24 KiB
Roadmap — Chat Switchboard
See also:
- ARCHITECTURE.md — Core services design, store layer, scope model
- EXTENSIONS.md — Extension system spec (Browser/Starlark/Sidecar tiers, manifests, browser tool bridge, surfaces/modes, model roles)
- EXTENSION-SURFACES.md — Extension surface authoring guide (manifest format, platform API, CSS properties, install workflow)
- CHANGELOG.md — Detailed release notes for all completed versions
Versioning (pre-1.0): 0.<major>.<minor> — hotfixes use quad: 0.x.y.z
No compatibility guarantees before 1.0.
Dependency Graph
Two parallel implementation tracks converge at v0.50.0 (MVP). The extension track builds the package ecosystem and workflow capabilities. The operations track builds production readiness for multi-team deployment. Neither blocks the other until the MVP gate.
v0.9.x–v0.28.7 Foundation through Platform Polish ✅
(see CHANGELOG.md for full history)
│
v0.28.8 ICD Green Board ✅
│
┌───────────────┴───────────────┐
│ │
Extension Track Operations Track
│ │
v0.29.0 Starlark Sandbox ✅ v0.32.0 Multi-Replica HA
v0.29.1 API Extensions ✅ v0.33.0 Observability
v0.29.2 DB Extensions ✅ v0.34.0 Data Portability
v0.29.3 Workflow Forms ✅ │
v0.30.0 Package Lifecycle ✅ │
v0.30.1 SDK Adoption ✅ │
v0.30.2 Workflow Packages ✅ │
v0.31.0 Editor + SDK ✅ │
v0.31.1 SDK Exercise ✅ │
v0.31.2 Team Workflows │
│ │
│ v0.35.0 Workflow Product
│ │
══════╪═══════════════════════════════╪══════
│ MVP v0.50.0 │
│ (v0.31.2 + v0.35.0 │
│ + mobile + deployment docs) │
══════╪═══════════════════════════════╪══════
│
v0.50.0+ Rich Media + Beyond
(image gen, code sandbox,
STT/TTS, desktop app)
Completed: v0.28.0 — Platform Polish
Audit arc, frontend decomposition, security, infrastructure. Eight sub-versions, all complete. See CHANGELOG.md for detailed release notes.
| Version | Summary | Key Deliverables |
|---|---|---|
| v0.28.1 | Surfaces ICD Audit ✅ | 6 ICD fixes, 19 E2E tests, 36 Go tests |
| v0.28.2 | ICD Audit: All Domains ✅ | 469/469 (100%), full methodology documented |
| v0.28.3 | ICD Close-out + FE Decomp ✅ | WebSocket ICD rewrite, 47 JS files → ES modules, sb.js registry |
| v0.28.4 | Security Tier ✅ | 58 red-team tests, 5 real bugs found+fixed, JWT role from DB |
| v0.28.5 | Frontend SDK + Pipes ✅ | switchboard-sdk.js, 3-stage pipe/filter pipeline, 36 SDK tests |
| v0.28.6 | Infrastructure ✅ | Virtual scroll, Helm chart, system tasks, git keygen, broadcast |
| v0.28.7 | Unified Packaging ✅ | .pkg format, packages table, task RBAC, task.starlark gate |
Deferred from v0.28.x (relocated with version pins):
sw.notes()factory → v0.30.1- Phase 5 FE decomp (
import/export) → v0.30.1 - Cross-visitor isolation E2E test → v0.29.3
- Admin UI task permission management → v0.29.0
- ICD runner packaging test tier → v0.29.0
v0.28.8 — ICD Green Board ✅
Close out pre-existing ICD test failures and infrastructure issues discovered during the green board push.
Depends on: v0.28.7 (unified packaging).
