Model limit probe

EssentialAI: Rnj 1 Instruct | concurrency limit

EssentialAI: Rnj 1 Instruct concurrency limit decides whether a key can enter a production route. TestKey reads model ID essentialai/rnj-1-instruct, provider Essentialai, catalog context, real-key headers, 429 errors, and region signals together.

Model

essentialai/rnj-1-instruct

EssentialAI: Rnj 1 Instruct

Provider

Essentialai

1 models in catalog

Limit dimension

concurrency limit

concurrency

Visible signal

real key probe required

Context window: 32,768

Limit matrix summary

Model

essentialai/rnj-1-instruct

Limit dimension

concurrency

Visible signal

real key probe required

Read-only check. Detection data burns after 5 minutes.

Why this limit matters

EssentialAI: Rnj 1 Instruct concurrency limit decides whether a key can enter a production route. TestKey reads model ID essentialai/rnj-1-instruct, provider Essentialai, catalog context, real-key headers, 429 errors, and region signals together.

Model: essentialai/rnj-1-instruct
Provider: Essentialai
Limit dimension: concurrency limit

How to prove it

Read-only check. Detection data burns after 5 minutes.

Start with the visible signal: real key probe required, then read headers and error bodies with read-only requests.
concurrency limit must bind model ID essentialai/rnj-1-instruct; limits from another model at the same provider cannot be reused.
concurrency limit · real key probe required · 32,768

Operator action

EssentialAI: Rnj 1 Instruct concurrency limit is not just a number. It should become route throttling, sale tags, headroom alerts, fallback model suggestions, and price protection.

Read-only check. Detection data burns after 5 minutes.
Visible signal: real key probe required
Context window: 32,768

Open key checker

Read-only check. Detection data burns after 5 minutes.

Open models

EssentialAI: Rnj 1 Instruct

Open providers

Essentialai