{"format": "ta-amps.seed-pack.nouns.v1", "pack_id": "byte-latent-patch-and-entropy-chunker", "status": "proposal_only", "records": [ {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.pack", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:byte-latent-patch-and-entropy-chunker", "role:pack", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "pack", "pack": "byte-latent-patch-and-entropy-chunker", "pack_version": "0.1.0", "title": "A collection of nouns and verbs for segmenting byte streams into lossless variable-length patches at conditional Shannon entropy spikes and allocating downstream compute proportional to cumulative information surprise", "lets_workers": "Segment raw byte streams into lossless variable-length patches driven by conditional byte Shannon entropy H(b_t | context) and entropy delta spikes, allocate downstream inspection slots proportional to cumulative information surprise rather than byte length and re-synchronize patch boundaries after byte insertions or corruptions.", "flow": [{"verb": "byte-latent-patch-and-entropy-chunker.segment-dynamic-byte-entropy-patches", "when": "Segment raw byte streams into variable-length patches at conditional entropy spikes and verify exact byte reconstruction."}, {"verb": "byte-latent-patch-and-entropy-chunker.allocate-surprise-proportional-patch-budget", "when": "Apportion downstream inspection slots across patches by cumulative information surprise and benchmark perturbation re-synchronization against fixed-stride chunks."}, {"verb": "byte-latent-patch-and-entropy-chunker.verify-lossless-patching-and-ast-gate", "when": "Independently verify lossless byte reconstruction, surprise focus gain, perturbation re-synchronization and ZeroHardcodedValuesAstGate conformance."}], "guardrails": [{"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.guardrail.lossless-bounded-byte-patch-reconstruction", "version": 1, "value_sha256": "879916512320d8ce5f784a6b2af7db4aacdb8a5caa39c58503fb4708a55d9e6c"}, {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.guardrail.surprise-weighted-budget-and-zero-magic-literals", "version": 1, "value_sha256": "1cde48288a249de0082d2edb437b2e4baec2ce0924e8aa71191c6b3296e9a4d7"}], "tool": {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.tool.entropy-byte-patcher", "version": 1, "value_sha256": "51dcb59b8f04c194f6b3bd3a9a9b24dc052ee1e7d9bc2d1c1f82115534df56d6"}, "worked_example": "111-byte stream segmented into 9 variable-length patches (4 to 30 bytes, 100% lossless reconstruction), concentrating 90.62% of inspection slots on high-entropy patches (vs 21.88% by byte length) and preserving 77.78% of patches after a prefix byte insertion (vs 14.29% for 8-byte fixed stride) in test_entropy_byte_patcher.py.", "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. 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No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.guardrail.surprise-weighted-budget-and-zero-magic-literals", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:byte-latent-patch-and-entropy-chunker", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "byte-latent-patch-and-entropy-chunker", "pack_version": "0.1.0", "title": "Guardrail: compute slot apportionment follows cumulative surprise and operational code contains zero inline magic literals", "category_reason": "Prevents wasting context budget on predictable boilerplate padding while enforcing declarative grid governance.", "rule": "SurpriseProportionalBudgetAllocator apportions exact integer slot budgets via largest-remainder weighting on cumulative_surprise_bits rather than byte length, and ZeroHardcodedValuesAstGate rejects inline magic literals.", "how_it_is_checked": "test_entropy_byte_patcher.py verifies exact budget conservation, positive high-entropy focus gain, boundary re-synchronization and zero AST magic-literal violations.", "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.spec.dynamic-byte-entropy-patching-grid", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.benchmark_suite", "pack:byte-latent-patch-and-entropy-chunker", "role:spec", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.benchmark_suite", "role": "spec", "pack": "byte-latent-patch-and-entropy-chunker", "pack_version": "0.1.0", "title": "Specification: conditional byte Shannon entropy patching, Hamilton surprise apportionment and shift-resync benchmark", "category_reason": "Defines predictive byte entropy equations, boundary trigger predicates and