SOKKAN — how a session runs

Memory injected at spawn · every mutating action waits for your click · everything in one container you own

SOKKAN — how a session runs Memory injected at spawn · every mutating action waits for your click · everything in one container you own You · browser · the helm · Architecture component You browser · the helm Web cockpit · Next.js · proxies /api · Your machine · api container (non-root) · your Docker volume Web cockpit Next.js · proxies /api API · FastAPI · spawn, roles, journal · Your machine · api container (non-root) · your Docker volume · dev+ to spawn API FastAPI · spawn, roles, journal dev+ to spawn Memory recall · server-side RAG at spawn · Your machine · api container (non-root) · your Docker volume · deterministic Memory recall server-side RAG at spawn deterministic Agent session · Claude Agent SDK · tools as widgets · Your machine · api container (non-root) · your Docker volume Agent session Claude Agent SDK · tools as widgets Model · Anthropic · BYOK · Magnitude · Architecture component Model Anthropic · BYOK · Magnitude HITL push · Telegram · webhook · Your machine · api container (non-root) · your Docker volume HITL push Telegram · webhook HITL gate · can_use_tool → your click · Your machine · api container (non-root) · your Docker volume · Bash · Edit · Write HITL gate can_use_tool → your click Bash · Edit · Write Crew runtime · agents on cron or alert · Your machine · api container (non-root) · your Docker volume Crew runtime agents on cron or alert Observability · Prometheus · Grafana · Loki · Architecture component Observability Prometheus · Grafana · Loki SQLite state · board · journal · costs · users · Your machine · api container (non-root) · your Docker volume SQLite state board · journal · costs · users Memory store · notes + embeddings · per project · Your machine · api container (non-root) · your Docker volume Memory store notes + embeddings · per project Memory indexer · fastembed ONNX · MiniLM · Your machine · api container (non-root) · your Docker volume Memory indexer fastembed ONNX · MiniLM Memory notes · markdown · one fact per file · Your machine · api container (non-root) · your Docker volume Memory notes markdown · one fact per file card · prompt /api task text task + top notes stream board · journal top-5, this project MCP search · links · write watch embeds mutating tool? still pending allow · deny · answer — nothing runs before memory-seeded run alert → incident Your machine · api container (non-root) · your Docker volume Legend Frontend Backend Database Cloud Security Message bus External