Update README: public repo, model-agnostic inference (remove DeepSeek/local-only framing)

README.md

@@ -5,8 +5,8 @@
 
 ## Repo
 
-- **Location:** `Leonard/athena-oracle` (private, Gitea)
-- **URL:** http://localhost:3000/Leonard/athena-oracle
+- **Location:** `Tony_tech/athena-oracle` (public, Gitea)
+- **URL:** http://localhost:3000/Tony_tech/athena-oracle
 - **Branch:** `main`
 - **Origin:** mirrors `~/oracle` (local working copy)
 
@@ -23,15 +23,25 @@ momentum rather than source-expansion noise.
 | Theme scan | `theme_scan.py` | Cross-source trend detection + idempotent falsification |
 | Query | `query.py` | Interactive lookup against the store |
 | Archive | `archive.py` | Cold-storage rotation |
-| Summarize | `summarize.py` | Local summarization (Ollama — currently offline) |
+| Summarize | `summarize.py` | Summarization via any available inference model |
 | Schema | `schema.sql` | SQLite store definition |
 | Cron entry | `oracle-pipeline.sh` | Wrapper invoked by Hermes cron |
 
-## Local inference status
+## Inference model strategy
 
-`summarize.py` uses Ollama only (DeepSeek fallback removed — OpenRouter 402).
-Ollama is **currently unavailable**; summarization steps are skipped until it returns.
-Pipeline ingestion, scoring, and theme-scan continue without it.
+Athena is **model-agnostic** — it uses whatever inference backend is available at
+run time, whether free or paid. There is no hard dependency on a single provider.
+
+`summarize.py` currently targets a local Ollama endpoint (`llama3.2:1b`) when
+present. The pipeline is designed so the summarization backend can be swapped for
+any model we can reach — local GPU, a paid API, or a free-tier endpoint — without
+changing the ingestion, scoring, or theme-scan logic. When no inference backend is
+reachable, the summarization step is skipped; ingestion, scoring, and theme-scan
+continue uninterrupted.
+
+To wire in a different backend, implement the same `summarize(text) -> (summary, model)`
+contract that `summarize_with_ollama` satisfies, and add the dispatch in
+`process_card`.
 
 ## Data handling
 

whitepaper.md

@@ -2,7 +2,7 @@
 
 ## White Paper — System Architecture, Pattern Detection, and Opportunity Discovery
 
-**Source:** `Leonard/athena-oracle` (private, Gitea — http://localhost:3000/Leonard/athena-oracle) · branch `main`
+**Source:** `Tony_tech/athena-oracle` (public, Gitea — http://localhost:3000/Tony_tech/athena-oracle) · branch `main`
 
 ---