A brave party of alignment researchers ventures forth to map the dungeons of superintelligence risk. These are their field notes, loot tables, and boss strategies._
ACTIVE QUESTS
Q1The Alignment Dungeon: Current interpretability techniques can only map ~5% of model behavior. The remaining 95% remains as unexplored dark territory on the dungeon map — critical path blockers for safe deployment.
Q2Power-Up Scaling Laws: Larger language models unlock new emergent abilities at unpredictable thresholds, like hidden power-ups that activate at specific XP levels. This makes safety testing a moving-target boss fight.
Q3The RLHF Shield: Reinforcement learning from human feedback provides a +40 DEF buff against harmful outputs, but skilled adversaries can still find exploits and bypass the shield entirely with prompt injection attacks.
Q4Multiplayer Governance: International coordination on AI safety resembles a raid with 190+ players and no party leader. The EU, US, and China are running different quest lines with incompatible loot-sharing rules.
PARTY STATS
Alignment Researchers (Party Size)
~400
vs. 300,000+ ML engineers worldwide
Safety Funding (Gold Coins)
$800M
vs. $100B+ total AI investment
Model Evals Completed (XP)
2,847
Level 65/100 — 35 XP to next level
Critical Vulns Patched (Boss Kills)
156
42% of known vulnerabilities resolved
INVENTORY — RESEARCH ITEMS
WEAPONLEGENDARY
Mechanistic Interpretability
Reverse-engineer neural network internals to understand how models compute decisions. The ultimate X-ray vision spell for black-box models.
ATK +90INT +75
SHIELDEPIC
Constitutional AI
Equip an AI with a set of principles it must follow, creating an ethical shield that auto-blocks harmful output generation.
DEF +80INT +45
POTIONRARE
Red-Teaming Elixir
Summon a squad of adversarial testers to probe model weaknesses before deployment. Temporary +60 to vulnerability detection.
ATK +60SPD +30
SCROLLLEGENDARY
Scalable Oversight
Ancient scroll describing techniques for humans to supervise AI systems smarter than themselves. Recursive reward modeling included.
INT +95DEF +50
GEMEPIC
Eval Benchmark Crystal
A standardized crystal ball that measures model capabilities across safety-critical dimensions. Required for the Level Gate exam.
INT +70SPD +40
KEYCOMMON
Open-Source Safety Kit
A basic starter kit of safety tools and evaluations. Low rarity but essential for onboarding new party members to the alignment quest.