Senior SWE Pattern Trainer

The core move behind the product surface.

const review = gradeRecognition({
  situation,
  selectedMove,
  expectedInvariant,
  proofRequired,
});

scheduleNextRep(cardId, review.confidence);

The useful answer has to be modeled before the UI can make it obvious.

type ProductSurface = {
  input: "Engineering education";
  signal: "Can senior engineering judgment be trained as pattern recognition instead of absorbe";
  proof: string[];
};

const surface: ProductSurface = {
  input: "Engineering education",
  signal: "Lessons, drills, proof examples, and retrieval practice.",
  proof: [
  "Cached lesson curriculum",
  "Spaced repetition cards",
  "Track presets from fundamentals to distributed systems",
  "Review history and card state"
],
};

Every build has a constraint: data quality, workflow shape, trust, speed, or operational risk.

const constraint = {
  project: "Senior SWE Pattern Trainer",
  status: "Live",
  category: "Learning system",
  hardPart: "The wedge is turning tacit judgment into a productized practice loop. It lowers the time needed to recognize p...",
};

shipSurface(constraint);