Root cause analysis (discovered during deployment):
The 502/503 cascade that failed 8–10 ICD tests across provider, BYOK,
and SDK tiers was caused by OOMKilled — the dev backend pod had a
256Mi memory limit. The Go process peaked at ~216Mi during the 569-test
ICD suite and exceeded 256Mi during SSE completion streams, triggering
exit code 137. Traefik returned 503 no available server until the pod
restarted (~15s).
Memory profile (measured on cluster via kubectl top):
- 17Mi idle after fresh start
- 216Mi peak during full ICD suite (569 requests, SSE streams)
- 60Mi post-test (Go GC ran, heap arena retained)
- 34Mi settled (~3 min, OS reclaimed freed pages via MADV_DONTNEED)
- Zero leak — memory returns to baseline, flat steady state
Infrastructure fixes:
- Backend memory limits: dev/test 128Mi/256Mi → 256Mi/512Mi
- Batched
UpsertFromSync: single transaction, preparedINSERT ON CONFLICT DO UPDATE(300 round-trips → 2, PG + SQLite) - DB connection lifecycle:
SetConnMaxLifetime(5m)+SetConnMaxIdleTime(1m) - HTTP transport pool:
sync.Mapkeyed by proxy config - Provider sync timeout:
context.WithTimeout(30s), 504 on timeout - ICD runner:
apiPostRetry, environment-aware CORS test, ticket exchange verification test
Security transport:
- CORS startup warning,
GetAllowedOrigins(), WebSocketCheckOrigin - WebSocket ticket exchange:
POST /api/v1/ws/ticket,WsAuthmiddleware,TicketStorewith TTL reaper events.jsasync ticket-first auth with legacy fallback
Kubernetes:
- Traefik retry
MiddlewareCRD + Helm template - RBAC for Gitea runner →
traefik.iomiddleware resources - CI non-fatal middleware apply with post-success ingress annotation
Extension Track
Sequential. Each version builds on the previous. Delivers the package ecosystem, workflow capabilities, and SDK-based surface architecture.
v0.29.0 — Starlark Sandbox + Permission Model ✅
Server-side extension runtime. Eval loop, permission pipeline, pre-completion filter chain, and admin review workflow.
Depends on: v0.28.8.
Phase 0 — Store cleanup (prerequisite): ✅
- Raw SQL hunt: all ~242
database.DB.*calls outsidestore/migrated to store interface methods (CS0–CS7b, 12 changesets) - CI green on both PG and SQLite pipelines
- ICD runner: 579/580 pass, 1 expected skip
- Documented exception:
events/pg_broadcast.go(pg_notify, PG-only, no store abstraction needed)
Phase 1 — Starlark runtime: ✅
- Pre-completion filter chain: composable
PreCompletionFilterinterface +Chainregistry. KB auto-inject refactored as first built-in filter. Extension filters register at order 100+ (CS0) go.starlark.netintegration: sandboxed eval with step limits (1M ops default), context timeout, captured print output, disabledload().MakeModulehelper for Go→Starlark (CS1)- Permission model:
extension_permissionstable (in 016),statuscolumn onpackages(active/pending_review/suspended). Manifest"permissions"array parsed on install. Admin review, grant, revoke, grant-all endpoints (CS2) - Runtime enforcement:
Runner.buildModules()injects only granted modules into sandbox namespace (CS3) - Extension lifecycle:
install → pending_review → grant-all → active, revoke →suspended. Auto-transitions on grant/revoke. - Initial modules:
secrets(GlobalConfig-backed, per-package key-value store, admin CRUD),notifications(wraps notification service,send(user_id, title, body?, type?)) (CS3) task_type: "starlark": executorexecuteStarlarkloads package by ID, callson_run()entry point via runner. RBAC gatetask.starlarkenforced.system_functionfield holds package ID (CS4)- KB auto-injection: server-side pre-completion filter chain.
