{"format": "ta-amps.seed-pack.nouns.v1", "pack_id": "coconut-latent-and-thought-budget-routing", "status": "proposal_only", "records": [ {"store": "seedpack.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.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:coconut-latent-and-thought-budget-routing", "role:pack", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "pack", "pack": "coconut-latent-and-thought-budget-routing", "pack_version": "0.1.0", "title": "A collection of nouns and verbs for routing reasoning tasks across four compute regimes, compressing verbose multi-turn traces into continuous latent state plus invariant checkpoints and halting repetitive overthinking cycles", "lets_workers": "Route tasks across zero_step_direct, fast_sketch, compressed_state_checkpoint and full_deliberative_verify regimes using complexity and ambiguity entropy bounds, compress verbose multi-turn reasoning traces into compact typed invariant + continuous latent state checkpoints (>3x token reduction) and terminate repetitive overthinking loops.", "flow": [{"verb": "coconut-latent-and-thought-budget-routing.route-adaptive-reasoning-budget", "when": "Assign tasks to one of four compute and reasoning regimes under grid-clamped token and latency budgets."}, {"verb": "coconut-latent-and-thought-budget-routing.compress-latent-checkpoint-and-detect-loops", "when": "Compress verbose multi-turn reasoning traces into invariant + continuous latent checkpoints and detect stagnant paraphrase cycles."}, {"verb": "coconut-latent-and-thought-budget-routing.verify-invariant-recall-and-ast-gate", "when": "Independently verify >3x compression, 100% invariant/digest recall, loop-halt accuracy and ZeroHardcodedValuesAstGate conformance."}], "guardrails": [{"store": "seedpack.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.guardrail.lossless-invariant-and-digest-checkpointing", "version": 1, "value_sha256": "086d34ee83887273b98bc711f0bdcb7dc65a35f5bd2ba9944c7d7acd593da396"}, {"store": "seedpack.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.guardrail.grid-clamped-thought-budget-and-loop-halt", "version": 1, "value_sha256": "4ad7ef9c70acabd54434c0afc9c65bac2a1c917e21f8baa8b47b15513d2da997"}], "tool": {"store": "seedpack.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.tool.thought-budget-routing", "version": 1, "value_sha256": "140a0e108985de884768c6642c5230c7850c1d254f2a3fe18c5fe5fe399159c6"}, "worked_example": "Five synthetic tasks routed across all 4 compute regimes (55% token savings and latency-clamped checkpoint downshift), 6.15x multi-turn trace compression with 1.0 recall on constraints, open obligations and SHA-256 hashes, plus step-3 overthinking loop termination in test_thought_budget_routing.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. Replace them only with measured values and the evidence that produced them."}, "relations": [{"relation": "requires_noun", "target_id": "seedpack.coconut-latent-and-thought-budget-routing/coconut-latent-and-thought-budget-routing.v0.1.0.guardrail.lossless-invariant-and-digest-checkpointing", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.coconut-latent-and-thought-budget-routing/coconut-latent-and-thought-budget-routing.v0.1.0.guardrail.grid-clamped-thought-budget-and-loop-halt", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.coconut-latent-and-thought-budget-routing/coconut-latent-and-thought-budget-routing.v0.1.0.spec.coconut-latent-and-budget-grid", "target_category": "noun.benchmark_suite", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.coconut-latent-and-thought-budget-routing/coconut-latent-and-thought-budget-routing.v0.1.0.rules.regime-routing-and-stagnation-halt", "target_category": "noun.reflex_procedure", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.coconut-latent-and-thought-budget-routing/coconut-latent-and-thought-budget-routing.v0.1.0.tool.thought-budget-routing", "target_category": "noun.code_node", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.coconut-latent-and-thought-budget-routing/coconut-latent-and-thought-budget-routing.v0.1.0.template.thought-budget-routing-receipt", "target_category": "noun.scene_recipe", "note": ""}]}}, {"store": "seedpack.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.guardrail.lossless-invariant-and-digest-checkpointing", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:coconut-latent-and-thought-budget-routing", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "coconut-latent-and-thought-budget-routing", "pack_version": "0.1.0", "title": "Guardrail: reasoning trace compression must retain 100% of binding constraints, open obligations and verified SHA-256 digests", "category_reason": "Prevents state drift or dropped safety invariants when replacing verbose prose traces with compact latent checkpoints.", "rule": "LatentStateSketchCompressor sheds filler prose above the 3x compression target only while preserving every binding constraint, unresolved obligation and 64-character verified SHA-256 digest intact.", "how_it_is_checked": "LatentStateSketchCompressor.compress_trace evaluates exact recall against ground-truth constraints, unresolved obligations and SHA-256 digests.", "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.