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| # Lossless index β value and capacity unchanged | |
| ## What would lose capacity | |
| | move | effect | | |
| |---|---| | |
| | reduce D | C_addr and k* both move (k* β D) | | |
| | INT8 / PQ / shorter codes on packed HVs | Hamming distances warp β k* cliffs earlier | | |
| | drop traces | value gone | | |
| A random HV in `{+1,-1}^D` has ~D bits of entropy. You cannot store it | |
| in o(D) bits and keep the same geometry. | |
| ## What does not lose either | |
| Traces are already `a = bind(x, ctx)`, `v = token_hv`, with `x`/`ctx` | |
| built from `Encoder._atom` / `_role` (sha256 β `random_hv`). | |
| Store the **recipe** (atom keys + bind/bundle/sequence). Rebuild with | |
| the same Encoder law. Measured here: | |
| ``` | |
| LOSSLESS_OK D=4096 bits_identical=3/3 | |
| ``` | |
| Bit-identical packed buffers β identical Hamming β identical LSH | |
| buckets β **C_addr and k* unchanged**. The value HV is the same object | |
| in `{+1,-1}^D`. | |
| Disk: integer keys instead of `2 * ceil(D/8)` bytes. D stays 20 000. | |
| ## Fallback | |
| If a buffer is not in the Encoder algebra, keep it packed. That | |
| preserves value. It does not shrink that trace. | |
| ## Code | |
| `palimseste/lossless.py` β `LosslessCodec.materialize` + `assert_bit_identical`. | |
| The 10.4 GB `memory.bin` is still the packed ULTRA dump. New writes | |
| can be recipes. Converting the old dump is a separate pass: invert | |
| each packed `a` against `encode_sequence` of the training windows. | |
| Until that pass, do not delete packed parts. | |