Feature Flag Rollout & Rollback Guide

This document covers the routing_feedback and skill_synthesis_drafts feature flags: what states they accept, their shipped defaults, and the rollback procedure if problems arise.

History: these two flags previously shipped as "opt-in" behind a quantitative graduation gate (LemonRouter.RolloutGate). Both features were promoted to "default-on" by decision on 2026-08-14 and the gate machinery was removed; this guide now documents only states and rollback.

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Feature States

The promotion lifecycle is:

off ↔ default-on

State	Meaning
"off"	Feature is disabled. Code is a no-op.
"opt-in"	Legacy state: behaves like "off" unless the caller explicitly opts in. Still parsed for configs written before the 2026-08-14 promotion.
"default-on"	Feature is enabled unless the operator disables it.

Shipped defaults:

[features]
session_search         = "default-on"  # memory ingest + session_search/search_memory tools
routing_feedback       = "default-on"  # task fingerprinting + routing feedback recording
skill_synthesis_drafts = "default-on"  # scheduled skill-draft generation

All three are on out of the box; each exists as an operator kill switch.

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Disabling a Feature (Operator)

To turn a feature off:

[features]
routing_feedback       = "off"
skill_synthesis_drafts = "off"

Or without touching config (no restart needed for env vars):

export LEMON_FEATURE_ROUTING_FEEDBACK=off
export LEMON_FEATURE_SKILL_SYNTHESIS_DRAFTS=off

3. Confirm the feature is inactive:

mix lemon.doctor

4. Before re-enabling, file an issue with: what the problem was, any logs, and what action triggered it.

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Observing the Learning Loop

There is no gate to evaluate anymore — the flags are on. To inspect what the loop is actually doing:

• mix lemon.feedback stats / list / inspect KEY — routing feedback store totals, per-fingerprint success rates, and confidence annotations.
• mix lemon.doctor — the automation.skill_synthesis check reports synthesis pass counts (candidates=… generated=… blocked=…) and warns when the scheduled runner looks stalled (no pass for 3× its interval).
• Generated drafts are inert until promoted: review with mix lemon.skill draft review <key>, promote with mix lemon.skill draft promote <key>.

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See Also

• docs/user-guide/adaptive.md — using adaptive features day-to-day
• docs/user-guide/memory.md — memory documents and session search
• LemonCore.Config.Features — flag states, defaults, and env-var overrides

Last reviewed: 2026-08-14