Reference implementation for the filter model Starlark
extensions mirror via
on_pre_completion(ctx)(CS0+CS3) - Starlark filter discovery:
DiscoverStarlarkFiltersscans active packages withfilters.pre_completiongrant (CS3) - ICD runner:
packagingtest tier — 18 tests covering permission lifecycle + secrets CRUD (CS5)
v0.29.1 — API Extensions ✅
Starlark route handlers. Surfaces serve custom JSON endpoints.
Depends on: v0.29.0.
api_routesmanifest key, mounted at/s/{id}/api/...- Starlark request/response primitives
httpoutbound module with allowlist/blocklistrequires_providermanifest key (provider resolution via BYOK chain)capability_matchrouting policy (cheapest model with required caps)- Config-file provider types (JSON, no code deploy)
Deferred to v0.29.2:
- Server-side tool execution in completion handler (requires tool registry integration with sandbox; aligns with DB extensions scope)
v0.29.2 — DB Extensions ✅
Namespaced tables for extension data. Structured API, not raw SQL. Server-side tool execution (deferred from v0.29.1) included.
Depends on: v0.29.1.
ext_{id}_*tables, dialect-correct DDL (PG + SQLite)dbStarlark module: structuredquery/insert/update/delete/list_tables/view(structured API instead of rawexec()— prevents SQL injection)- Views as read contract over platform tables (
ext_view_users,ext_view_channels) - Schema creation on install, drop on uninstall
- Server-side tool execution in completion handler (deferred from v0.29.1)
v0.29.3 — Workflow Forms ✅
form_template renders as real UI. LLM is optional for data collection.
Depends on: v0.29.2, v0.29.0 (Starlark validators).
- Typed
form_templateschema (text,email,select,number,date,textarea,checkbox,file) with validation rules - Stage renders as form when
form_templatehas typed fields - LLM-optional stages: form-only, form+chat, chat-only
- Starlark
validate/on_submithooks - Visitor form entry (branded page, no chat widget)
- Form builder in workflow admin (visual field editor)
- Cross-visitor isolation E2E test (deferred from v0.28.4)
v0.30.0 — Package Lifecycle ✅
Lifecycle sophistication for .pkg format.
Depends on: v0.29.2.
- Schema versioning + migrations in manifest
- Settings extension point (packages declare settings sections)
- Export/import format for cross-instance sharing
- Package marketplace (discovery, not hosting)
- User-installable packages (RBAC-gated, team/personal scope)
v0.30.1 — SDK Adoption ✅
Migrate core surfaces to sw.* SDK.
Depends on: v0.28.5, v0.30.0.
sw.notes(),sw.chat(),sw.panels()real factories- Core surface migration: chat, editor, notes, settings
- Phase 5 FE decomp:
import/exportstatements - Memory compaction: summarize, confidence decay, prune
v0.30.2 — Workflow Packages ✅
Workflows as installable packages. Visual builder for team admins.
Depends on: v0.29.3, v0.30.0, v0.30.1.
- Stage surfaces: form, chat, review, custom
.pkg .pkgtype"workflow"bundles definition + surfaces + handlers- Team admin workflow builder (visual, no JSON editing)
sw.workflowSDK namespace- ICD test fixes (auth rate limiter burst 30→8, vault UEK pre-warm)
- Starlark
workflow.*module (get_definition, get_stage_data, advance, reject) - Workflow package export/import (.pkg round-trip)
- E2E tests: export/import, surface_pkg_id persistence
v0.31.0 — Editor Package + SDK Composability ✅
E2E proof: rebuild editor as installable .pkg. Zero platform
special-casing. Full SDK composability — every UI piece created
through sw.* factories, no component duplication.
Depends on: v0.30.2.
