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cleveragents-core/docs/reference/automation_profiles.md

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Automation Profiles

Automation Profiles control how much autonomy the CleverAgents system has at each phase of plan execution. Each profile defines a set of threshold values and safety requirements that determine when the system may proceed automatically versus when it must wait for human approval.

Threshold Semantics

Each threshold field is a float in the range [0.0, 1.0]:

Value Meaning
0.0 Fully automatic — no human gate required
1.0 Always requires human approval
0.0 < v < 1.0 Probabilistic — the system may proceed if its confidence exceeds the threshold

Threshold Fields

Field Category Description
auto_strategize Phase transition Gate before entering the strategy phase
auto_execute Phase transition Gate before entering the execution phase
auto_apply Phase transition Gate before applying changes
auto_decisions_strategize Decision autonomy Gate for decisions during strategy
auto_decisions_execute Decision autonomy Gate for decisions during execution
auto_validation_fix Self-repair Gate for automatic validation fixes
auto_strategy_revision Self-repair Gate for automatic strategy revision
auto_reversion_from_apply Self-repair Gate for reverting from the apply phase
auto_child_plans Child plans Gate for spawning child plans
auto_retry_transient Retry Gate for retrying transient failures
auto_checkpoint_restore Checkpoint Gate for automatic checkpoint restoration

Safety Fields

Field Type Default Description
require_sandbox bool true Execution must happen in a sandbox
require_checkpoints bool true Checkpoints must be created before writes
allow_unsafe_tools bool false Tools flagged as unsafe may be invoked

Built-in Profiles

Eight profiles ship with every CleverAgents installation:

Flag manual review supervised cautious trusted auto ci full-auto
auto_strategize 1.0 0.0 0.0 0.7 0.0 0.0 0.0 0.0
auto_execute 1.0 0.0 1.0 0.7 0.0 0.0 0.0 0.0
auto_apply 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0
auto_decisions_strategize 1.0 1.0 0.0 0.6 0.0 0.0 0.0 0.0
auto_decisions_execute 1.0 1.0 1.0 0.8 0.0 0.0 0.0 0.0
auto_validation_fix 1.0 1.0 1.0 0.7 0.0 0.0 0.0 0.0
auto_strategy_revision 1.0 1.0 1.0 0.8 1.0 0.0 0.0 0.0
auto_reversion_from_apply 1.0 1.0 1.0 0.9 1.0 1.0 0.0 0.0
auto_child_plans 1.0 0.0 1.0 0.7 0.0 0.0 0.0 0.0
auto_retry_transient 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
auto_checkpoint_restore 1.0 1.0 1.0 0.6 1.0 0.0 0.0 0.0
require_sandbox true true true true true true true false
require_checkpoints true true true true true true true false
allow_unsafe_tools false false false false false false false true

Profile Descriptions

  • manual — Human approves every action. Maximum safety, minimum autonomy.
  • review — Strategy and execution proceed automatically; human reviews before apply. Good default for development.
  • supervised — Human reviews strategy and execution decisions. Strategy creation itself is automatic.
  • cautious — Probabilistic gates on most actions. The system proceeds when confident, asks when unsure.
  • trusted — Automatic for most phases, but human approval required for apply and reversion. Suitable for experienced teams.
  • auto — Fully automatic except reversion from apply. Suitable for well-tested pipelines.
  • ci — Designed for CI/CD pipelines. All thresholds at 0.0 but sandbox and checkpoints remain required.
  • full-auto — No gates, no sandbox, no checkpoints, unsafe tools allowed. Use with extreme caution.

Resolution Precedence

When determining which profile applies to a given plan execution, the system resolves profiles in the following order (highest priority first):

  1. Plan-level override — A profile specified directly on the plan.
  2. Project-level setting — The default profile configured for the project.
  3. Organization-level default — The organization's default profile.
  4. System default — Falls back to the review built-in profile.

At each level, the profile may be specified by:

  • A built-in name (e.g. cautious)
  • A namespaced custom profile (e.g. acme/strict)

Custom Profiles

Custom profiles use a namespace/name naming convention:

name: acme/strict
description: Strict profile for production deployments
schema_version: "1.0"

auto_strategize: 0.9
auto_execute: 0.9
auto_apply: 1.0
auto_decisions_strategize: 0.8
auto_decisions_execute: 0.9
auto_validation_fix: 0.5
auto_strategy_revision: 0.9
auto_reversion_from_apply: 1.0
auto_child_plans: 0.8
auto_retry_transient: 0.3
auto_checkpoint_restore: 0.7

require_sandbox: true
require_checkpoints: true
allow_unsafe_tools: false

See docs/schema/automation_profile.schema.yaml for the full YAML schema and examples/profiles/ for example configurations.