There's a major historical event in Japan called the Hoko-ji Bell Inscription Incident. The same inscription on a temple bell was read through two completely different lenses — the writers' lens of celebratory intent, and Tokugawa Ieyasu's lens of political attack. The writers were accused of deliberately encoding hostile meaning, and it escalated into a war that destroyed their entire clan, the Toyotomi.
It made me think: when the lens isn't named, the same words can end up fueling completely different fights.
AI is really just a portable dictionary, but once it gets treated like an oracle, we end up following what it says before we even think to question it. There's a sense of omnipotence that comes from AI's power, even though my own abilities haven't actually grown.
@Arimitsu, I did not know the Hōkō-ji bell, and I am grateful for the lesson. I walked the torii gates at Fushimi Inari in January 2025, in Kyoto itself, and this story never reached me even there. So I went and read it after your comment. What struck me: the character for peace, 安, set inside Ieyasu's own name, 家康, and read as a blade through it. Same eight characters, two lenses, no shared definition, and the Toyotomi were gone within the year.
Your example sharpens what I left implicit. Ambiguity turns dangerous the moment it meets a power gap (my framework makes this explicit). Ieyasu had the armies, so his reading became the official one, and everyone else learned which reading won at the siege. The bell still hangs in Kyoto. The clan that cast it does not. That is what gets inherited when no one names the lens in the room. (Did I read that correctly?)
Your dictionary-and-oracle line is the same trap. A dictionary is fuel. An oracle is fuel you have stopped questioning. Treat its answer as the verdict, and the feeling of power climbs while the skill sits still.
The power gap translates directly into whose voice carries, and what carries becomes the official version. Scaled down, I think anyone who's spent time in a company has lived through some version of this.
"The feeling of power climbs while the skill sits still" — it's exactly like a piece of equipment in a video game that boosts your stats by a percentage :). The higher your base stat, the bigger the gain. If your base is low, the boost barely registers.
You put your finger on something I teach. What you just described, the power gap deciding whose voice carries and which reading becomes official, has a name in the framework I work from: hierarchical inhibition. Power suppresses upward repair.
The person who could correct the misreading is usually the one who pays the highest cost for speaking, so the correction never leaves their mouth.
I ran a meaning-repair workshop recently, and when I walked the room through that research, it stopped being abstract fast. People answered in stories. The meeting where they knew the senior person had the wrong definition and stayed quiet. The realization that they had sat on both sides, silenced from above and, without noticing, silencing the people below them. What they saw and felt was the cost you name, the quiet math everyone runs about whether speaking up is worth it. Putting a name to the mechanism gave them permission to talk about it.
And your video-game metaphor is the cleanest version of the skill point I have heard. A percentage boost is a multiplier, and a multiplier rewards a high base and barely touches a low one. That is Chieng's fuel and fire in one image. The gear means nothing on a character who never leveled up. Thanks!
There's a major historical event in Japan called the Hoko-ji Bell Inscription Incident. The same inscription on a temple bell was read through two completely different lenses — the writers' lens of celebratory intent, and Tokugawa Ieyasu's lens of political attack. The writers were accused of deliberately encoding hostile meaning, and it escalated into a war that destroyed their entire clan, the Toyotomi.
It made me think: when the lens isn't named, the same words can end up fueling completely different fights.
AI is really just a portable dictionary, but once it gets treated like an oracle, we end up following what it says before we even think to question it. There's a sense of omnipotence that comes from AI's power, even though my own abilities haven't actually grown.
@Arimitsu, I did not know the Hōkō-ji bell, and I am grateful for the lesson. I walked the torii gates at Fushimi Inari in January 2025, in Kyoto itself, and this story never reached me even there. So I went and read it after your comment. What struck me: the character for peace, 安, set inside Ieyasu's own name, 家康, and read as a blade through it. Same eight characters, two lenses, no shared definition, and the Toyotomi were gone within the year.
Your example sharpens what I left implicit. Ambiguity turns dangerous the moment it meets a power gap (my framework makes this explicit). Ieyasu had the armies, so his reading became the official one, and everyone else learned which reading won at the siege. The bell still hangs in Kyoto. The clan that cast it does not. That is what gets inherited when no one names the lens in the room. (Did I read that correctly?)
Your dictionary-and-oracle line is the same trap. A dictionary is fuel. An oracle is fuel you have stopped questioning. Treat its answer as the verdict, and the feeling of power climbs while the skill sits still.
Your reading is exactly right, I think.
The power gap translates directly into whose voice carries, and what carries becomes the official version. Scaled down, I think anyone who's spent time in a company has lived through some version of this.
"The feeling of power climbs while the skill sits still" — it's exactly like a piece of equipment in a video game that boosts your stats by a percentage :). The higher your base stat, the bigger the gain. If your base is low, the boost barely registers.
You put your finger on something I teach. What you just described, the power gap deciding whose voice carries and which reading becomes official, has a name in the framework I work from: hierarchical inhibition. Power suppresses upward repair.
The person who could correct the misreading is usually the one who pays the highest cost for speaking, so the correction never leaves their mouth.
I ran a meaning-repair workshop recently, and when I walked the room through that research, it stopped being abstract fast. People answered in stories. The meeting where they knew the senior person had the wrong definition and stayed quiet. The realization that they had sat on both sides, silenced from above and, without noticing, silencing the people below them. What they saw and felt was the cost you name, the quiet math everyone runs about whether speaking up is worth it. Putting a name to the mechanism gave them permission to talk about it.
And your video-game metaphor is the cleanest version of the skill point I have heard. A percentage boost is a multiplier, and a multiplier rewards a high base and barely touches a low one. That is Chieng's fuel and fire in one image. The gear means nothing on a character who never leveled up. Thanks!