===ASSESSMENT_SURVEY===
META:
  TYPE::EVALUATION_SUMMARY
  VERSION::"5.1.0"
  SOURCE::assessment-survey.md[human_readable_version]
  COMPRESSION_TIER::AGGRESSIVE
  COMPRESSION_RATIO::~70%
  ORIGINAL_TOKENS::3000
  COMPRESSED_TOKENS::900
  LOSS_PROFILE::narrative_pacing|core_verdicts_preserved
  SCOPE::evaluation_of_OCTAVE_compression_tiers_vs_original_research
  AUTHOR::ChatGPT

---

// Assessment of OCTAVE 5 Compression Tiers: Facts & Verdicts
// Compressed from markdown for LLM consumption

PURPOSE::
  EVALUATE::[LOSSLESS,CONSERVATIVE,AGGRESSIVE,ULTRA_tiers]
  AGAINST::original_research_artifact[14900_tokens]
  ANSWER::[what_is_preserved,when_overhead_justified,LLM_suitability]

BASELINE_ORIGINAL::
  STRENGTHS::[full_explanatory_depth,rich_causal_reasoning,narrative_coherence]
  LIMITATIONS::[high_token_cost,implicit_structure,hard_to_extract∨transform,not_machine_auditable]
  CHARACTER::epistemically_complete|operationally_monolithic

TIER_VERDICTS::

LOSSLESS::
  TOKENS::14900[unchanged]
  IS::representation_preserving_refactor[not_summary]
  PRESERVES::[100%_explanatory_depth,all_reasoning_chains,all_distinctions,all_failure_modes]
  TRANSFORMS::[prose→structured|implicit→explicit_semantic|narrative→audit_ready]
  PURPOSE::canonical_machine_legible_source_of_truth
  VERDICT::✔true_lossless|✔audit_safe|✔anchor_for_derived_tiers

CONSERVATIVE::
  TOKENS::4200-4800
  IS::preserves_explanatory_depth_and_causal_reasoning|removes_redundancy_and_scaffolding
  PRESERVES::[full_system_coverage,tradeoff_explanations,execution_distinctions,failure_modes_with_causes,novelty_claims]
  LOSES::[repetition,narrative_pacing,stylistic_emphasis]
  VS_PROSE::prose_compresses_harder[4200→3300]|OCTAVE_retains_invariants∧machine_checkability∧reversibility
  WHY_MATTERS::sweet_spot[fits_context∧preserves_reasoning]
  VERDICT::✔faithful_conservative|✔decision_safe_for_design|✔preferred_when_reuse_required

AGGRESSIVE::
  TOKENS::1800
  IS::preserves_analytical_truth|discards_explanatory_depth
  PRESERVES::[system_classifications,teach_validate_extract_axis,novelty_assessment,closest_analogs,minimal_execution,failure_modes_as_labels]
  LOSES::[why_behind_conclusions,nuanced_tradeoff_narratives,edge_case_analysis]
  REVERSIBILITY::NOT_automatic[requires_tier_aware_rules∧semantic_anchors∧transformation_layer]→can_regenerate_WITHOUT_re_deriving_conclusions[only_re_expand_explanation]
  USE::context_constrained_prompts,expert_refresh,high_signal_reference
  VERDICT::✔correct_aggressive|✔NOT_decision_safe_alone|✔proves_analytical_truth_survives_compression

ULTRA::
  TOKENS::2800
  IS::preserves_facts_and_structure_only|eliminates_reasoning
  PRESERVES::[complete_system_list,atomic_factual_properties,comparative_matrices,failure_mode_names,minimal_execution_components]
  LOSES::[causal_reasoning,tradeoff_explanations,severity_weighting,design_guidance]
  SAFEGUARDS::[COMPRESSION_TIER_META,LOSS_PROFILE_declaration,NOTE_stating_unsuitable_for_decisions]→these_are_ENFORCEMENT_not_cosmetic
  USE::embedding_generation,dense_indexing,lookup_tables,retrieval_augmentation
  VERDICT::✔correct_ULTRA_artifact|✔high_value_index_layer|✔safe_because_misuse_prevented

REUSE_THRESHOLD::
  BELOW::[one_off_documents,single_human_reader,no_transformation∨validation∨execution]→prose_wins
  ABOVE::[injected_into_multiple_prompts,used_across_agents∨tools,validated∨extracted_from,regenerated_into_different_fidelities,indexed∨embedded]→OCTAVE_superior
  INSIGHT::OCTAVE_is_knowledge_lifecycle_format[not_writing_format]

SUPERIORITY_MATRIX::
  OCTAVE_NOT_SUPERIOR::[minimal_token_count_for_humans,narrative_persuasion,one_shot_reading]
  OCTAVE_SUPERIOR::[explicit_loss_control,reversibility,machine_legibility,multi_consumer_reuse,LLM_workflows]

CORE_PRINCIPLE::
  PROSE→optimizes_for_human_inference
  OCTAVE→optimizes_for_semantic_invariants
  DISTINCTION::different_optimization_targets[not_competing]

FINAL_JUDGMENT::
  LOSSLESS::faithful_refactor[100%_preservation]
  LOWER_TIERS::correctly_derived[with_declared_loss_profiles]
  RELATIONSHIP::complementary_not_competing[prose∧OCTAVE]
  VALUE::explicit_controlled_semantic_degradation[not_maximal_compression]

CONCLUSION::
  OCTAVE_ENABLES::[reuse,transformation,validation,execution]→ways_prose_alone_cannot
  DISCIPLINE::auditable_framework_for_managing_knowledge_across_fidelity_tiers_in_LLM_systems
  HONESTY::remains_honest_about_what_is_lost_at_each_step

===END===
