diff --git a/cli/testdata/server-config.yaml.golden b/cli/testdata/server-config.yaml.golden
index e497206d09..d19549f6eb 100644
--- a/cli/testdata/server-config.yaml.golden
+++ b/cli/testdata/server-config.yaml.golden
@@ -775,15 +775,15 @@ aibridge:
   # Maximum number of concurrent AI Bridge requests per replica. Set to 0 to disable
   # (unlimited).
   # (default: 0, type: int)
-  maxConcurrency: 0
+  max_concurrency: 0
   # Maximum number of AI Bridge requests per second per replica. Set to 0 to disable
   # (unlimited).
   # (default: 0, type: int)
-  rateLimit: 0
+  rate_limit: 0
   # Emit structured logs for AI Bridge interception records. Use this for exporting
   # these records to external SIEM or observability systems.
   # (default: false, type: bool)
-  structuredLogging: false
+  structured_logging: false
   # Once enabled, extra headers will be added to upstream requests to identify the
   # user (actor) making requests to AI Bridge. This is only needed if you are using
   # a proxy between AI Bridge and an upstream AI provider. This will send
@@ -794,20 +794,20 @@ aibridge:
   # Enable the circuit breaker to protect against cascading failures from upstream
   # AI provider rate limits (429, 503, 529 overloaded).
   # (default: false, type: bool)
-  circuitBreakerEnabled: false
+  circuit_breaker_enabled: false
   # Number of consecutive failures that triggers the circuit breaker to open.
   # (default: 5, type: int)
-  circuitBreakerFailureThreshold: 5
+  circuit_breaker_failure_threshold: 5
   # Cyclic period of the closed state for clearing internal failure counts.
   # (default: 10s, type: duration)
-  circuitBreakerInterval: 10s
+  circuit_breaker_interval: 10s
   # How long the circuit breaker stays open before transitioning to half-open state.
   # (default: 30s, type: duration)
-  circuitBreakerTimeout: 30s
+  circuit_breaker_timeout: 30s
   # Maximum number of requests allowed in half-open state before deciding to close
   # or re-open the circuit.
   # (default: 3, type: int)
-  circuitBreakerMaxRequests: 3
+  circuit_breaker_max_requests: 3
 aibridgeproxy:
   # Enable the AI Bridge MITM Proxy for intercepting and decrypting AI provider
   # requests.
diff --git a/codersdk/deployment.go b/codersdk/deployment.go
index cebddc7b4a..4dcecb58c7 100644
--- a/codersdk/deployment.go
+++ b/codersdk/deployment.go
@@ -3616,7 +3616,7 @@ Write out the current server config as YAML to stdout.`,
 			Value:       &c.AI.BridgeConfig.MaxConcurrency,
 			Default:     "0",
 			Group:       &deploymentGroupAIBridge,
-			YAML:        "maxConcurrency",
+			YAML:        "max_concurrency",
 		},
 		{
 			Name:        "AI Bridge Rate Limit",
@@ -3626,7 +3626,7 @@ Write out the current server config as YAML to stdout.`,
 			Value:       &c.AI.BridgeConfig.RateLimit,
 			Default:     "0",
 			Group:       &deploymentGroupAIBridge,
-			YAML:        "rateLimit",
+			YAML:        "rate_limit",
 		},
 		{
 			Name:        "AI Bridge Structured Logging",
@@ -3636,7 +3636,7 @@ Write out the current server config as YAML to stdout.`,
 			Value:       &c.AI.BridgeConfig.StructuredLogging,
 			Default:     "false",
 			Group:       &deploymentGroupAIBridge,
-			YAML:        "structuredLogging",
+			YAML:        "structured_logging",
 		},
 		{
 			Name: "AI Bridge Send Actor Headers",
@@ -3658,7 +3658,7 @@ Write out the current server config as YAML to stdout.`,
 			Value:       &c.AI.BridgeConfig.CircuitBreakerEnabled,
 			Default:     "false",
 			Group:       &deploymentGroupAIBridge,
-			YAML:        "circuitBreakerEnabled",
+			YAML:        "circuit_breaker_enabled",
 		},
 		{
 			Name:        "AI Bridge Circuit Breaker Failure Threshold",
@@ -3674,7 +3674,7 @@ Write out the current server config as YAML to stdout.`,
 			Default: "5",
 			Hidden:  true,
 			Group:   &deploymentGroupAIBridge,
-			YAML:    "circuitBreakerFailureThreshold",
+			YAML:    "circuit_breaker_failure_threshold",
 		},
 		{
 			Name:        "AI Bridge Circuit Breaker Interval",
@@ -3685,7 +3685,7 @@ Write out the current server config as YAML to stdout.`,
 			Default:     "10s",
 			Hidden:      true,
 			Group:       &deploymentGroupAIBridge,
-			YAML:        "circuitBreakerInterval",
+			YAML:        "circuit_breaker_interval",
 			Annotations: serpent.Annotations{}.Mark(annotationFormatDuration, "true"),
 		},
 		{
@@ -3697,7 +3697,7 @@ Write out the current server config as YAML to stdout.`,
 			Default:     "30s",
 			Hidden:      true,
 			Group:       &deploymentGroupAIBridge,
-			YAML:        "circuitBreakerTimeout",
+			YAML:        "circuit_breaker_timeout",
 			Annotations: serpent.Annotations{}.Mark(annotationFormatDuration, "true"),
 		},
 		{
@@ -3714,7 +3714,7 @@ Write out the current server config as YAML to stdout.`,
 			Default: "3",
 			Hidden:  true,
 			Group:   &deploymentGroupAIBridge,
-			YAML:    "circuitBreakerMaxRequests",
+			YAML:    "circuit_breaker_max_requests",
 		},
 