corruption re-synchronization metrics.", "structures": ["DynamicByteEntropyPatcher", "SurpriseProportionalBudgetAllocator"], "boundary_predicates": ["H_t > global_entropy_threshold", "H_t - H_{t-1} > delta_spike_threshold", "H_{t-1} > global_entropy_threshold and H_{t-1} - H_t > delta_spike_threshold", "patch_len >= max_patch_bytes"], "byte_alphabet_size": 256, "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.rules.entropy-spike-cut-and-hamilton-apportionment", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.reflex_procedure", "pack:byte-latent-patch-and-entropy-chunker", "role:rules", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.reflex_procedure", "role": "rules", "pack": "byte-latent-patch-and-entropy-chunker", "pack_version": "0.1.0", "title": "Deterministic variable-order byte Markov entropy, pointwise surprise and largest-remainder budget rules", "category_reason": "Zero-model procedure segmenting raw bytes and apportioning compute slots by information surprise.", "predictive_entropy_bits": "-sum_{b=0..255} P(b | ctx) * log2(P(b | ctx))", "pointwise_surprise_bits": "-log2(P(b_t | ctx))", "model_calls": 0, "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.tool.entropy-byte-patcher", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.code_node", "pack:byte-latent-patch-and-entropy-chunker", "role:tool_card", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.code_node", "role": "tool_card", "pack": "byte-latent-patch-and-entropy-chunker", "pack_version": "0.1.0", "title": "Tool card: standard-library DynamicByteEntropyPatcher and SurpriseProportionalBudgetAllocator", "category_reason": "Tested Python 3.10+ standard-library package pinned by path and SHA-256.", "name": "byte latent patch and entropy chunker", "code": {"path": "packs/byte-latent-patch-and-entropy-chunker/code", "files": 12, "sha256": "d2da0123e1391e5a3dfb623655e5e70a1dee5b76460f714480993868fab360bb"}, "runtime": "Python 3.10 or later, standard library only.", "commands": ["python3 -m entropy_byte_patcher --bundle BUNDLE.json"], "does": ["Computes Dirichlet-smoothed variable-order byte Shannon entropy and segments streams into lossless variable-length patches.", "Allocates downstream inspection slots across patches proportional to cumulative information surprise via Hamilton apportionment.", "Benchmarks boundary re-synchronization after byte insertions against fixed-stride chunking under ZeroHardcodedValuesAstGate."], "does_not": ["Perform network I/O, require tokenizer vocabularies or embed inline magic numbers."], "code_license": "MIT", "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": [{"relation": "verifies", "target_id": "seedpack.byte-latent-patch-and-entropy-chunker/byte-latent-patch-and-entropy-chunker.v0.1.0.spec.dynamic-byte-entropy-patching-grid", "target_category": "noun.benchmark_suite", "note": ""}]}}, {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.template.entropy-byte-patcher-receipt", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.scene_recipe", "pack:byte-latent-patch-and-entropy-chunker", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.scene_recipe", "role": "template", "pack": "byte-latent-patch-and-entropy-chunker", "pack_version": "0.1.0", "title": "Template: lossless dynamic byte-entropy segmentation, surprise budget focus and perturbation resync receipt", "describes": "a deterministic receipt of variable-length byte-entropy patching, surprise-proportional slot allocation and perturbation boundary re-synchronization vs fixed-stride chunking", "schema": {"type": "object", "additionalProperties": false, "required": ["total_bytes", "patch_count", "min_observed_patch_bytes", "max_observed_patch_bytes", "mean_patch_bytes", "reconstructed_exact", "boundary_reasons_triggered", "total_allocated_slots", "high_entropy_surprise_budget_share", "high_entropy_byte_budget_share", "high_entropy_focus_gain", "dynamic_preserved_patch_fraction", "fixed_stride_preserved_chunk_fraction", "boundary_resync_gain"], "properties": {"total_bytes": {"type": "integer", "minimum": 0}, "patch_count": {"type": "integer", "minimum": 0}, "min_observed_patch_bytes": {"type": "integer", "minimum": 0}, "max_observed_patch_bytes": {"type": "integer", "minimum": 0}, "mean_patch_bytes": {"type": "number", "minimum": 0.0}, "reconstructed_exact": {"type": "boolean"}, "boundary_reasons_triggered": {"type": "array", "items": {"type": "string"}}, "total_allocated_slots": {"type": "integer", "minimum": 