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.guardrail.grid-clamped-thought-budget-and-loop-halt", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:coconut-latent-and-thought-budget-routing", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "coconut-latent-and-thought-budget-routing", "pack_version": "0.1.0", "title": "Guardrail: reasoning token allocations, latency ceilings and loop-halt thresholds resolve strictly from default_grid_spec.json", "category_reason": "Prevents runaway deliberation budgets and eliminates inline magic numbers in routing and loop-detection logic.", "rule": "AdaptiveReasoningBudgetRouter clamps reasoning regimes to task token and latency ceilings, OverthinkingLoopDetector halts consecutive invariant-free paraphrase cycles and ZeroHardcodedValuesAstGate rejects inline magic literals.", "how_it_is_checked": "test_thought_budget_routing.py verifies 4-regime routing, latency downshifting, cyclic loop halting without productive false positives 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.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.spec.coconut-latent-and-budget-grid", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.benchmark_suite", "pack:coconut-latent-and-thought-budget-routing", "role:spec", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.benchmark_suite", "role": "spec", "pack": "coconut-latent-and-thought-budget-routing", "pack_version": "0.1.0", "title": "Specification: 4-regime adaptive thought-budget router, continuous latent state checkpointing and overthinking loop detector", "category_reason": "Defines regime boundaries, normalized continuous latent sketch projections, invariant checkpoint fields and stagnation predicates.", "structures": ["AdaptiveReasoningBudgetRouter", "LatentStateSketchCompressor", "OverthinkingLoopDetector"], "compute_regimes": ["zero_step_direct", "fast_sketch", "compressed_state_checkpoint", "full_deliberative_verify"], "min_compression_ratio": 3.0, "preserved_checkpoint_fields": ["state_facts", "binding_constraints", "open_obligations", "verified_hashes", "latent_state_vector"], "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.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.rules.regime-routing-and-stagnation-halt", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.reflex_procedure", "pack:coconut-latent-and-thought-budget-routing", "role:rules", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.reflex_procedure", "role": "rules", "pack": "coconut-latent-and-thought-budget-routing", "pack_version": "0.1.0", "title": "Deterministic ambiguity-entropy regime selection, signed feature-hash latent sketching and loop stagnation rules", "category_reason": "Zero-model procedure computing task routing regimes, compact state checkpoints and early-halt triggers.", "ambiguity_entropy_bits": "-sum(p_i * log2(p_i))", "loop_stagnation_predicate": "(max_latent_cosine >= loop_cosine_threshold or max_shingle_jaccard >= loop_shingle_jaccard_threshold) and new_invariants == 0", "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.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.tool.thought-budget-routing", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.code_node", "pack:coconut-latent-and-thought-budget-routing", "role:tool_card", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.code_node", "role": "tool_card", "pack": "coconut-latent-and-thought-budget-routing", "pack_version": "0.1.0", "title": "Tool card: standard-library AdaptiveReasoningBudgetRouter, LatentStateSketchCompressor and OverthinkingLoopDetector", "category_reason": "Tested Python 3.10+ standard-library package pinned by path and SHA-256.", "name": "coconut latent and thought budget routing", "code": {"path": "packs/coconut-latent-and-thought-budget-routing/code", "files": 12, "sha256": "849c783c0d5ceb67347382ccc5b769bdc15032a91a981a1d57cce51bb9640aec"}, "runtime": "Python 3.10 or later, standard library only.", "commands": ["python3 -m thought_budget_routing --bundle BUNDLE.json"], "does": ["Routes tasks across 4 compute/reasoning regimes using complexity features, Shannon ambiguity entropy and token/latency caps.", "Compresses verbose multi-turn reasoning traces by >3x into typed invariant checkpoints and L2-normalized continuous latent state vectors.", "Detects repetitive overthinking cycles via latent cosine similarity and shingle overlap under ZeroHardcodedValuesAstGate."], "does_not": ["Perform network I/O, invoke external model APIs 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.coconut-latent-and-thought-budget-routing/coconut-latent-and-thought-budget-routing.v0.1.0.spec.coconut-latent-and-budget-grid", "target_category": "noun.benchmark_suite", "note": ""}]}}, {"store": "seedpack.