Entropic Isolation · Open Research AIM Framework · Compression Research
Entisol
Adaptive Isolating Model
01 Algorithm
01
Bit Sweep

Sweep all 8 bit positions across the full stream. Find the sparsest bit plane.

02
Flag Separation

Extract the plane as a flag set. Seven codecs race — shortest encoding wins.

03
Remap + Recurse

Clear the bit, remap to a halved symbol alphabet, recurse on the aligned stream.

04
Optimal Halt

Halt conditions fire when continuing costs more than stopping. At depth 8, halt is proven — not parameterized. v15 adds HALT_ANS_STRIDE for early value-correlation capture.

GAP
First pos + varbyte gaps. Sparse sets (<5%).
BITSET
Dense bit vector. Always applicable.
ELIAS-FANO
Monotone sequences. Clustered gaps.
RLE
Run-length on bitset. Alternating runs.
HUFFMAN
Canonical Huffman on flag bytes.
LZ77
Sliding window. Positional repetition.
DEFLATE
LZ77 + Huffman. Large sets, mixed.
02 Session Reports

Each session documents an incremental iteration on the AIM framework — algorithm, wire format, and benchmark results.

03 Technical Reports

Standalone deep-dives into specific subsystems — pipeline analysis, experimental results, performance investigations, and design documents.

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