# fluxrec task automation 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 state dir (bind-mounted # at /data; created once on the VPS: see README "Deployment") deploy SERVER: scp model.json {{SERVER}}:~/fluxrec-data/ # Bounce the serve container so it picks up the new model (fluxrec runs # under the compose stack at ~/services on the server) restart SERVER: ssh {{SERVER}} 'cd ~/services && docker-compose restart fluxrec' # deploy + restart in one verb ship SERVER: (deploy SERVER) (restart SERVER) @echo "model shipped; serve restarted — watch /api/status next run"