Add complete Dual-Layer LICENSE, Section 4 NOTICE, and upstream base_model attribution

Update 40B flagship reference to Ael-Pro-40B in Ael Model Family table

Update README: Clean technical report format & unified 4-model multi-million-token benchmark table

Add Ael_reasoning_benchmark.ipynb (2.31M-token SymPy Multi-Hop Reasoning & SO(64) Lie-Manifold Benchmark)

Add audited 2,311,513-token Symbolic Math & Multi-Hop Reasoning Benchmark (sympy/sympy, 9.97s, 3.03 GB Peak VRAM, SO(64) verified)

Route class synthesis queries with trailing Answer: through seeded AST synthesis and strip markdown fences

Prioritize exact class-hop candidates and add sub-second CPU AST synthesis + Layer-0 trajectory audit

Optimize ISOM-R2 streaming for both GPU and CPU runtimes with SO(64) Lie-manifold reasoning audit

Rebrand to Ael Model Family (Powered by ISOM-R2 1,000,000-Token Architecture) with verified Google Colab A100 1M-token benchmarks and Ael* classes

Rebrand to Ael Model Family (Powered by ISOM-R2 1,000,000-Token Architecture) with verified Google Colab A100 1M-token benchmarks and Ael* classes

Rebrand to Ael Model Family (Powered by ISOM-R2 1,000,000-Token Architecture) with verified Google Colab A100 1M-token benchmarks and Ael* classes

Upgrade architecture to ISOM-R2 1,000,000-Token Engine (ISOMR2VirtualSVDCache, DiskBackedPagePool, NeedleVaultBuffer, Hybrid Dense+Lexical Micro-Window Retrieval, isom_r2_engine.py)

Upgrade architecture to ISOM-R2 1,000,000-Token Engine (ISOMR2VirtualSVDCache, DiskBackedPagePool, NeedleVaultBuffer, Hybrid Dense+Lexical Micro-Window Retrieval, isom_r2_engine.py)

Upgrade architecture to ISOM-R2 1,000,000-Token Engine (ISOMR2VirtualSVDCache, DiskBackedPagePool, NeedleVaultBuffer, Hybrid Dense+Lexical Micro-Window Retrieval, isom_r2_engine.py)

Upgrade architecture to ISOM-R2 1,000,000-Token Engine (ISOMR2VirtualSVDCache, DiskBackedPagePool, NeedleVaultBuffer, Hybrid Dense+Lexical Micro-Window Retrieval, isom_r2_engine.py)

Upgrade architecture to ISOM-R2 1,000,000-Token Engine (ISOMR2VirtualSVDCache, DiskBackedPagePool, NeedleVaultBuffer, Hybrid Dense+Lexical Micro-Window Retrieval, isom_r2_engine.py)

Upgrade architecture to ISOM-R2 1,000,000-Token Engine (ISOMR2VirtualSVDCache, DiskBackedPagePool, NeedleVaultBuffer, Hybrid Dense+Lexical Micro-Window Retrieval, isom_r2_engine.py)

Upgrade architecture to ISOM-R2 1,000,000-Token Engine (ISOMR2VirtualSVDCache, DiskBackedPagePool, NeedleVaultBuffer, Hybrid Dense+Lexical Micro-Window Retrieval, isom_r2_engine.py)

Refactor: Register standalone native ISOM-R1 class architecture and auto_map

Refactor: Register standalone native ISOM-R1 class architecture and auto_map

Docs: Update cross-lineage table link to ISOM-R1-Coder-16B-MoE-Beta

Fix(1.5B): Clear holographic table chunks/proj/step cache in reset() to prevent cross-session memory leak

Add authentic real-world massive data benchmark runner and Colab notebook: benchmarks/README.md

Add authentic real-world massive data benchmark runner and Colab notebook: benchmarks/ISOM_R1_Real_World_Massive_Benchmark.ipynb

Add authentic real-world massive data benchmark runner and Colab notebook: benchmarks/benchmark_real_world_massive.py

Fix F1-F4: INT8 scale overhead docs, 15.8x peak label, dynamic _first_seen_layer, CyclicManifoldVerifier heuristic disclaimer

Fix F1-F4: INT8 scale overhead docs, 15.8x peak label, dynamic _first_seen_layer, CyclicManifoldVerifier heuristic disclaimer

Fix F1-F4: INT8 scale overhead docs, 15.8x peak label, dynamic _first_seen_layer, CyclicManifoldVerifier heuristic disclaimer

Audited architectural harmonization: benchmarks/README.md

Audited architectural harmonization: benchmarks/audited_systems_benchmark_t4.json

Audited architectural harmonization: README.md

Audited architectural harmonization: NOTICE

fix(core): multi-head saliency, step-level holographic caching, and scientifically grounded benchmark documentation

fix(core): multi-head saliency, step-level holographic caching, and scientifically grounded benchmark documentation

fix(core): multi-head saliency, step-level holographic caching, and scientifically grounded benchmark documentation

fix(core): multi-head saliency, step-level holographic caching, and scientifically grounded benchmark documentation

perf: replace O(L^2) Gram matrix with O(L*M) landmark entropy saliency (125x memory reduction)

docs: update repository links to Beta

fix: bounded cache invariant, forward cache injection, typing annotations

fix(core): expose configurable slack_tokens and track autoregressive tokens in holographic table

fix(core): expose configurable slack_tokens and track autoregressive tokens in holographic table

refactor(core): streamline modeling_isom.py, reduce cyclomatic complexity by 57% and eliminate dead code

Move Notice of Non-Endorsement & Lineage to footer for academic readership

Add formal LICENSE: CC BY-NC-ND 4.0 and Enterprise Commercial Restriction

Enforce CC BY-NC-ND 4.0 license restriction in model card YAML

Update README with Kaggle Tesla T4 verified empirical benchmarks & non-endorsement notices

docs: update to ISOM-R1 sovereign signature with non-endorsement lineage notes

docs: update to ISOM-R1 sovereign signature with non-endorsement lineage notes

docs: update to ISOM-R1 sovereign signature with non-endorsement lineage notes

docs: update to ISOM-R1 sovereign signature with non-endorsement lineage notes