Documentation Index
Fetch the complete documentation index at: https://docs.qredence.ai/llms.txt
Use this file to discover all available pages before exploring further.
fleet-rlm reads configuration from environment variables (or a .env file in the working directory). The full template lives at .env.example.
Required: LLM
| Variable | Description | Example |
|---|
DSPY_LM_MODEL | LLM model identifier (LiteLLM format) | openai/gpt-4o-mini |
DSPY_LLM_API_KEY | API key for the LLM provider | sk-... |
DSPY_LM_API_BASE | Optional custom endpoint (LiteLLM proxy) | https://your-litellm/v1 |
Required: Daytona
| Variable | Description | Default |
|---|
DAYTONA_API_KEY | Daytona API key | — |
DAYTONA_API_URL | Daytona API base URL | https://app.daytona.io/api |
DAYTONA_TARGET | Daytona target/region | default |
App environment
| Variable | Values | Description |
|---|
APP_ENV | local, staging, production | Environment guardrail |
AUTH_MODE | dev, entra | Auth backend |
AUTH_REQUIRED | true, false | Enforce auth on /api/v1/* |
DATABASE_REQUIRED | true, false | Require Neon/Postgres connectivity |
DEV_JWT_SECRET | string | HS256 secret for dev tokens |
Runtime settings writes (PATCH /api/v1/runtime/settings) are intentionally limited to APP_ENV=local.
Database
| Variable | Description |
|---|
DATABASE_URL | PostgreSQL/Neon connection string |
DATABASE_REQUIRED=true, the readiness endpoint reports database: missing if the connection cannot be established.
MLflow tracing
| Variable | Default | Description |
|---|
MLFLOW_ENABLED | true | Enable MLflow tracing |
MLFLOW_TRACKING_URI | http://127.0.0.1:5001 | MLflow server URL |
MLFLOW_EXPERIMENT | fleet-rlm | Experiment name |
MLFLOW_AUTO_START | true | Auto-start localhost MLflow in APP_ENV=local |
Recursive RLM
Controls the delegation engine and child sandbox isolation.
| Variable | Default | Description |
|---|
RLM_CHILD_ISOLATION_MODE | auto | auto, clean, context (debug only) |
RLM_CHILD_FORK_FALLBACK | clean | Behavior when fork creation fails |
rlm_max_iterations | runtime default | Per-RLM iteration cap |
rlm_max_llm_calls | runtime default | Tree-wide semantic call budget |
Analytics
| Variable | Default | Description |
|---|
POSTHOG_ENABLED | false | Enable PostHog analytics |
POSTHOG_HOST | https://eu.i.posthog.com | PostHog host |
Quick configurations
Local development
APP_ENV=local
AUTH_MODE=dev
AUTH_REQUIRED=false
DATABASE_REQUIRED=false
DSPY_LM_MODEL=openai/gpt-4o-mini
DSPY_LLM_API_KEY=sk-...
DAYTONA_API_KEY=...
Production
APP_ENV=production
AUTH_MODE=entra
AUTH_REQUIRED=true
DATABASE_REQUIRED=true
DSPY_LM_MODEL=openai/gpt-4o
DSPY_LLM_API_KEY=sk-...
DAYTONA_API_KEY=...
DATABASE_URL=postgresql://USER:PASS@HOST/DB?sslmode=require
MLFLOW_TRACKING_URI=https://mlflow.example.com
Never commit a .env file with real secrets. Use your team’s secret-management workflow instead.
See also
