AI Alignment & Value-Locking on Singularity Streets is about one deceptively simple mission: keep increasingly capable systems pointed at what we actually want—today, tomorrow, and after a thousand upgrades. Alignment asks whether an AI’s goals match human intent; value-locking asks whether that match can remain stable as the system learns, scales, and encounters strange new situations. The challenge is that intelligence doesn’t just follow instructions—it optimizes. If your target is fuzzy, incomplete, or easy to game, a powerful optimizer can hit the metric and miss the meaning. That’s where the real work begins: translating values into constraints, shaping incentives, building reliable oversight, and creating safe “rails” for tool use and autonomy. You’ll see ideas like corrigibility (staying open to correction), robust reward design, debate and verification, interpretability, and red-teaming that stress-tests systems under pressure. But alignment isn’t only a technical puzzle; it’s a human one. Whose values? Which tradeoffs? What counts as harm? This page is your map of the core concepts, the most promising approaches, and the sharp questions that decide whether progress stays steerable.
A: Keeping the system’s goals and guardrails stable even as it learns and grows stronger.
A: Instructions are incomplete; powerful systems optimize loopholes unless goals are robust.
A: The system finds a shortcut that satisfies metrics while causing real-world harm.
A: Not fully today—so we combine training, constraints, monitoring, and governance.
A: Sometimes it limits actions, but it often increases usefulness by improving reliability and trust.
A: The system stays open to correction—shut down, updated, or redirected without resistance.
A: Setting values, defining acceptable risk, and providing oversight where automation can’t be trusted.
A: Clear limits, auditability, robust refusals, and strong protections around tool/action access.
A: Drift (values change), freeze (bad values locked), or deception (alignment performed, not held).
A: Core Insight, then Future Tools—because alignment lives or dies on enforcement and evaluation.