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.template.thought-budget-routing-receipt", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.scene_recipe", "pack:coconut-latent-and-thought-budget-routing", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.scene_recipe", "role": "template", "pack": "coconut-latent-and-thought-budget-routing", "pack_version": "0.1.0", "title": "Template: 4-regime thought-budget routing, latent checkpoint compression and overthinking loop receipt", "describes": "a deterministic receipt of 4-regime adaptive thought-budget routing, >3x multi-turn invariant checkpoint compression and overthinking loop early-halt metrics", "schema": {"type": "object", "additionalProperties": false, "required": ["task_regimes", "budget_clamped_tasks", "routed_total_tokens", "token_savings_fraction", "raw_trace_tokens", "compressed_checkpoint_tokens", "compression_ratio", "meets_compression_target", "binding_constraint_recall", "open_obligation_recall", "verified_hash_recall", "latent_vector_dims", "overthinking_loop_detected", "overthinking_trigger_step", "overthinking_tokens_saved", "productive_trace_false_loop"], "properties": {"task_regimes": {"type": "object", "additionalProperties": false, "required": ["schema_key_lookup", "single_hop_summary", "multi_turn_state_handoff", "proof_obligation_verify", "tight_latency_checkpoint"], "properties": {"schema_key_lookup": {"type": "string"}, "single_hop_summary": {"type": "string"}, "multi_turn_state_handoff": {"type": "string"}, "proof_obligation_verify": {"type": "string"}, "tight_latency_checkpoint": {"type": "string"}}}, "budget_clamped_tasks": {"type": "array", "items": {"type": "string"}}, "routed_total_tokens": {"type": "integer", "minimum": 0}, "token_savings_fraction": {"type": "number", "minimum": 0.0, "maximum": 1.0}, "raw_trace_tokens": {"type": "integer", "minimum": 1}, "compressed_checkpoint_tokens": {"type": "integer", "minimum": 1}, "compression_ratio": {"type": "number", "minimum": 1.0}, "meets_compression_target": {"type": "boolean"}, "binding_constraint_recall": {"type": "number", "minimum": 0.0, "maximum": 1.0}, "open_obligation_recall": {"type": "number", "minimum": 0.0, "maximum": 1.0}, "verified_hash_recall": {"type": "number", "minimum": 0.0, "maximum": 1.0}, "latent_vector_dims": {"type": "integer", "minimum": 8}, "overthinking_loop_detected": {"type": "boolean"}, "overthinking_trigger_step": {"type": "integer", "minimum": -1}, "overthinking_tokens_saved": {"type": "integer", "minimum": 0}, "productive_trace_false_loop": {"type": "boolean"}}}, "example": {"task_regimes": {"schema_key_lookup": "zero_step_direct", "single_hop_summary": "fast_sketch", "multi_turn_state_handoff": "compressed_state_checkpoint", "proof_obligation_verify": "full_deliberative_verify", "tight_latency_checkpoint": "compressed_state_checkpoint"}, "budget_clamped_tasks": ["tight_latency_checkpoint"], "routed_total_tokens": 2304, "token_savings_fraction": 0.55, "raw_trace_tokens": 123, "compressed_checkpoint_tokens": 20, "compression_ratio": 6.15, "meets_compression_target": true, "binding_constraint_recall": 1.0, "open_obligation_recall": 1.0, "verified_hash_recall": 1.0, "latent_vector_dims": 16, "overthinking_loop_detected": true, "overthinking_trigger_step": 3, "overthinking_tokens_saved": 23, "productive_trace_false_loop": false}, "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.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.example.thought-budget-routing-bundle", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:coconut-latent-and-thought-budget-routing", "role:example", "synthetic:true", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "example", "pack": "coconut-latent-and-thought-budget-routing", "pack_version": "0.1.0", "title": "Worked example input: five heterogeneous tasks, verbose 3-turn reasoning trace and cyclic paraphrase trace", "category_reason": "Synthetic fixture recomputed by test_thought_budget_routing.py.", "regime": "balanced_checkpoint", "tasks": [{"id": "schema_key_lookup", "dependency_depth": 0, "branching_factor": 1, "ambiguity_distribution": [1.0, 0.0], "constraint_count": 0}, {"id": "single_hop_summary", "dependency_depth": 2, "branching_factor": 3, "ambiguity_distribution": [0.7, 0.3], "constraint_count": 2}, {"id": "multi_turn_state_handoff", "dependency_depth": 5, "branching_factor": 5, "ambiguity_distribution": [0.4, 0.35, 0.25], "constraint_count": 5, "multi_turn_state_carry": true}, {"id": "proof_obligation_verify", "dependency_depth": 8, "branching_factor": 7, "ambiguity_distribution": [0.25, 0.25, 0.25, 0.25], "constraint_count": 7, "requires_formal_proof": true}, {"id": "tight_latency_checkpoint", "dependency_depth": 8, "branching_factor": 7, "ambiguity_distribution": [0.25, 0.25, 0.25, 0.25], "constraint_count": 7, "requires_formal_proof": true, "latency_budget_ms": 650}], "verbose_trace": [{"thought": "Let us carefully examine the initial request and reflect thoroughly on what we are trying to accomplish here before jumping ahead. Basically we observe epoch=4 and quorum_size >= 3 while reviewing the upstream manifest digest 1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f. CONSTRAINT: egress_mode == disabled; OBLIGATION: verify_replica_ack; OBLIGATION: check_rollback_cursor. Thinking again about whether everything aligns."