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/Qwen__Qwen3-8B__candidate.yaml

@@ -7,6 +7,7 @@ source:
   url: https://huggingface.co/Qwen/Qwen3-8B
   revision: main
   model_card_url: https://huggingface.co/Qwen/Qwen3-8B
+  project_url: https://qwenlm.github.io/
 license:
   spdx: Apache-2.0
   url: https://huggingface.co/Qwen/Qwen3-8B
@@ -14,6 +15,42 @@ license:
   allows_local_ops: true
   allows_fine_tune: true
   notes: "Confirm exact card license at download time; Qwen3 line generally Apache-2.0."
+profile:
+  summary: "Default mid-small open instruct for local ops, tools, and domain fine-tunes."
+  original_source: https://huggingface.co/Qwen/Qwen3-8B
+  use_cases:
+    - "Local NetKingdom / Coulomb assistant (chat, docs, runbooks)"
+    - "Tool-using agent loops on consumer GPU"
+    - "QLoRA / LoRA domain specialization base"
+    - "Multilingual (incl. DE/EN) drafting and summarization"
+    - "Offline code help when 14B+ is too heavy"
+  sweet_spots:
+    - "Best balance of quality vs VRAM in the ~8B open class for many 2026 stacks"
+    - "Instruction + tool-use oriented workflows"
+    - "Homelab fine-tune target (axis C)"
+    - "Runnable spine default when one model must wear many hats"
+  not_ideal_for:
+    - "Hardest SWE-bench-class multi-file engineering (use larger or closed frontier)"
+    - "Deep multi-step math/reason vs R1-class distill or full reasoners"
+    - "Embedding / retrieval (use BGE-M3 or nomic)"
+  capability_notes: >
+    Flagship small-mid dense open generalist in the Qwen3 line. Strong multilingual
+    and instruct behavior for its size; primary R-tier workhorse for the lab. Prefer
+    Instruct sibling on the card if separate repo exists at pin time.
+swot:
+  strengths:
+    - "High capability density at 8B; Apache-friendly licensing typical"
+    - "Good multilingual + tool/instruct posture for local agents"
+    - "Excellent FT base for domain specialization"
+  weaknesses:
+    - "Still far from frontier closed models on hard agentic coding"
+    - "8B ceiling on long-horizon planning and rare knowledge"
+  opportunities:
+    - "Domain LoRAs (security, ops, railiance) on NAS-held base"
+    - "Pair with BGE-M3 RAG for grounded NetKingdom answers"
+  threats:
+    - "Rapid supersession by next Qwen/peer 8–14B release"
+    - "Quant quality variance across third-party GGUF repacks"
 size:
   total_bytes: 0
   total_human: "~16 GB fp16 / ~5 GB Q4 (estimate)"
@@ -31,8 +68,8 @@ collection:
   storage_path: ""
   brief_refs:
     - research/2026-07-24-baseline-field-survey.md
-reason: "P0 spine — best default open general/tool model for local ops and QLoRA domain specialization."
-tags: [instruct, text, qwen3, ft-base]
+reason: "P0/R spine — best default open general/tool model for local ops and QLoRA domain specialization."
+tags: [tier-r, instruct, text, qwen3, ft-base]
 companions: []
 notes: "Prefer Instruct variant on card if separate repo; pin commit SHA at collection."
 history:
@@ -40,3 +77,7 @@ history:
     event: nominated
     by: baseline-survey
     detail: "P0 recommendation from initial deep research."
+  - at: "2026-07-24"
+    event: profile_swot_added
+    by: grok
+    detail: "schema 0.2 profile + SWOT."