 		// AI Bridge Proxy Options
diff --git a/docs/reference/cli/server.md b/docs/reference/cli/server.md
index 8ee415b425..312a9887f1 100644
--- a/docs/reference/cli/server.md
+++ b/docs/reference/cli/server.md
@@ -1830,7 +1830,7 @@ Length of time to retain data such as interceptions and all related records (tok
 |-------------|----------------------------------------------|
 | Type        | <code>int</code>                             |
 | Environment | <code>$CODER_AIBRIDGE_MAX_CONCURRENCY</code> |
-| YAML        | <code>aibridge.maxConcurrency</code>         |
+| YAML        | <code>aibridge.max_concurrency</code>        |
 | Default     | <code>0</code>                               |
 
 Maximum number of concurrent AI Bridge requests per replica. Set to 0 to disable (unlimited).
@@ -1841,7 +1841,7 @@ Maximum number of concurrent AI Bridge requests per replica. Set to 0 to disable
 |-------------|-----------------------------------------|
 | Type        | <code>int</code>                        |
 | Environment | <code>$CODER_AIBRIDGE_RATE_LIMIT</code> |
-| YAML        | <code>aibridge.rateLimit</code>         |
+| YAML        | <code>aibridge.rate_limit</code>        |
 | Default     | <code>0</code>                          |
 
 Maximum number of AI Bridge requests per second per replica. Set to 0 to disable (unlimited).
@@ -1852,7 +1852,7 @@ Maximum number of AI Bridge requests per second per replica. Set to 0 to disable
 |-------------|-------------------------------------------------|
 | Type        | <code>bool</code>                               |
 | Environment | <code>$CODER_AIBRIDGE_STRUCTURED_LOGGING</code> |
-| YAML        | <code>aibridge.structuredLogging</code>         |
+| YAML        | <code>aibridge.structured_logging</code>        |
 | Default     | <code>false</code>                              |
 
 Emit structured logs for AI Bridge interception records. Use this for exporting these records to external SIEM or observability systems.
@@ -1874,7 +1874,7 @@ Once enabled, extra headers will be added to upstream requests to identify the u
 |-------------|------------------------------------------------------|
 | Type        | <code>bool</code>                                    |
 | Environment | <code>$CODER_AIBRIDGE_CIRCUIT_BREAKER_ENABLED</code> |
-| YAML        | <code>aibridge.circuitBreakerEnabled</code>          |
+| YAML        | <code>aibridge.circuit_breaker_enabled</code>        |
 | Default     | <code>false</code>                                   |
 
 Enable the circuit breaker to protect against cascading failures from upstream AI provider rate limits (429, 503, 529 overloaded).