, and do not pin cores. Treat small differences cautiously, especially in cache-sensitive graph and LRU workloads. The empty-process floor is now 13.1 ms for Goose and 13.8 ms for C++, versus about 8 ms in the October 10 report, and MSVC has changed from 19.51.36257 to 19.51.36260. Cross-date timing changes cannot be attributed solely to Goose compiler improvements. The older diagnostic studies are retained, explicitly marked historical, in notes.md; current comparisons come from the fresh tables.