Editor Package (CS0–CS2):
- Editor
.pkg(type:full), settings via extension point - State persistence via localStorage (per-user, per-workspace UI state)
- Remove editor from core (
surface-editortemplate, data loader) - E2E tests: install, settings, export/import round-trip, core removal
- Self-mounting components (
Component.mount()is canonical entry point)
SDK Composability (CS3–CS4):
- Delete
NoteEditor—NotePanelis single canonical notes component - Platform scripts in
base.html(chat-pane, note-panel, note-graph available to all surfaces) UserMenu.mount()— self-contained, works in any containersw.userMenu()— mount user menu anywhere,flyout: 'up'|'down'sw.chat()usesChatPane.mount()(not manual DOM +.create())sw.fileTree(),sw.codeEditor(),sw.layout()SDK wrapperssw.menu(),sw.dropdown(),sw.toolbar(),sw.tabs()UI primitives--bg-elevated/--border-elevatedCSS tokens for floating panels- Editor package uses SDK exclusively (
sw.layout,sw.fileTree,sw.codeEditor,sw.chat,sw.notes,sw.userMenu) - Nginx caching: JS/CSS use
must-revalidate(notimmutable) for dev reload safety - NotePanel: pagination, select mode, sticky selection bar,
note-panel-rootclass (no PanelRegistry conflict)
Known remaining (visual polish, not blocking):
- UserMenu flyout contrast on very dark backgrounds — fixed in v0.31.1 CS0+CS1
- Editor chat pane duplicates streaming/model-selector logic — absorbed into ChatPane in v0.31.1 CS2
v0.31.1 — SDK Exercise Surface ✅
Build a dashboard surface package exercising every sw.* primitive
with zero component CSS overrides. Fix 4 SDK bugs first.
Depends on: v0.31.0.
SDK Bug Fixes (CS0–CS2):
- Flyout unification — 3 competing CSS systems consolidated into
.sw-menu-flyoutin primitives.css - Flyout positioning —
position:fixedescape hatch for overflow-clipped extension surfaces - Menu unification — UserMenu uses
.sw-menu-flyout+data-position, same assw.menu() - ChatPane self-contained — standalone mode with streaming, model selector, history (editor slimmed ~220 lines)
Dashboard Package (CS3–CS4):
packages/dashboard/— type "full", route/s/dashboard- Exercises all 14 primitives: userMenu, menu, toolbar, tabs, dropdown, chat, notes, modal, confirm, toast, on/emit, api, user/isAdmin, theme
- Layout-only CSS — zero references to SDK component classes
- E2E tests: install, settings, export/import round-trip (7 tests)
v0.31.2 — Team Workflow Self-Service ✅
Close the gap: team admins can create and manage workflows for their
team without requiring platform admin access. Clean public URLs via
team slugs (/w/engineering/intake).
Depends on: v0.31.1.
CS0 — Backend: Team-Scoped Workflow Routes + Team Slugs:
/teams/:teamId/workflowsroute group behindRequireTeamAdmin- CRUD: GET (list), POST (create, inject team_id), PATCH (update), DELETE
- Stage CRUD: GET, POST, PUT, DELETE, PATCH reorder — scoped to team workflows
- Publish:
POST /teams/:teamId/workflows/:id/publish - Ownership guard: all mutating ops verify
workflow.team_id == :teamId - Reuse existing
WorkflowHandlermethods — team ID injection, not new logic - Team
slugcolumn — auto-generated from name, UNIQUE,GetBySlugstore method - Workflow entry + page renderer resolve scope via team slug (UUID fallback)
- Auth rate limiter burst 8→5
CS1 — Frontend: Workflows Tab in Team Admin:
- 9th tab "Workflows" in team admin modal
- List team workflows with status badge (active/inactive)
- Create/edit workflow form (name, slug, entry_mode, branding, retention)
- Stage builder (add/reorder/delete stages, persona picker, history_mode)
- Publish button with version display
- Adapted from platform admin workflow UI (
_loadAdminWorkflowsreference) - Public URL display uses team slug (
/w/engineering/intake) - ICD runner: team workflow CRUD tests, package settings fix, SSE reasoning_content fix
Future (not blocking):
- Team admin modal → full surface package (when tab count justifies it)
Operations Track
Parallel to extension track. No Starlark dependency. Delivers production readiness for the target multi-team deployment.
v0.32.0 — Multi-Replica HA
Run 2–3 backend replicas across nodes for node-level availability.
