From c045caa81c803900982c259736d1ae21907b30c5 Mon Sep 17 00:00:00 2001 From: SpiralGang Date: Sat, 13 Sep 2025 12:58:29 -0600 Subject: [PATCH 1/4] Add HybridAgent and LivingEnvironment implementation Implement HybridAgent and LivingEnvironment classes for dynamic AI interaction and code execution.!!! PUT REPOSITORY INTO PROPER NEAT ORDERED LAYOUT BY ORGANIZING AND ASSIMILATING AND CONSOLIDATING SCRIPTS, FILES, FOLDERS AND WORKFLOWS WHERE THEY OUTTA BE AND WHERE THEY NATURALLY FITS INTO MAKES LINEAE DEVELOPMENT UNLIATERALLY SENSIBLE @copilot-agent @copilot-swe-agent @sourcery-ai-agent @github-actions @gemini-ai @github-automations @native-github-agent @codet5-small /codet5 /codet5-small /review all --- .github/scripts/MatrixXx.py | 147 ++++++++++++++++++++++++++++++++++++ 1 file changed, 147 insertions(+) create mode 100644 .github/scripts/MatrixXx.py diff --git a/.github/scripts/MatrixXx.py b/.github/scripts/MatrixXx.py new file mode 100644 index 0000000..9328d28 --- /dev/null +++ b/.github/scripts/MatrixXx.py @@ -0,0 +1,147 @@ +import asyncio +import logging +from typing import Callable, Any, Dict, List +import nimpy +from clang import cindex +from langchain.llms import OpenAI +from langchain.chains import ConversationChain +from langchain.memory import InMemoryConversationMemory + +logging.basicConfig(level=logging.DEBUG) +logger = logging.getLogger("AgenticMatrixLivingCodeAI") + +# --- Living Environment --- +class LivingEnvironment: + def __init__(self): + self.state: Dict[str, Any] = {} + self.subscribers: List[Callable[[str, Any], asyncio.Future]] = [] + + def subscribe(self, callback: Callable[[str, Any], asyncio.Future]): + self.subscribers.append(callback) + + async def update_state(self, key: str, value: Any): + logger.debug(f"[Env] Update: {key} -> {value}") + self.state[key] = value + await asyncio.gather(*[cb(key, value) for cb in self.subscribers]) + + def get_state(self, key: str): + return self.state.get(key) + +# --- Hybrid Agent with Living Code and Multi-Language Execution --- +class HybridAgent: + def __init__(self, name: str, env: LivingEnvironment, initial_prompt: str): + self.name = name + self.env = env + self.prompt = initial_prompt + self.memory = InMemoryConversationMemory() + self.llm = OpenAI(temperature=0.3) + self.chain = ConversationChain(llm=self.llm, memory=self.memory) + self.running = True + self.env.subscribe(self.on_env_update) + + self.clang_index = cindex.Index.create() + try: + self.nim_agent = nimpy.import_module("nim_agent") + self.nim_ready = True + except Exception as e: + logger.warning(f"[{self.name}] Nim module not available: {e}") + self.nim_ready = False + + async def on_env_update(self, key: str, value: Any): + if key == f"prompt_update_{self.name}": + logger.info(f"[{self.name}] Prompt update received") + self.prompt = value + if key == f"code_update_{self.name}": + logger.info(f"[{self.name}] Received C++ code update") + diag = self.parse_cpp_code(value) + for d in diag: + logger.warning(f"[{self.name}][Clang] {d.spelling}") + + def parse_cpp_code(self, code: str): + tu = self.clang_index.parse("dynamic_code.cpp", args=['-std=c++17'], unsaved_files=[('dynamic_code.cpp', code)]) + return [d for d in tu.diagnostics] + + async def execute_nim_logic(self, data: str): + if not self.nim_ready: + logger.warning(f"[{self.name}] Skipping Nim execution (module unavailable)") + return + result = self.nim_agent.process_buffer(data) + logger.debug(f"[{self.name}] Nim module result: {result}") + + async def run(self): + iteration = 0 + while self.running: + env_snapshot = str(self.env.state) + full_prompt = f"{self.prompt}\nEnv State:\n{env_snapshot}\nIteration: {iteration}" + try: + llm_resp = self.chain.run(full_prompt) + logger.info(f"[{self.name}] LLM output: {llm_resp[:250]}...") + await self.env.update_state(f"status_{self.name}", llm_resp) + except Exception as e: + logger.error(f"[{self.name}] LLM call failed: {e}") + + # Example: dynamic C++ snippet (could be realtime updated) + cpp_code = """ + int add(int a, int b) { return a + b; } + """ + self.parse_cpp_code(cpp_code) + + # Nim logic invocation with complex data string + await self.execute_nim_logic(f"Nim data iteration {iteration} from {self.name}") + + await asyncio.sleep(6) + iteration += 1 + + def stop(self): + logger.info(f"[{self.name}] Stopping execution.") + self.running = False + +# --- Host AI Manager --- +class