{"format": "ta-amps.seed-pack.nouns.v1", "pack_id": "partner-compute-cascade", "status": "proposal_only", "records": [ {"store": "seedpack.partner-compute-cascade", "key": "partner-compute-cascade.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:partner-compute-cascade", "role:pack", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "pack", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "A collection of nouns and verbs for tiered partner compute routing, Modal QLoRA and sandbox verification, Baseten 2M TPM swarms and Fireworks multi-LoRA rubric checks", "lets_workers": "Route public-good tasks across a 5-tier compute cascade starting at a zero-token sub-2ms edge shim, escalating through Fireworks AI specialist multi-LoRA adapters with Sinan Ozdemir distinct-adapter rubric checks, Baseten <= 2,000,000 TPM async token-bucket swarms with fenced lease checks, Modal isolated container sandboxes and serverless QLoRA runs on Meta Muse-Glimmer-30B or Llama-3.2-3B-Instruct, and frontier Meta Muse Spark escalation.", "flow": [{"verb": "partner-compute-cascade.validate-modal-qlora-and-sandbox", "when": "Verify Modal sandbox isolation invariants, holdout-safe QLoRA trace formatting and peak GPU VRAM math before any training or container run."}, {"verb": "partner-compute-cascade.pace-baseten-fenced-swarm", "when": "Schedule parallel worker claims under <= 2,000,000 TPM sliding-window pacing with pre-flight fencing-token and lease-TTL gates."}, {"verb": "partner-compute-cascade.route-fireworks-multilora-and-rubric", "when": "Select a specialist LoRA drafter behind a sub-2ms edge shim and verify structured JSON outputs with a distinct rubric-verifier adapter."}], "guardrails": [{"store": "seedpack.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.guardrail.honest-local-vs-live-partner-receipts", "version": 1, "value_sha256": "6303ae289f5e0917f1601f274604757846fb00dc8231d471b00b82d7d6160bf0"}, {"store": "seedpack.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.guardrail.fenced-lease-and-2m-tpm-ceiling", "version": 1, "value_sha256": "c4eef34d4053341be9ea21529e17cf8429166d1764610363e680b66b8b61d4a4"}, {"store": "seedpack.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.guardrail.distinct-adapter-rubric-verification", "version": 1, "value_sha256": "4b3e4178a177d6f52d1c0777ebff719842d58d6de170756440159be07c417661"}], "tool": {"store": "seedpack.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.tool.partner-cascade", "version": 1, "value_sha256": "d288c39b84b9da83e1d1b3b360b1f1185a6f116805e3726765078bdc8302d346"}, "worked_example": "Synthetic Muse-Glimmer-30B QLoRA, sandbox and Fireworks statute-citation bundle recomputed in test_partner_cascade.py: confirms 19.702 GiB peak VRAM fits within 92% of A100-40GB, validates sandbox isolation, selects statute-citation-extractor-lora and passes distinct-adapter rubric verification.", "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.partner-compute-cascade/partner-compute-cascade.v0.1.0.guardrail.honest-local-vs-live-partner-receipts", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.partner-compute-cascade/partner-compute-cascade.v0.1.0.guardrail.fenced-lease-and-2m-tpm-ceiling", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.partner-compute-cascade/partner-compute-cascade.v0.1.0.guardrail.distinct-adapter-rubric-verification", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.partner-compute-cascade/partner-compute-cascade.v0.1.0.spec.five-tier-compute-cascade", "target_category": "noun.model_spec", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.partner-compute-cascade/partner-compute-cascade.v0.1.0.rules.partner-cascade-gates", "target_category": "noun.reflex_procedure", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.partner-compute-cascade/partner-compute-cascade.v0.1.0.tool.partner-cascade", "target_category": "noun.code_node", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.partner-compute-cascade/partner-compute-cascade.v0.1.0.template.cascade-receipt", "target_category": "noun.scene_recipe", "note": ""}]}}, {"store": "seedpack.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.guardrail.honest-local-vs-live-partner-receipts", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:partner-compute-cascade", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "Guardrail: stamp local_verified vs live_api honestly on every partner compute receipt", "category_reason": "Prevents local dry-run math or loopback mock tests from being mistaken for live Modal, Baseten, Fireworks or Meta API calls.", "rule": "Partner compute runners stamp mode local_verified whenever MODAL_TOKEN_ID, BASETEN_API_KEY, FIREWORKS_API_KEY or META_API_KEY are absent or uninvoked, and never fabricate live_api receipts.", "how_it_is_checked": "run_full_cascade_report inspects credential presence and records mode local_verified explicitly.", "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.