Depends on: v0.28.8.
What already works multi-replica:
- REST API (stateless, JWT auth) ✅
- PG + S3 + CephFS (shared infrastructure) ✅
pg_broadcastLISTEN/NOTIFY (cross-pod event bus) ✅
What needs work:
- WebSocket fan-out: wire
Bus.Subscribetopg_broadcastlistener so events from other pods reach local WebSocket connections. LISTEN/NOTIFY plumbing exists — bridge inbound NOTIFY into per-pod hub for local delivery. - Task scheduler leader election: Kubernetes
Lease-based. Only leader runs cron scheduler. Prevents duplicate execution. - Shared ticket store:
TicketStorefromsync.Map→ PG table with 30s TTL. Ensures WS ticket from pod-1 validates on pod-2. - Shared rate limiter: in-memory → PG or Redis counter. Without this, effective rate limit = N × configured across N replicas.
- Health check refinement: readiness probe fails fast on PG connection loss.
- Helm:
backend.replicaCount> 1 tested. Pod anti-affinity to spread across nodes.
Sizing (measured on v0.28.8):
| Metric | Value |
|---|---|
| Idle memory | 17Mi |
| Peak (569 reqs, 4 users, SSE) | 216Mi |
| Settled after GC | 34Mi |
| Per-SSE stream | ~500KB–1MB |
| Per-WebSocket | ~64KB |
| DB pool | 25 max (shared) |
v0.33.0 — Observability
Metrics, dashboards, alerting. Operate the platform without reading Go source code.
Depends on: v0.32.0 (multi-replica metrics aggregation).
- Prometheus
/metricsendpoint: request latency, active WebSocket gauge, completion token counters, DB pool stats, provider health - Grafana dashboard template: system overview, per-team usage, provider latency, error rates
- Structured logging:
LOG_FORMAT=json, request ID propagation, correlation IDs in completion chains - Alerting rules: OOM recovery, provider down, pool exhaustion, task failure rate
- Admin dashboard surface: real-time health (built-in, no Grafana)
- Swagger/OpenAPI: auto-generated spec from route definitions, served at /api/docs
v0.34.0 — Data Portability
Export, import, backup, compliance.
Depends on: v0.29.2 (DB extensions — extension data in exports).
- Bulk export/import: account data, conversations, settings, files
- GDPR "download my data" + "delete my data" (cascade + audit trail)
- ChatGPT/other tool import (conversation format mapping)
- Backup/restore CronJob manifests for K8s
- Admin export: team/user config (excludes vault-encrypted keys)
v0.35.0 — Workflow Product
Bridge from workflow infrastructure to real business process automation. Visitors see forms (not just chat), collected data flows through Starlark enrichment, stages branch conditionally, and team members review structured data — not chat transcripts.
Depends on: v0.31.2 (team workflow self-service), v0.29.0 (Starlark sandbox).
