feat(agent): new stores use the int8 vector index by default

`MemoryConfig::quantized_index` now defaults to `true`. It holds a
quarter of the index memory and, with the exact re-score, is faster at
equal recall on every configuration measured: 1.63x the queries per
second on x86-64 (AVX2) and 1.18x on a Raspberry Pi 5 (NEON SDOT), with
builds 1.8x and 2.3x faster. The one argument for keeping it off — that
int8 search was slower on ARM — did not survive being measured.

Existing stores do not change. A store written with v2.6.0 or later
keeps its persisted setting. One written before the setting existed has
no stored value, and it loads as `false` rather than as the new default,
so reopening it never changes how its index is held. That case is
guarded by a real store written with the v2.5.0 CLI, committed as
`tests/fixtures/store_v2_5_0.h5` (6.8 KB): the test asserts it reopens
with an f32 index and still searches, and it fails if the load default
is changed to `true`.

The CLI needed more than a new default. `create --quantized-index`
assigned its value straight into the config, so under the new default
every CLI-created store would have been forced back to f32 unless the
caller knew to ask for int8. It is replaced by `--f32-index`, which only
ever switches the default off; `--quantized-index` is still accepted,
hidden, as a no-op, and the two conflict.

The whole agent suite passes under the new default, including the
brute-force recall oracle, now running on int8 plus re-score without
being asked to.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>

docs/QUICKSTART.md

@@ -364,10 +364,11 @@ cargo install --path crates/clawhdf5-cli
 clawhdf5 --path agent.h5 create --agent-id my-agent --dim 384 --wal
 ```
 
-Add `--quantized-index` to store the vector index's copy of the embeddings as
-int8. That roughly halves a loaded store's memory at about 13% fewer queries
-per second, with recall unchanged — the query path re-scores candidates
-against the exact embeddings. The setting is recorded in the file.
+New stores hold the vector index's copy of the embeddings as int8, which
+roughly halves a loaded store's memory and is faster at equal recall — the
+query path re-scores candidates against the exact embeddings. Pass
+`--f32-index` to keep an f32 index instead. The setting is recorded in the
+file, and stores created before it existed keep their f32 index.
 
 Output:
 ```json