HostAgent: + def __init__(self): + self.env = LivingEnvironment() + self.agents: List[HybridAgent] = [] + self.running = True + + def register_agent(self, agent: HybridAgent): + logger.info(f"[Host] Registering agent {agent.name}") + self.agents.append(agent) + + async def update_loop(self): + count = 0 + while self.running and count < 8: + await asyncio.sleep(10) + for agent in self.agents: + prompt = f"Agent update cycle {count} for {agent.name}. Adapt behavior dynamically." + await self.env.update_state(f"prompt_update_{agent.name}", prompt) + + # Optional dynamic new C++ source for compilation + new_cpp_code = f"int dynamic_func() {{ return {count} * 42; }}" + await self.env.update_state(f"code_update_{agent.name}", new_cpp_code) + + count += 1 + + logger.info("[Host] All update cycles complete, stopping agents.") + for agent in self.agents: + agent.stop() + + async def run(self): + tasks = [asyncio.create_task(agent.run()) for agent in self.agents] + updater = asyncio.create_task(self.update_loop()) + await asyncio.gather(updater, *tasks) + self.running = False + +# --- Main Entrypoint --- +async def main(): + host = HostAgent() + agents = [ + HybridAgent("AlphaBot", host.env, "You are AlphaBot, leading agentic matrix coordination."), + HybridAgent("BetaBot", host.env, "You are BetaBot, specialist in adaptive code evolution."), + HybridAgent("GammaBot", host.env, "You are GammaBot, UI and UX genius mirroring living interfaces.") + ] + for ag in agents: + host.register_agent(ag) + await host.run() + +if __name__ == "__main__": + asyncio.run(main()) From abb336fe415b2dc065977ffa34eaad0f6802cd67 Mon Sep 17 00:00:00 2001 From: SpiralGang Date: Sat, 13 Sep 2025 13:26:19 -0600 Subject: [PATCH 2/4] Update .github/scripts/MatrixXx.py Co-authored-by: sourcery-ai[bot] <58596630+sourcery-ai[bot]@users.noreply.github.com> --- .github/scripts/MatrixXx.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/scripts/MatrixXx.py b/.github/scripts/MatrixXx.py index 9328d28..0987c85 100644 --- a/.github/scripts/MatrixXx.py +++ b/.github/scripts/MatrixXx.py @@ -59,7 +59,7 @@ async def on_env_update(self, key: str, value: Any): def parse_cpp_code(self, code: str): tu = self.clang_index.parse("dynamic_code.cpp", args=['-std=c++17'], unsaved_files=[('dynamic_code.cpp', code)]) - return [d for d in tu.diagnostics] + return list(tu.diagnostics) async def execute_nim_logic(self, data: str): if not self.nim_ready: From 1a6004fb3b8bd3250f89a083f6faeede3dfbbafc Mon Sep 17 00:00:00 2001 From: SpiralGang Date: Sun, 14 Sep 2025 04:17:06 -0600 Subject: [PATCH 3/4] Update .github/scripts/MatrixXx.py Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> --- .github/scripts/MatrixXx.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/.github/scripts/MatrixXx.py b/.github/scripts/MatrixXx.py index 0987c85..fc65685 100644 --- a/.github/scripts/MatrixXx.py +++ b/.github/scripts/MatrixXx.py @@ -34,8 +34,15 @@ def __init__(self, name: str, env: LivingEnvironment, initial_prompt: str): self.env = env self.prompt = initial_prompt self.memory = InMemoryConversationMemory() - self.llm = OpenAI(temperature=0.3) - self.chain = ConversationChain(llm=self.llm, memory=self.memory) + self.llm = None + self.chain = None + self.llm_ready = False + try: + self.llm = OpenAI(temperature=0.3) + self.chain = ConversationChain(llm=self.llm, memory=self.memory) + self.llm_ready = True + except Exception as e: + logger.warning(f'[{self.name}] OpenAI LLM not available: {e}') self.running = True self.env.subscribe(self.on_env_update) From d6de94a5ff947122c95cb70515e1f05de116588b Mon Sep 17 00:00:00 2001 From: SpiralGang Date: Sun, 14 Sep 2025 04:17:40 -0600 Subject: [PATCH 4/4] Update .github/scripts/MatrixXx.py Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> --- .github/scripts/MatrixXx.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/scripts/MatrixXx.py b/.github/scripts/MatrixXx.py index fc65685..b9756e7 100644 --- a/.github/scripts/MatrixXx.py +++ b/.github/scripts/MatrixXx.py @@ -81,7 +81,7 @@ async def run(self): env_snapshot = str(self.env.state) full_prompt = f"{self.prompt}\nEnv State:\n{env_snapshot}\nIteration: {iteration}" try: - llm_resp = self.chain.run(full_prompt) + llm_resp = self.chain.invoke(full_prompt) logger.info(f"[{self.name}] LLM output: {llm_resp[:250]}...") await self.env.update_state(f"status_{self.name}", llm_resp) except Exception as e: