The three cron jobs duplicate the same core loop (fetch, filter, dedup, send, record) with variations in:

• Source: How to determine "since when" to fetch
• Filter: Which issues qualify (stalest, labeled, all)
• Sink: Which Beeminder goal(s) to send to

Adding a "stalest + labeled" layer requires merging two separate files manually.

Rendering mermaid diagram...

interface GitHubIssue {
  number: number;
  title: string;
  updated_at: string;
  created_at: string;
  labels?: Array<{ name: string } | string>;
}

interface IssueSource {
  name: string;
  getIssuesSinceLastRun(ctx: PipelineContext): AsyncIterable<GitHubIssue[]>;
  updateState(ctx: PipelineContext): Promise<void>;
}

interface IssueFilter {
  name: string;
  filter(issues: GitHubIssue[], ctx: PipelineContext): Promise<GitHubIssue[]>;
}

interface IssueSink {
  name: string;
  getGoalForIssue(issue: GitHubIssue): string | null;
}

interface LayerConfig {
  name: string;           // e.g., "tagged-stalest"
  source: IssueSource;
  filters: IssueFilter[]; // Applied in order
  sink: IssueSink;
}

• allSinceLastRun.ts - Uses lastRunState.ts to track timestamp per layer
• stalestSnapshot.ts - Uses stalestSnapshot.ts for stalest-first tracking

• byLabel.ts - Filter issues by label rules (extracted from third-layer.cron.tsx lines 27-67)
• byStaleness.ts - Filter to only stalest N issues (extracted from only-oldest-issues.cron.tsx lines 118-151)
• byCreatedAge.ts - Skip issues created today (from main.cron.tsx lines 81-93)

• singleGoal.ts - Always routes to one configured goal
• labelRouted.ts - Routes based on label matching rules

This replaces the duplicated loop in all three cron files:

export async function runPipeline(layer: LayerConfig): Promise<void> {
  const ctx = createContext(layer);
  
  // 1. Get issues from source
  const rawIssues = await collectIssues(layer.source, ctx);
  
  // 2. Apply filters in sequence
  let issues = rawIssues;
  for (const filter of layer.filters) {
    issues = await filter.filter(issues, ctx);
  }
  
  // 3. Dedup and send to sink
  for (const issue of issues) {
    const goal = layer.sink.getGoalForIssue(issue);
    if (!goal) continue;
    if (await alreadySentToday(issue.number, goal)) continue;
    
    await sendToBeeminder(issue, goal);
    await recordSent(issue.number, goal);
  }
  
  // 4. Update source state for next run
  await layer.source.updateState(ctx);
}

Each cron file becomes a thin configuration layer:

// main.cron.tsx
import { runPipeline } from "./backend/pipeline/runner.ts";
import { allSinceLastRun } from "./backend/pipeline/sources/allSinceLastRun.ts";
import { byCreatedAge } from "./backend/pipeline/filters/byCreatedAge.ts";
import { singleGoal } from "./backend/pipeline/sinks/singleGoal.ts";

export default () => runPipeline({
  name: "updatedIssues",
  source: allSinceLastRun("main"),
  filters: [byCreatedAge()],
  sink: singleGoal(config.beeminder.updatedIssues),
});

// fourth-layer.cron.tsx (the new "stalest + tagged" layer)
export default () => runPipeline({
  name: "tagged-stalest",
  source: stalestSnapshot(),
  filters: [byStaleness(), byLabel(taggedRules)],
  sink: labelRouted(taggedRules),
});

1. Create the pipeline infrastructure without changing existing crons
2. Migrate one cron at a time (start with main.cron.tsx as simplest)
3. Verify each migration with existing behavior
4. Add new layers by composing existing components

backend/
  pipeline/
    types.ts
    runner.ts
    context.ts
    sources/
      allSinceLastRun.ts
      stalestSnapshot.ts
    filters/
      byLabel.ts
      byStaleness.ts
      byCreatedAge.ts
    sinks/
      singleGoal.ts
      labelRouted.ts
  database/
    dailyTracking.ts   (unchanged)
    lastRunState.ts    (unchanged)
    stalestSnapshot.ts (unchanged)