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+# fluxrec task automation (planned commands per PLAN.md, only implemented ones run)
+
+build:
+    go build -o fluxrec .
+
+test:
+    go test ./...
+
+fmt:
+    go fmt ./...
+
+vet:
+    go vet ./...
+
+clean:
+    rm -f fluxrec
+
+# Quick smoke: train-free, needs a model.json (from `fluxrec train`, future)
+score TITLE MODEL="model.json":
+    echo "{{TITLE}}" | go run . score --model {{MODEL}}
+
+# ── auth (same pattern as the mflux justfile) ──
+
+# Print the two export lines to paste in your shell (just can't set them for you)
+auth:
+    @echo 'export MFLUX_URL="https://your-miniflux-host"    # base URL, no trailing slash'
+    @echo 'read -s MFLUX_TOKEN && export MFLUX_TOKEN        # Settings -> API Keys; input hidden'
+
+# Guard for recipes that hit the live API (token never echoed)
+check-auth:
+    @test -n "${MINIFLUX_URL:-${MFLUX_URL:-}}" -a -n "${MINIFLUX_TOKEN:-${MFLUX_TOKEN:-}}" || { echo "not authed; run: just auth"; exit 1; }
+    @echo "auth ok (URL=${MINIFLUX_URL:-${MFLUX_URL:-}})"
+
+# Capture dev fixtures from the live API; run once, then offline dev
+dump-fixtures DIR="testdata": check-auth
+    go run . export --dump-raw {{DIR}}
+
+# Retroactive-starring aid: model-ranked read+unstarred candidates to star by hand
+retrostar LIMIT="50":
+    go run . retrostar --limit {{LIMIT}}
+
+# ── retrain loop ──
+# Export new labels, train, print the report path. Eyeball report.json
+# (precision@15 >= 0.10) before `just ship SERVER` — retrain never deploys.
+
+retrain: check-auth
+    go run . export
+    go run . train labels.jsonl
+    @echo "report: report.json — check precision@15 >= 0.10 before shipping"
+
+# ── deploy lane (local PC → server) ──
+# SERVER is an ssh config alias; the agent does auth. No hostnames in this
+# file. Run `ship` only after eyeballing report.json — retrain never deploys.
+
+# Ship a freshly trained model.json to the server
+deploy SERVER:
+    scp model.json {{SERVER}}:/srv/fluxrec/
+
+# Restart mechanism pinned at D5 once the container runtime is known;
+# adjust the ssh line below then.
+
+# Bounce the serve container so it picks up the new model
+restart SERVER:
+    ssh {{SERVER}} 'docker restart fluxrec'
+
+# deploy + restart in one verb
+ship SERVER: (deploy SERVER) (restart SERVER)
+    @echo "model shipped; serve restarted — watch /api/status next run"
+\ No newline at end of file