Add comprehensive documentation for FlowSight project

- Introduced AGENT-SPECS.md detailing the specifications for seven agents including their inputs, processing steps, and outputs.
- Created API-REFERENCE.md outlining the Sectors API v2 endpoints, parameters, costs, and usage.
- Developed API.md to specify backend routes, request/response structures, and error handling.
- Established ARCHITECTURE.md to describe the project layout, conventions, scheduler, and citation pipeline.
- Added DATA-MODEL.md to define the database schema, tables, and seed strategy.
- Compiled PLAN.md to outline the project concept, problem statement, unique features, and implementation timeline.
- Created README.md as an index for documentation with links to all relevant files.
- Documented ROUTINES.md detailing the seven automated routines, their schedules, inputs, detection logic, and delivery formats.
- Introduced TECH-STACK.md to specify the technology choices and rationale for both backend and frontend components.
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# Architecture
## Layout
```
flowsight/
TODO.md / ROADMAP.md # work tracking (shiro-neko style)
docs/ # specs (this folder) — change before code
backend/ # Go 1.23 module (see TECH-STACK.md)
cmd/server/main.go # entrypoint: HTTP server + scheduler in one process
internal/
config/ # env (SECTORS_API_KEY), credit budget, schedules
sectors/ # SectorsClient + endpoint packages per category
client.go # retry, credit counter, param narrowing defaults
screener.go # companies/, free-float/, taxonomy
company.go # report, segments, quarterly, actions, shareholders
market.go # close/, daily, idx-total, index-daily, movers
brokers.go # registry cache, activity, summary, foreign-flow
events.go # news, filings, suspensions
store/
db.go # database/sql connect + numbered migrations
seed.go # historical-replay fixture loader
cache.go # Redis wrapper + in-memory TTL fallback
agents/ # 7 specialists + synthesizer (see AGENT-SPECS.md)
agent.go # Agent contract: Analyze() -> AgentResult + citations
smart_money.go broker_intel.go sentiment.go fundamental.go
technical.go catalyst.go synthesizer.go
routines/ # 7 routines (see ROUTINES.md)
engine.go # cron dispatch, run recording, delivery
briefing.go radar.go reversal.go insider.go earnings.go dividend.go weekly.go
alerts/
rules.go # 6 detection rules over snapshots
evaluate.go # per-cycle evaluation
notify.go # Telegram/Discord webhooks
reports/
builder.go # 7-section assembly + citations[]
render.go # PDF/HTML/MD/JSON exporters
api/ # chi route handlers (see API.md)
flow.go screen.go routines.go briefing.go alerts.go
report.go watchlist.go portfolio.go accuracy.go chat.go health.go stream.go
scheduler/ # robfig/cron wiring (ingestion + routines)
web/ # SolidJS 1.9 + Vite 6 + StyleX
src/
pages/ # Dashboard, Routines, Alerts, Screener, Portfolio, Report
components/ # cards, tables, rotation map, correlation matrix
lib/api.ts # typed backend client + SSE hooks
styles/ # StyleX tokens + themes
tests/
fixtures/ # historical snapshots (one trading week)
agents_*_test.go # per-agent fixture tests
rules_test.go report_test.go budget_test.go
```
## Conventions
- Spec-first: docs/ updated before code; a PR without a doc touch needs a reason.
- Every outbound Sectors call goes through `SectorsClient` (credit counted, sections
explicit, classification combos minimal). No raw HTTP to the API elsewhere.
- Every number in user-visible output carries `{endpoint, snapshot_at}` citation.
Builders that emit numbers without citations fail review.
- Tests: one test file per agent/rule + budget test asserting per-cycle credits ≤ cap
on fixtures. `go vet` + `gofmt` and `tsc` + `vite build` before commit.
## Scheduler
- Ingestion cycle every 30 min, 09:00–16:00 WIB (market hours). Steps in order:
reference cache check → universe sweep → market context → per-watchlist depth →
incremental events → quarterly freshness → rule evaluation → routine dispatch.
- Routine schedules are cron exprs stored per routine row; engine records each run
(started_at, status, payload) for the Routine Manager history view.
## Citation pipeline
1. Ingestion stores raw payload + `snapshot_at` in `snapshots`.
2. Agents/detectors read snapshots, emit values tagged with snapshot IDs.
3. Reports/alerts/briefings serialize `citations[]` alongside values.
4. Frontend renders citation chips (endpoint + time); stale (>1 session) chips are
visually marked.
## SSE design
- `GET /api/stream` (EventSource): channels `agents` (status+scores during runs),
`alerts` (new events), `activity` (feed rows). Heartbeat 15 s; reconnect resumes
from last event ID. No WebSocket — one-directional push is all the UI needs.