}, {"thought": "Continuing our careful deliberation and rechecking our earlier notes from the first turn so we do not miss anything obvious. Meanwhile replica acknowledgement finished cleanly, RESOLVED: verify_replica_ack, and we also pinned snapshot digest 9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c with retry_ceiling <= 2 and active_region=us_east."}, {"thought": "Summarizing and pondering the overall multi-turn reasoning trajectory one more time to make sure our understanding remains coherent while keeping the open cursor check front of mind before emitting the next state transition."}], "ground_truth_invariants": {"binding_constraints": ["egress_mode == disabled", "quorum_size >= 3", "retry_ceiling <= 2"], "open_obligations": ["check_rollback_cursor"], "verified_hashes": ["1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f1f", "9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c9c"]}, "looping_trace": ["Initialize verifier state schema_rev=2 and CONSTRAINT: max_batch <= 16.", "Maybe we should recheck schema_rev and max_batch ordering across candidate batches again.", "Wait let us reconsider schema_rev and max_batch ordering across candidate batches carefully.", "Thinking again, we should recheck schema_rev and max_batch ordering across candidate batches.", "Yet another pass rechecking schema_rev and max_batch ordering across candidate batches."], "shows": "Synthetic task batch across 4 complexity regimes, verbose multi-turn reasoning trace and cyclic overthinking trace.", "source": "Synthetic. Written for this pack.", "status": "proposal", "admission": "not_admitted", "content_kind": "synthetic_example", "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.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.example.thought-budget-routing-receipt", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:coconut-latent-and-thought-budget-routing", "role:example", "synthetic:true", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "example", "pack": "coconut-latent-and-thought-budget-routing", "pack_version": "0.1.0", "title": "Worked example output: recomputed 4-regime routing, 6.15x invariant checkpoint compression and step-3 loop halt", "category_reason": "Synthetic receipt verified by test_thought_budget_routing.py.", "conforms_to": {"store": "seedpack.coconut-latent-and-thought-budget-routing", "key": "coconut-latent-and-thought-budget-routing.v0.1.0.template.thought-budget-routing-receipt", "version": 1, "value_sha256": "11f1897bbae91dc3562c3c9bc7a9204967dd0c72d01d95daf38960f39197d59c"}, "instance": {"task_regimes": {"schema_key_lookup": "zero_step_direct", "single_hop_summary": "fast_sketch", "multi_turn_state_handoff": "compressed_state_checkpoint", "proof_obligation_verify": "full_deliberative_verify", "tight_latency_checkpoint": "compressed_state_checkpoint"}, "budget_clamped_tasks": ["tight_latency_checkpoint"], "routed_total_tokens": 2304, "token_savings_fraction": 0.55, "raw_trace_tokens": 123, "compressed_checkpoint_tokens": 20, "compression_ratio": 6.15, "meets_compression_target": true, "binding_constraint_recall": 1.0, "open_obligation_recall": 1.0, "verified_hash_recall": 1.0, "latent_vector_dims": 16, "overthinking_loop_detected": true, "overthinking_trigger_step": 3, "overthinking_tokens_saved": 23, "productive_trace_false_loop": false}, "shows": "Recomputes 4-regime task routing (55% token savings), 6.15x trace compression with 1.0 invariant/hash recall and step-3 loop early-halt.", "source": "Synthetic. Recomputed directly from example.thought-budget-routing-bundle.", "status": "proposal", "admission": "not_admitted", "content_kind": "synthetic_example", "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": "derives_from", "target_id": "seedpack.coconut-latent-and-thought-budget-routing/coconut-latent-and-thought-budget-routing.v0.1.0.example.thought-budget-routing-bundle", "target_category": "noun.eval_run", "note": ""}, {"relation": "verifies", "target_id": "seedpack.coconut-latent-and-thought-budget-routing/coconut-latent-and-thought-budget-routing.v0.1.0.template.thought-budget-routing-receipt", "target_category": "noun.scene_recipe", "note": ""}]}} ]}