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.guardrail.fenced-lease-and-2m-tpm-ceiling", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:partner-compute-cascade", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "Guardrail: enforce <= 2,000,000 TPM sliding-window pacing and pre-flight lease fencing", "category_reason": "Stops stale workers or burst fanout tasks from burning partner credits or tripping uncontrolled rate cascades.", "rule": "Swarm claims with stale fencing tokens or remaining lease TTL below min_safe_lease_seconds abort pre-flight with zero tokens burned, while active claims stay within <= 2,000,000 tokens per 60-second sliding window.", "how_it_is_checked": "BasetenSwarmClient checks observe_fence and AsyncTokenBucket2M before dispatching and preserves HTTP 429 retry records in attempts.", "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.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.guardrail.distinct-adapter-rubric-verification", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:partner-compute-cascade", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "Guardrail: specialist LoRA drafters never verify their own rubric checklist", "category_reason": "Applies Sinan Ozdemir multi-LoRA rubric verification so drafter errors, missing citations or PII leaks escalate safely.", "rule": "Structured specialist LoRA outputs require verification by a distinct verifier adapter checking required schema fields, grounded citations, zero PII patterns and a non-empty human_only boundary.", "how_it_is_checked": "FireworksMultiLoraRouter.verify_rubric rejects drafter_adapter == verifier_adapter and escalates failed candidates.", "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.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.spec.five-tier-compute-cascade", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.model_spec", "pack:partner-compute-cascade", "role:spec", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.model_spec", "role": "spec", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "Specification: 5-tier public-good compute cascade across edge shim, Fireworks, Baseten, Modal and Meta models", "category_reason": "Documents tier ordering, partner credit envelopes ($100 x 3) and Meta open-weight model targets.", "cascade_tiers": ["tier_0_edge_shim_memo (<2ms zero-token deterministic replay)", "tier_1_fireworks_multilora (Llama-3.1-8B specialist drafters + Llama-3.3-70B rubric verifier)", "tier_2_baseten_2m_tpm_swarm (<=2,000,000 TPM async token-bucket Llama-3.3-70B parallel workers)", "tier_3_modal_qlora_and_sandbox (isolated container sandbox + Muse-Glimmer-30B / Llama-3.2-3B QLoRA)", "tier_4_meta_muse_spark_frontier (novel multi-constraint escalation)"], "partner_credit_budget_usd": {"modal": 100, "baseten": 100, "fireworks_ai": 100}, "baseten_tpm_ceiling": 2000000, "edge_shim_latency_budget_ms": 2.0, "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.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.rules.partner-cascade-gates", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.reflex_procedure", "pack:partner-compute-cascade", "role:rules", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.reflex_procedure", "role": "rules", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "Deterministic VRAM, sandbox isolation, 2M TPM pacing and rubric escalation rules", "category_reason": "Zero-call local checks executed before spending GPU time or API credits.", "modal_sandbox_invariants": ["block_network == true", "forward_host_secrets == false", "read_only_pack_mount == true", "timeout_seconds in [5, 600]"], "qlora_trace_gates": ["non-empty human_only boundary", "no raw SSN or email PII pattern", "4-gram Jaccard overlap < 0.35 against benchmark holdouts"], "rubric_escalation_rule": "escalate_to_baseten_or_modal_tier on missing citations, PII pattern, missing human_only or self-verification", "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.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.tool.partner-cascade", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.code_node", "pack:partner-compute-cascade", "role:tool_card", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.code_node", "role": "tool_card", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "Tool card: Modal QLoRA and sandbox validator, Baseten 2M TPM swarm client and Fireworks multi-LoRA router", "category_reason": "Tested Python standard-library package with optional Modal/HTTP runtime entrypoints pinned by path and digest.", "name": "Partner compute cascade", "code": {"path": "packs/partner-compute-cascade/code", "files": 11, "sha256": "82fe9e5b53afeaf1340bbb729d879c6dabeed6d00e777a8471708595965ec4e5"}, "runtime": "Python 3.10 or later, standard library only for dry-run verification, loopback 2M TPM swarm test and simulator; optional modal CLI and partner API keys for cloud execution.", "commands": ["python -m partner_cascade verify-all --out CASCADE.json", "python partner_cascade/modal_qlora_and_sandbox.py --dry-run-validate", "python -m partner_cascade worked-example --input BUNDLE.json"], "does": ["Validates Modal container sandbox isolation, holdout-safe QLoRA datasets and 4-bit NF4 VRAM budgets for Muse-Glimmer-30B and Llama-3.2-3B-Instruct.", "Enforces <= 2,000,000 TPM sliding-window token pacing, HTTP 429 Retry-After backoff and pre-flight lease fencing across async worker claims.", "Routes structured tasks behind a sub-2ms edge shim to Fireworks specialist LoRA adapters with distinct-adapter rubric checks."], "does_not": ["Fabricate live_api receipts when credentials are unset, forward host secrets into sandboxes or exceed authorized credit budgets."], "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.partner-compute-cascade/partner-compute-cascade.v0.1.0.spec.five-tier-compute-cascade", "target_category": "noun.model_spec", "note": ""}]}}, {"store": "seedpack.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.template.cascade-receipt", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.scene_recipe", "pack:partner-compute-cascade", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.scene_recipe", "role": "template", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "Template: partner compute pre-flight and multi-LoRA rubric verification receipt", "describes": "honest verification mode, QLoRA peak VRAM fit, sandbox isolation validity, selected specialist LoRA adapter and rubric pass status", "schema": {"type": "object", "additionalProperties": false, "required": ["mode", "fits_within_92pct_vram", "estimated_peak_vram_gib", "sandbox_contract_valid", "selected_adapter", "rubric_passed"], "properties": {"mode": {"type": "string", "enum": ["local_verified", "live_api"]}, "fits_within_92pct_vram": {"type": "boolean"}, "estimated_peak_vram_gib": {"type": "number", "minimum": 0}, "sandbox_contract_valid": {"type": "boolean"}, "selected_adapter": {"type": "string", "minLength": 1}, "rubric_passed": {"type": "boolean"}}}, "example": {"mode": "local_verified", "fits_within_92pct_vram": true, "estimated_peak_vram_gib": 19.702, "sandbox_contract_valid": true, "selected_adapter": "statute-citation-extractor-lora", "rubric_passed": true}, "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.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.example.cascade-bundle", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:partner-compute-cascade", "role:example", "synthetic:true", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "example", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "Worked example input: Muse-Glimmer-30B QLoRA config, isolated sandbox spec and housing statute citation check", "category_reason": "Synthetic partner compute pre-flight bundle recomputed by test_partner_cascade.py.", "model_name": "Muse-Glimmer-30B", "lora_rank": 32, "lora_alpha": 64, "seq_len": 4096, "sandbox_spec": {"block_network": true, "forward_host_secrets": false, "read_only_pack_mount": true, "timeout_seconds": 120}, "task_kind": "verb.situate", "prompt": "Extract public municipal housing statute section citations with exact line numbers", "schema_required": ["citations", "section_ids", "human_only"], "candidate_output": {"citations": [{"section": "12-403(b)", "page": 14}], "section_ids": ["12-403(b)"], "human_only": "Licensed municipal housing counsel verifies applicability before advising tenants."}, "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.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.example.cascade-receipt", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:partner-compute-cascade", "role:example", "synthetic:true", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "example", "pack": "partner-compute-cascade", "pack_version": "0.1.0", "title": "Worked example output: recomputed local_verified VRAM fit, sandbox check and rubric verdict", "category_reason": "Deterministic output conforming to template.cascade-receipt.", "conforms_to": {"store": "seedpack.partner-compute-cascade", "key": "partner-compute-cascade.v0.1.0.template.cascade-receipt", "version": 1, "value_sha256": "c459fe09a2c151f28744d342b750b4779d385cc757afd2a7deb17e6ed35d7d5b"}, "instance": {"mode": "local_verified", "fits_within_92pct_vram": true, "estimated_peak_vram_gib": 19.702, "sandbox_contract_valid": true, "selected_adapter": "statute-citation-extractor-lora", "rubric_passed": true}, "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.partner-compute-cascade/partner-compute-cascade.v0.1.0.example.cascade-bundle", "target_category": "noun.eval_run", "note": ""}, {"relation": "verifies", "target_id": "seedpack.partner-compute-cascade/partner-compute-cascade.v0.1.0.template.cascade-receipt", "target_category": "noun.scene_recipe", "note": ""}]}} ]}