op
inspect
Read plate id, base digest, rank, and state. Nothing is loaded. Live weight load is a separate install.
Adapters & relearning
Hot-swap a plate. Keep the base. Roll back if it fails.
Flywheel treats adapters as a lifecycle, not a sticker. Eight operations, seven states. Hover any word. A new plate that does not match the base never goes live.
PEFT memory
LoRA, Q-LoRA, DoRA, S-LoRA — plates on one hub.
Observe → PEFT memory holds family plates. The brain overlay may show an adapter name. The canvas still has zero PEFT permission.
Open adapter platesLive eight-op control plane in this tab. Compose of two plates fails closed. Shareable plate state in the URL.Lifecycle
Eight operations. Seven states.
Each word is a real control-plane verb or a plate state. Hover for what the hub actually does. Live weight load is a separate install.
Operations
inspectRead plate id, base digest, rank, and state. Nothing is loaded. Live weight load is a separate install.loadTake a resource lease and mark the plate loadable. Memory mutations serialize. A second load while a lease is held fails closed.activateAttach the loadable plate to the route. Cross-base activate → incompatible. Prior active plate is warmed, not composed.deactivateDrop the active plate to warm. The route has no active adapter until you activate again.hotswapLoad then activate the incoming plate. If activate fails, the prior route is restored. sub-5ms is refused as a claim.unloadReturn a non-active plate to installed and drop its lease. Unload of the active plate fails closed — deactivate first.composeAlways compose_fail_closed. Multi-LoRA is never assumed. S-LoRA serving kernels are not claimed.rollbackReturn active / warm / incompatible plates to installed. Prior route restored. Adapter rollback is a different verb from installer restore.
op
load
Take a resource lease and mark the plate loadable. Memory mutations serialize. A second load while a lease is held fails closed.
op
activate
Attach the loadable plate to the route. Cross-base activate → incompatible. Prior active plate is warmed, not composed.
op
deactivate
Drop the active plate to warm. The route has no active adapter until you activate again.
op
hotswap
Load then activate the incoming plate. If activate fails, the prior route is restored. sub-5ms is refused as a claim.
op
unload
Return a non-active plate to installed and drop its lease. Unload of the active plate fails closed — deactivate first.
op
compose
Always compose_fail_closed. Multi-LoRA is never assumed. S-LoRA serving kernels are not claimed.
op
rollback
Return active / warm / incompatible plates to installed. Prior route restored. Adapter rollback is a different verb from installer restore.
States
installedOn disk / in the control plane. Not in RAM. Inspect is legal. Activate is not — load first.loadableLease taken. Ready to activate on a matching base. Concurrent load fails closed.warmWas active, now standing by on the same base. Activate is legal. Unload is legal.activeOn the route. Only one active plate. A second activate warms this one if the base matches.incompatibleActivate was attempted on a different base digest. Fail closed. Rollback clears it.degradedControl-plane warning. Not a quality score. Inspect still works.quarantinedHeld out of the route. Unload / rollback to leave. Not a silent store updater.
state
installed
On disk / in the control plane. Not in RAM. Inspect is legal. Activate is not — load first.
state
loadable
Lease taken. Ready to activate on a matching base. Concurrent load fails closed.
state
warm
Was active, now standing by on the same base. Activate is legal. Unload is legal.
state
active
On the route. Only one active plate. A second activate warms this one if the base matches.
state
incompatible
Activate was attempted on a different base digest. Fail closed. Rollback clears it.
state
degraded
Control-plane warning. Not a quality score. Inspect still works.
state
quarantined
Held out of the route. Unload / rollback to leave. Not a silent store updater.
Non-negotiables
Fail closed. Restore the prior route.
Control plane, then weights
The adapter lifecycle is a fail-closed control-plane contract: inspect, load, activate, hotswap, rollback. Live provider weight load is a separate install. S-LoRA serving kernels are not claimed.
Hot-swap with rollback
A new adapter can replace an active one on a route. If activate or hotswap fails, the prior route is restored.
Multi-LoRA is never assumed
Composing more than one adapter fails closed unless the runtime proves it. Cross-model reuse of a different base digest fails closed.
Resource lease
Memory mutations serialize. Concurrent leases raise. The hub will not pretend two adapters occupy the same RAM twice.
PEFT families
Visible is not applied.
LoRALow-rank adapter on a frozen base. The usual hot-swap unit.Q-LoRAQuantized-base LoRA. Fit still gates load.DoRAWeight-decomposed LoRA variant in the PEFT memory room.S-LoRAServed / shared LoRA family memory. Not a USB identity key on this page.Prefix / Prompt / P-Tuning v2Prompt-side families. Some require a StrataX entitlement before they apply.IA³ · BitFit · Houlsby · LoHA · LoKRAdditional PEFT family plates. Entitled families can be visible without being applied.
Family
LoRA
Low-rank adapter on a frozen base. The usual hot-swap unit.
Family
Q-LoRA
Quantized-base LoRA. Fit still gates load.
Family
DoRA
Weight-decomposed LoRA variant in the PEFT memory room.
Family
S-LoRA
Served / shared LoRA family memory. Not a USB identity key on this page.
Family
Prefix / Prompt / P-Tuning v2
Prompt-side families. Some require a StrataX entitlement before they apply.
Family
IA³ · BitFit · Houlsby · LoHA · LoKR
Additional PEFT family plates. Entitled families can be visible without being applied.
UNATTENDED pins model × adapter at the start of a task. It will not mid-swap. Multi-LoRA is never assumed. Rank math lives on the PEFT plate — same LoRA formula the fit planner uses.
StrataX
StrataX
StrataX is a Flywheel work surface, not a separate public app. It runs relearning loops, shows SAT feasibility, and can report a completed job to the Training Lab. If the remote harness is offline, local SAT remains the fallback.
Inside Flywheel
StrataX runs the loop. Training Lab keeps the report.
SAT and relearning console inside Flywheel. SAT ⟂ HAL. A solve is not a hardware bind. STDP is never a permission. StrataX does not certify silicon.
- 01
Start a relearning loop with an objective, a model id, a loop budget, and constraints.
- 02
Inspect SAT results: loops completed, feasible or not, engine, fingerprint.
- 03
Report a completed job to Training Lab. That is a training report, not a hardware permission.
SAT ⟂ HAL. A solve is not a hardware bind.
Labs
Train, watch, adapt.
Training Lab
Recipes, preflight, start and cancel. Relearning reports land here.
Training Observatory
Read-only views of a training-run manifest: composition, provenance, holdout, leakage, ablation, resources, checkpoints. Loss is an optimization signal, not a product quality score.
Adaptation Lab
Dry-run import and certificate prep. Training stays off until you start it in the lab.
ObservabilitySwarm Floor traces, PEFT memory room, event replay. Not a fake uptime wall.Cognitive mapSixteen occupancy slots and twenty-one captions. Hover a caption for the live engine it maps to.Training LabRecipes, preflight, start and cancel. Loss is an optimization signal, not a quality score.Adapter rollbackPin → preflight → backup → apply. Adapter rollback is a different verb from installer restore.PEFT rank plateIllustrative adapter bytes. Compose of two fails closed. Same LoRA formula the fit planner uses.
How it connects
Inspect. Hot-swap. Restore the prior route if it fails.
Inspect. Hot-swap. Restore the prior route if it fails.
Adapters are a fail-closed control plane. Live weight load is a separate install.
Activate failure restores the prior route
Multi-LoRA is never assumed. Cross-model reuse of a different base digest fails closed. S-LoRA serving kernels are not claimed.