diff --git a/nevergrad/optimization/optimizerlib.py b/nevergrad/optimization/optimizerlib.py
index 2856845ad..2aa33ef9a 100644
--- a/nevergrad/optimization/optimizerlib.py
+++ b/nevergrad/optimization/optimizerlib.py
@@ -2059,6 +2059,9 @@ def _internal_tell_candidate(self, candidate: p.Parameter, loss: tp.FloatLoss) -
             if self.num_tell < sum_budget:
                 opt.tell(candidate, loss)
 
+    def _internal_provide_recommendation(self) -> tp.ArrayLike:
+        return self.optimizers[-1]._internal_provide_recommendation()  # type: ignore
+
 
 class Chaining(base.ConfiguredOptimizer):
     """
@@ -2087,6 +2090,10 @@ def __init__(
 GeneticDE = Chaining([RotatedTwoPointsDE, TwoPointsDE], [200]).set_name(
     "GeneticDE", register=True
 )  # Also known as CGDE
+MixDeterministicRL = ConfPortfolio(optimizers=[DiagonalCMA, PSO, GeneticDE]).set_name(
+    "MixDeterministicRL", register=True
+)
+SpecialRL = Chaining([MixDeterministicRL, TBPSA], ["half"]).set_name("SpecialRL", register=True)
 ChainCMAPowell = Chaining([CMA, Powell], ["half"]).set_name("ChainCMAPowell", register=True)
 ChainCMAPowell.no_parallelization = True  # TODO make this automatic
 ChainMetaModelSQP = Chaining([MetaModel, SQP], ["half"]).set_name("ChainMetaModelSQP", register=True)
@@ -2760,3 +2767,6 @@ def __init__(
         base_optimizer: base.OptCls = NGOpt,
     ) -> None:
         super().__init__(_MSR, locals())
+
+
+NGOptRL = SpecialRL
diff --git a/nevergrad/optimization/recorded_recommendations.csv b/nevergrad/optimization/recorded_recommendations.csv
index 946ec5af1..b042c51bc 100644
--- a/nevergrad/optimization/recorded_recommendations.csv
+++ b/nevergrad/optimization/recorded_recommendations.csv
@@ -120,6 +120,7 @@ MilliCMA,0.0010125155,-0.0009138806,-0.0010295559,0.0012098418,,,,,,,,,,,,
 MiniDE,0.8273276988,-1.2921051963,-0.4797521288,0.2138608624,0.7088815721,0.7346249014,-2.6392592028,-1.0729615222,,,,,,,,
 MiniLhsDE,-0.0313128807,0.2738703026,-0.1988242191,0.9942001938,0.7167500893,-0.0350394443,-1.5341684983,-0.3039246928,,,,,,,,
 MiniQrDE,-0.2025746195,-0.8778768047,-1.2504657435,0.6265108481,0.4934247309,0.6448108695,-0.3573249779,-1.6986947217,,,,,,,,
+MixDeterministicRL,-0.3375952501,-0.585268278,-0.1149199408,2.2418177944,,,,,,,,,,,,
 MixES,1.1400386808,0.3380024444,0.4755144618,2.6390460807,0.6911075733,1.111235567,-0.2576843178,-1.1959512855,,,,,,,,
 MultiCMA,1.4855013085,-1.5953064496,-0.7871164493,-0.4908938162,,,,,,,,,,,,
 MultiDiscrete,0.0,0.0,0.0,1.095956118,,,,,,,,,,,,
@@ -200,6 +201,8 @@ ScrHaltonSearchPlusMiddlePoint,-1.1503493804,1.2206403488,-0.8416212336,1.067570
 ScrHammersleySearch,1.3829941271,-0.318639364,-1.2206403488,1.7506860713,,,,,,,,,,,,
 ScrHammersleySearchPlusMiddlePoint,-1.2815515655,0.0,0.4307272993,0.8416212336,,,,,,,,,,,,
 Shiwa,0.0,-0.3451057176,-0.1327329683,1.9291307781,,,,,,,,,,,,
+SpecialRL,-0.3375952501,-0.585268278,-0.1149199408,2.2418177944,,,,,,,,,,,,
+NGOptRL,-0.3375952501,-0.585268278,-0.1149199408,2.2418177944,,,,,,,,,,,,
 SparseDiscreteOnePlusOne,0.7531428339,0.0,0.0,0.0,,,,,,,,,,,,
 SparseDoubleFastGADiscreteOnePlusOne,0.0,0.0,0.0,0.0942747145,,,,,,,,,,,,
 StupidRandom,-1.1543602352,-2.2133334794,-1.6817565104,-1.7880942511,,,,,,,,,,,,