Register reserve under agents hub and pin VAULT storage.

Classify freedom-intelligence for State Hub (agents domain), sync FI-WP-0001..0003 with hub IDs, enrich catalog entries with profile/SWOT, and pin the open-weight reserve to D:\vault\coulomb\freedom-intelligence\ with strategic S-tier policy.

inventory/catalog/meta-llama__Llama-3.3-70B-Instruct__strategic.yaml

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+id: meta-llama__Llama-3.3-70B-Instruct__strategic
+status: candidate
+name: Llama-3.3-70B-Instruct
+org: meta-llama
+source:
+  kind: huggingface
+  url: https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct
+  revision: main
+  model_card_url: https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct
+  project_url: https://www.llama.com/
+license:
+  spdx: custom
+  url: https://ai.meta.com/llama/license/
+  allows_offline_retention: true
+  allows_local_ops: true
+  allows_fine_tune: true
+  notes: "Llama Community License — review before commercial redistribution. Prefer Llama 4 open text sibling if it is clearly stronger at pull time."
+profile:
+  summary: "Strategic dense Llama 70B instruct — ecosystem-rich open reserve for multi-GPU."
+  original_source: https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct
+  use_cases:
+    - "Future multi-GPU general instruct with mature Llama tooling"
+    - "Portable dense alternative to giant MoE for lab upgrades"
+    - "Ecosystem baselines (vLLM, llama.cpp, eval harnesses expect Llama ids)"
+    - "Domain FT when Llama license fits the use"
+  sweet_spots:
+    - "S4 dense open with the broadest third-party tooling surface"
+    - "More portable serve path than 600B-class MoE"
+    - "Strong general instruct heritage in the 70B class"
+  not_ideal_for:
+    - "Current single-GPU daily ops (use 3B/8B R spine)"
+    - "Uses forbidden by Llama Community License terms"
+    - "Duplicate with Qwen-72B under tight quota — pick one first"
+  capability_notes: >
+    HF gated. Strategic dense pick. If Llama 4 open text weights supersede
+    clearly, nominate successor and mark this entry superseded. License is not
+    Apache — operator must re-read terms before redistribution.
+swot:
+  strengths:
+    - "Huge ecosystem and ops familiarity"
+    - "Solid 70B dense instruct quality"
+    - "Easier multi-GPU dense story than MoE giants"
+  weaknesses:
+    - "Custom Llama license (not Apache/MIT)"
+    - "HF gating friction for automated pulls"
+    - "May lag peer open MoE on some benches"
+  opportunities:
+    - "First dense strategic if Qwen-72B is deferred"
+    - "Broad eval comparability with published Llama numbers"
+  threats:
+    - "Llama 4 open may obsolete 3.3 quickly"
+    - "Quota competition with Qwen-72B and S1 MoE"
+size:
+  total_bytes: 0
+  total_human: "~140 GB fp16 / ~40 GB Q4 (estimate)"
+hardware_class:
+  min_vram_gb_q4: 40
+  min_vram_gb_fp16: 140
+  notes: "T3+ to run well; still valuable reserve for future multi-GPU."
+axes: [A, B, C]
+priority: high
+collection:
+  approved_by: ""
+  approved_at: null
+  downloaded_at: null
+  downloaded_by: ""
+  storage_path: ""
+  brief_refs:
+    - research/2026-07-24-nas-strategic-collection-plan.md
+    - docs/decisions/2026-07-24-nas-strategic-reserve.md
+reason: "S4 strategic dense — strong ecosystem 70B open instruct; more portable than full MoE for a future lab upgrade."
+tags: [tier-s, strategic, dense, instruct, llama]
+companions:
+  - meta-llama__Llama-3.2-3B-Instruct__candidate
+notes: "HF gated. If Llama 4 open weights supersede, nominate successor and supersede this entry."
+history:
+  - at: "2026-07-24"
+    event: nominated
+    by: operator-policy
+    detail: "Strategic dense open for NAS capability reserve."
+  - at: "2026-07-28"
+    event: profile_swot_added
+    by: grok
+    detail: "schema 0.2 profile + SWOT."