--- a/mrjunejune/README.md	Wed Aug 05 09:19:41 2026 -0700
+++ b/mrjunejune/README.md	Wed Aug 05 09:19:41 2026 -0700
@@ -2,23 +2,52 @@
 
 My personal website where I post my blogs / about me and resume.
 
-## Development-only pages
+## Copilot JRPG chat
+
+`/jrpg` streams stateful turns through Seobeo and Deita to a local Python
+Copilot SDK/CLI runtime. The SDK uses a loopback LiteLLM Proxy configured with
+the `github_copilot` provider.
+
+Python, Copilot CLI, LiteLLM, the web server, and their lockfiles are all
+managed by Bazel. Do not create a virtualenv or install packages with pip.
 
-Experimental pages are compiled and packaged only by the development target:
+Authenticate LiteLLM once with the GitHub Copilot device flow:
+
+```bash
+export GITHUB_COPILOT_TOKEN_DIR="$HOME/.local/state/mrjunejune/inference/litellm-copilot"
+bazel run //mrjunejune/inference:litellm_proxy -- \
+  --authenticate \
+  --token-dir "$GITHUB_COPILOT_TOKEN_DIR"
+```
+
+Then start the complete local stack with one Bazel command:
 
 ```bash
-bazel run //mrjunejune:mrjunejune_server_dev -c dbg
+LITELLM_MASTER_KEY='<local proxy key>' \
+  MRJUNEJUNE_ALLOW_ANONYMOUS_INFERENCE=1 \
+  bazel run //mrjunejune:run_inference_stack
 ```
 
-The production server and the bundle used by `deploy.sh` omit their route
-registrations and static assets:
+Keep `GITHUB_COPILOT_TOKEN_DIR` exported when starting the stack so it reads the
+same tokens. Without an override, both commands use
+`$XDG_STATE_HOME/mrjunejune/inference/litellm-copilot`, or
+`~/.local/state/mrjunejune/inference/litellm-copilot` when `XDG_STATE_HOME` is
+unset. `MRJUNEJUNE_INFERENCE_STATE` moves all service-owned state. Internal
+processes bind to loopback. Provider keys, OAuth tokens, conversation IDs,
+prompts, and model output must not be committed or logged.
+
+Anonymous inference is disabled unless
+`MRJUNEJUNE_ALLOW_ANONYMOUS_INFERENCE=1` is explicitly set. Enabling it exposes
+paid inference without user authentication; keep the Seobeo rate/concurrency
+limits and LiteLLM budget enabled.
+
+The production bundle includes the pinned Python environment, Copilot CLI,
+LiteLLM, JRPG assets, and C server:
 
 ```bash
 bazel build -c opt //mrjunejune:mrjunejune_server_bundle
 ```
 
-`/jrpg` is currently development-only.
-
 ## WebP assets
 
 Raster source images live under `mrjunejune/assets/png/` and `assets/png/`.