0}, "high_entropy_surprise_budget_share": {"type": "number", "minimum": 0.0, "maximum": 1.0}, "high_entropy_byte_budget_share": {"type": "number", "minimum": 0.0, "maximum": 1.0}, "high_entropy_focus_gain": {"type": "number"}, "dynamic_preserved_patch_fraction": {"type": "number", "minimum": 0.0, "maximum": 1.0}, "fixed_stride_preserved_chunk_fraction": {"type": "number", "minimum": 0.0, "maximum": 1.0}, "boundary_resync_gain": {"type": "number"}}}, "example": {"total_bytes": 111, "patch_count": 9, "min_observed_patch_bytes": 4, "max_observed_patch_bytes": 30, "mean_patch_bytes": 12.3333, "reconstructed_exact": true, "boundary_reasons_triggered": ["entropy_delta_spike", "entropy_regime_resync", "global_entropy_exceeded", "stream_start"], "total_allocated_slots": 64, "high_entropy_surprise_budget_share": 0.9062, "high_entropy_byte_budget_share": 0.2188, "high_entropy_focus_gain": 0.6874, "dynamic_preserved_patch_fraction": 0.7778, "fixed_stride_preserved_chunk_fraction": 0.1429, "boundary_resync_gain": 0.6349}, "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.example.entropy-byte-patcher-bundle", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:byte-latent-patch-and-entropy-chunker", "role:example", "synthetic:true", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "example", "pack": "byte-latent-patch-and-entropy-chunker", "pack_version": "0.1.0", "title": "Worked example input: calibration byte motifs, mixed predictable/high-entropy stream and prefix-corrupted twin", "category_reason": "Synthetic fixture recomputed by test_entropy_byte_patcher.py.", "regime": "balanced_entropy_patch", "online_update": false, "calibration_corpus": ["FRAME_SYNC::status=verified::", "FRAME_SYNC::status=verified::", "FRAME_SYNC::status=verified::", "FRAME_SYNC::status=verified::", " "], "clean_stream": "Q7#!FRAME_SYNC::status=verified::Xq9!kZ7#vP2@mR8$FRAME_SYNC::status=verified::K9@$FRAME_SYNC::status=verified::", "corrupted_stream": "XQ7#!FRAME_SYNC::status=verified::Xq9!kZ7#vP2@mR8$FRAME_SYNC::status=verified::K9@$FRAME_SYNC::status=verified::", "shows": "Synthetic calibration motifs, clean mixed-entropy byte stream and 1-byte prefix insertion perturbation.", "source": "Synthetic. 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Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.example.entropy-byte-patcher-receipt", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:byte-latent-patch-and-entropy-chunker", "role:example", "synthetic:true", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "example", "pack": "byte-latent-patch-and-entropy-chunker", "pack_version": "0.1.0", "title": "Worked example output: recomputed lossless variable byte patches, +68.74% surprise focus gain and +63.49% resync gain", "category_reason": "Synthetic receipt verified by test_entropy_byte_patcher.py.", "conforms_to": {"store": "seedpack.byte-latent-patch-and-entropy-chunker", "key": "byte-latent-patch-and-entropy-chunker.v0.1.0.template.entropy-byte-patcher-receipt", "version": 1, "value_sha256": "a3eedde56b65d7c57f528eaff4cdc21296ab5eaa72a57f8c4f6f7a7e10e17485"}, "instance": {"total_bytes": 111, "patch_count": 9, "min_observed_patch_bytes": 4, "max_observed_patch_bytes": 30, "mean_patch_bytes": 12.3333, "reconstructed_exact": true, "boundary_reasons_triggered": ["entropy_delta_spike", "entropy_regime_resync", "global_entropy_exceeded", "stream_start"], "total_allocated_slots": 64, "high_entropy_surprise_budget_share": 0.9062, "high_entropy_byte_budget_share": 0.2188, "high_entropy_focus_gain": 0.6874, "dynamic_preserved_patch_fraction": 0.7778, "fixed_stride_preserved_chunk_fraction": 0.1429, "boundary_resync_gain": 0.6349}, "shows": "Recomputes 9 lossless variable-length patches (4..30 bytes), +0.6874 high-entropy budget focus gain and +0.6349 boundary re-synchronization gain over fixed-stride chunking.", "source": "Synthetic. 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Replace them only with measured values and the evidence that produced them."}, "relations": [{"relation": "derives_from", "target_id": "seedpack.byte-latent-patch-and-entropy-chunker/byte-latent-patch-and-entropy-chunker.v0.1.0.example.entropy-byte-patcher-bundle", "target_category": "noun.eval_run", "note": ""}, {"relation": "verifies", "target_id": "seedpack.byte-latent-patch-and-entropy-chunker/byte-latent-patch-and-entropy-chunker.v0.1.0.template.entropy-byte-patcher-receipt", "target_category": "noun.scene_recipe", "note": ""}]}} ]}