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3 changes: 3 additions & 0 deletions .jules/bolt.md
Original file line number Diff line number Diff line change
Expand Up @@ -32,3 +32,6 @@
## 2026-09-22 - String allocation optimization in std.web DSL rendering
**Learning:** Generating deep HTML structures in `std.web` heavily penalized performance because `dsl_to_html` allocated and returned a new `String` for every child DSL node. This causes `O(N)` heap allocations and redundant copying in the render tree. By passing a mutable `&mut String` buffer recursively downwards, we avoid all intermediate string heap allocations and significantly improve serialization speed.
**Action:** Always prefer using a recursive builder pattern passing a single mutable `&mut String` buffer to `write!` or `push_str` when rendering nested tree structures (like HTML, JSON, or ASTs) instead of returning newly allocated strings at each layer.
## 2024-05-24 - Levenshtein Cache Initialization Redundancy
**Learning:** In the Levenshtein distance algorithm, the initialization of the first row (`cache[..] = 0..=len`) can be folded into the first character iteration. By taking advantage of the implicit sequence, you can avoid an explicit array initialization loop entirely, especially since `cache` arrays in inner loops are rapidly mutated and require re-initialization every call.
**Action:** When implementing or optimizing DP matrix algorithms, check if boundary/initialization conditions can be absorbed into the first step of the main loop logic instead of executing as a separate pass.
31 changes: 25 additions & 6 deletions cli/src/main.rs
Original file line number Diff line number Diff line change
Expand Up @@ -269,16 +269,35 @@ capabilities = ["FileSystem", "Environment", "Process", "Network"]

fn levenshtein(a: &str, b: &str, cache: &mut [usize]) -> usize {
let b_len = b.len();

// We only need bytes since commands are ascii
let a_bytes = a.as_bytes();
let b_bytes = b.as_bytes();

for (i, val) in cache[..=b_len].iter_mut().enumerate() {
*val = i;
if a_bytes.is_empty() {
return b_len;
}
if b_len == 0 {
return a_bytes.len();
}

let mut a_iter = a_bytes.iter();
let &ca = a_iter.next().unwrap();
let mut temp = 1;

// Fold the first row initialization into the first loop iteration
// to avoid a redundant loop initialization.
for (j, &cb) in b_bytes.iter().enumerate() {
let next = if ca == cb {
j
} else {
std::cmp::min(j, temp) + 1
};
cache[j] = temp;
temp = next;
}
for (i, &ca) in a_bytes.iter().enumerate() {
let mut temp = i + 1;
cache[b_len] = temp;

for (i, &ca) in a_iter.enumerate() {
let mut temp = i + 2;
for (j, &cb) in b_bytes.iter().enumerate() {
let next = if ca == cb {
cache[j]
Expand Down