diff --git a/backends/trtllm/csrc/backend.cpp b/backends/trtllm/csrc/backend.cpp
new file mode 100644
index 00000000..2c681dd1
--- /dev/null
+++ b/backends/trtllm/csrc/backend.cpp
@@ -0,0 +1,38 @@
+#include <ranges>
+#include <utility>
+#include "backend.hpp"
+
+#include <spdlog/spdlog.h>
+
+namespace huggingface::tgi::backends::trtllm {
+
+    size_t backend_t::num_tokens_ready() const noexcept {
+        return executor_.getNumResponsesReady();
+    }
+
+    std::expected<request_id_t, backend_exception_t>
+    backend_t::submit(std::span<tle::TokenIdType> token_ids, generation_params_t generation_params, sampling_params_t sampling_params) noexcept {
+        SPDLOG_DEBUG(FMT_STRING("Submitting {:d} tokens to the executor for scheduling"), token_ids.size());
+        return executor_.enqueueRequest(tle::Request {
+                {token_ids.begin(), token_ids.end()},  // Making actual copy of the tokens
+                static_cast<tle::SizeType32>(generation_params.max_new_tokens),
+                true,
+                (tle::SamplingConfig) sampling_params,
+                tle::OutputConfig { /* returnLogProbs= */ true },
+                std::nullopt,
+                std::nullopt,
+                std::nullopt,
+                std::nullopt,
+                stop_words_
+        });
+    }
+
+    std::vector<tle::Response> backend_t::pull_tokens() noexcept {
+        return executor_.awaitResponses();
+    }
+
+    void backend_t::cancel(request_id_t request_id) noexcept {
+        SPDLOG_INFO(FMT_STRING("Cancelling request: {:d}"), request_id);
+        executor_.cancelRequest(request_id);
+    }
+}
\ No newline at end of file
diff --git a/backends/trtllm/csrc/backend.hpp b/backends/trtllm/csrc/backend.hpp
new file mode 100644
index 00000000..9627f0ec
--- /dev/null
+++ b/backends/trtllm/csrc/backend.hpp
@@ -0,0 +1,100 @@
+#include <cmath>
+#include <cstdint>
+#include <exception>
+#include <expected>
+#include <list>
+#include <span>
+
+#include <tensorrt_llm/executor/executor.h>
+
+namespace huggingface::tgi::backends::trtllm {
+    namespace tle = tensorrt_llm::executor;
+
+    using request_id_t = uint32_t;
+    using token_id_t = tle::TokenIdType;
+
+    /**
+     * Represent the parameters used for generation
+     */
+    struct generation_params_t {
+        uint32_t max_new_tokens;
+    };
+
+    /**
+     * Represent the parameters used to sample tokens from the logit distribution
+     */
+    struct sampling_params_t {
+        uint32_t top_k;
+        float_t top_p;
+        float_t repetition_penalty;
+        float_t frequency_penalty;
+        float_t length_penalty;
+        float_t temperature;
+        uint64_t seed;
+
+        explicit operator tle::SamplingConfig() const {
+            return tle::SamplingConfig {
+                1,
+                top_k,
+                top_p,
+                std::nullopt,
+                std::nullopt,
+                std::nullopt,
+                seed,
+                temperature,
+                std::nullopt,
+                std::nullopt,
+                repetition_penalty,
+                std::nullopt,
+                frequency_penalty,
+                length_penalty
+            };
+        }
+    };
+
+    /**
+     *
+     */
+    class backend_exception_t: std::exception  {};
+
+    /**
+     *
+     */
+    class backend_t {
+    private:
+        tle::Executor executor_;
+        std::list<std::vector<int32_t>> stop_words_;
+
+    public:
+        /**
+         * Submit a new request to the executor
+         * @param token_ids
+         * @param generation_params
+         * @param sampling_params
+         * @return Either newly submitted request's id or the error why it failed to submit
+         */
+        [[nodiscard("Discarded executor request_id needs to be assigned")]]
+        std::expected<request_id_t, backend_exception_t>
+        submit(std::span<token_id_t> token_ids, generation_params_t generation_params, sampling_params_t sampling_params) noexcept;
+
+        /**
+         * Query the number of tokens available across all in-flight generations
+         * @return
+         */
+        [[nodiscard("Pulling out the number of tokens")]]
+        size_t num_tokens_ready() const noexcept;
+
+        /**
+         * Pull out newly generated tokens from the executor
+         * @return
+         */
+        [[nodiscard("")]]
+        std::vector<tle::Response> pull_tokens() noexcept;
+
+        /**
+         * Cancel the specified request on the executor' set
+         * @param request_id Request's Identifier to remove from the in-flight executor
+         */
+        void cancel(request_id_t) noexcept;
+    };
+}
\ No newline at end of file
diff --git a/backends/trtllm/csrc/ffi.hpp b/backends/trtllm/csrc/ffi.hpp
new file mode 100644
index 00000000..d72b26db
--- /dev/null
+++ b/backends/trtllm/csrc/ffi.hpp
@@ -0,0 +1,60 @@
+
+#include <tensorrt_llm/common/tllmException.h>
+
+namespace rust::behavior {
+    template<typename Try, typename Fail>
+    static void trycatch(Try &&func, Fail &&fail) noexcept try {
+        func();
+    } catch (tensorrt_llm::common::TllmException &e) {
+        fail(e.what());
+    }
+}
+
+#include <backend.hpp>
+
+namespace huggingface::tgi::backends::trtllm {
+
+    class tensorrt_llm_backend_t {
+    private:
+        backend_t inner_;
+
+    public:
+        tensorrt_llm_backend_t(std::filesystem::path &engine_folder): inner_(engine_folder) {}
+
+        size_t num_tokens_ready() const noexcept {
+            return inner_.num_tokens_ready();
+        }
+
+        request_id_t submit(
+                rust::Slice<const uint32_t> tokens,
+                uint32_t max_new_tokens,
+                uint32_t top_k,
+                float_t top_p,
+                float_t temperature,
+                float_t repetition_penalty,
+                float_t frequency_penalty,
+                uint64_t seed
+        ) {
+            // Submit the request to the executor and get back a potential request_id used to track request status
+            const auto maybe_request_id = inner_.submit(
+                {tokens_.data(), tokens.size()},
+                {max_new_tokens},
+                {top_k, top_p, repetition_penalty, frequency_penalty, temperature, seed}
+            );
+
+            // If we do have a value, let's return the request_id
+            if(maybe_request_id.has_value()) [[likely]] {
+                return *maybe_request_id;
+            } else {
+
+            }
+        }
+
+        void cancel(request_id_t requestId) noexcept {
+            SPDLOG
+            inner_.cancel(requestId);
+        }
+    };
+
+
+}
\ No newline at end of file