Form Rendering Surface:
- Visitor form renderer — reads
form_templatefrom stage, renders HTML inputs (text, email, select, date, textarea, checkbox, file), validates client-side, submits via/w/:id/form-submit - Progressive form — multi-step within a single stage (fieldsets)
- Conditional fields — show/hide based on previous answers
- File upload in forms — attach to stage_data via storage API
- Branded form page — uses workflow
branding(colors, logo, tagline)
Data Pipeline (between-stage processing):
on_advancehook — Starlark entry point fires after each stage transition, receivesstage_data, can enrich/transform/reject- External data enrichment — Starlark
http.fetchpulls from external APIs, merges results intostage_data(reduce double entry) - Data validation rules — Starlark
on_validatecan enforce cross-field business rules beyond per-field type checks - Stage data schema — typed
stage_datawith declared fields, not opaque JSON blob. Enables structured review views
Conditional Routing:
- Branch expressions —
transition_rules.conditionevaluated againststage_datato select next stage (not always ordinal+1) - AI-triggered routing — persona calls
workflow_routetool with a target stage name based on conversation analysis - Escalation pattern — "if AI confidence < threshold, route to human review stage" (help desk use case)
- Loop stages — return to a previous stage for correction without using reject (iterative data gathering)
Structured Review:
- Assignment review view — team member sees
stage_dataas a structured card/form, not just chat history - Approval/reject with comments — reviewer adds notes visible to the next stage (not buried in chat)
- Side-by-side view — chat history + structured data together
- Bulk review — multiple assignments in a queue with keyboard nav
Monitoring Dashboard:
- Active instances list — workflow name, current stage, assignee, age, last activity
- Stage funnel — how many instances at each stage, bottleneck detection
- SLA timers — configurable per-stage, visible in review + dashboard
- Stale instance alerts — notify team admins when instances age out
Use case validation targets:
- Help desk: AI + KB → escalation to human → resolution tracking
- Data intake: form → Starlark enrichment → human review → follow-up
- Onboarding: multi-stage form → conditional branching → team assignment
MVP v0.50.0
Gate: deploy for 5–10 teams, ~50 users, 100+ anonymous visitors on a 3-node cluster. An IT team can operate the platform without reading Go source code. Team admins build workflows visually.
Requires all of:
- Extension track through v0.31.2 (full package ecosystem, visual workflow builder, SDK-based surfaces, team workflow self-service)
- Operations track through v0.34.0 (multi-replica HA, observability, data portability)
- Workflow product v0.35.0 (form rendering, data pipeline, conditional routing, structured review, monitoring dashboard)
Additionally requires:
- Deployment guide: step-by-step for IT team (PG cluster, S3/MinIO, CephFS/NFS, Helm install, TLS, OIDC)
- Admin guide: team setup, provider config, workflow creation, package management, backup/restore
- Mobile-responsive layouts (proper mobile navigation, touch-optimized chat, not just CSS responsive)
- Project creation dialog (replace
prompt()with modal) - Admin-level project management (cross-instance visibility)
v0.50.0+ — Rich Media + Beyond
Post-MVP. Each item is a standalone .pkg or platform primitive.
No ordering constraints between items.
Media + Generation
- Image generation tool (browser or sidecar, provider-agnostic)
- STT input (browser extension, Web Speech API)
- TTS output (browser extension, provider API)
- Code execution sandbox (server-side, container isolation)
Desktop + Mobile
- Desktop app (Tauri — native wrapper around existing web UI)
- Full PWA with offline capability
Platform
- Multi-tenant SaaS mode (tenant isolation, billing, onboarding)
- Surface IDE (built-in surface for building surfaces)
- Sidecar HTTP tool protocol (container-isolated tool execution)
- Latency-aware provider routing (response time percentiles)
- Cost-aware routing with budget ceiling per request
- Fallback chain visualizer (drag-to-reorder provider priority)
Knowledge + Memory
- Hybrid KB search (vector +
tsvector+ re-rank) - Semantic chunking (embedding-based boundary detection)
- HNSW index (replaces IVFFlat for large datasets)
- Web scraping KB source (ingest URLs via
url_fetch) - Scheduled re-indexing (periodic rebuild when sources update)
- Memory export/import (portable format across instances)
- Cross-persona memory sharing (opt-in)
- Memory analytics dashboard
Projects
/p/:idshared project view- Project-specific file uploads (own endpoint, storage path)
- Project templates (predefined configurations)
- Sub-projects / nested hierarchy
UX
- "Group" scope badge on model selector / KB list
- Article drag-to-reorder outline sections
- Article AI tools (suggest_outline, expand_section, check_citations)
- Rate limiting per user/team/tier (token budgets)