Extended Pillar
Human-in-the-LoopRelease Control
Autonomy without override capability is not autonomy — it's abdication. Every AI system in production must have a human-accessible override layer that can change behavior faster than the incident can spread. In a FeatureOps model, this override stays active through the full release lifecycle, not only during incidents.
“The question is not whether AI systems should be autonomous. It is whether a human can override that autonomy in under three seconds when something goes wrong. If the answer is no, the system is not safe for production.”
The Autonomy Spectrum Requires Explicit Gates
AI systems don't have a single autonomy level — it varies by action type, risk level, and confidence. Each point on the spectrum needs a flag-controlled gate.
Five Override Mechanisms via Feature Flags
Capability gates
Every tier of agent autonomy — read-only, limited write, full write, external API calls — is controlled by a flag. Expanding agent capability requires a deliberate flag change by a human operator, not an automatic progression. Autonomy is earned and granted, not assumed.
Confidence thresholds
When an AI system's confidence score drops below a configurable threshold, a flag routes the request to a human review queue instead of producing an automated output. The threshold itself is flag-controlled — adjustable at runtime without redeployment.
Scope limitation flags
A flag controls the breadth of an agent's action scope: which tools it can invoke, which data it can access, which external services it can modify. Each dimension is a separate flag, allowing operators to narrow the blast radius of an incident without a full shutdown.
Audit and override trail
Every flag evaluation is a timestamped, attributable event in the OpenTelemetry stream. Every human override is an explicit flag change with an operator identity. The result is a complete audit trail of when AI acted autonomously and when a human overrode it.
Override by any authorized user
FeatBit's role-based access control means any authorized team member — product, support, compliance — can toggle the relevant flag without needing code access or an engineering ticket. Human override is fast, delegated, and not a bottleneck.
Human Gate Infrastructure
Gates That Let Humans Stay in Control
Some AI decisions still need a human signature. FeatBit models that gate as a feature flag — targeted per session, RBAC-enforced, audit-logged. Agents queue the decision. Humans clear it. Everything is traceable.
Skills: Identify Gate Insertion Points
Skills detect where AI output requires human review — high-stakes transactions, regulated actions, low-confidence decisions — and insert an approval flag at instrument time, not after an incident.
CLI Approval Triggers
Agents or pipelines raise a gate via CLI: featbit flags update require-approval --enabled true --target <session-id>. Reviewers clear the same gate the same way — no dashboard required.
Agents Queue, Humans Decide
Agents don't guess on high-stakes outputs — they pause and expose the gate. The queue is a feature flag state: targeted, auditable, and clearable only by authorized reviewers.
RBAC-Enforced Gate Access
Only users with the flag:update:require-approval permission can clear gates. Enforced at the FeatBit API level — no code change needed to add or revoke approver access.
Every Intervention Logged
Who approved, when, from which context, via which token. The intervention audit trail is native to FeatBit — no custom logging code, no external audit sink required.
# Agent raises a human gate for a high-stakes AI decision
featbit flags update require-human-approval --enabled true --target "tx-$TX_ID"
# Agent waits: polls until an authorized reviewer clears the gate
until [ "$(featbit flags evaluate require-human-approval --user-key "tx-$TX_ID")" = "false" ]; do
sleep 5
done
# RBAC check: only compliance-role users can flip approval gates
featbit roles check --user "$REVIEWER" --permission "flag:update:require-human-approval"
# Audit: full intervention trail — who approved, when, from where
featbit audit list --flag require-human-approval --event flag-update --since 24hKeep Humans in Control of Every AI Action
FeatBit gives every AI system a human override layer — capability gates, confidence thresholds, scope control, and instant kill switches — open source, self-hostable, in five minutes.