To implement a selfimproving, autonomous agent system with h...

Prompt

To implement a selfimproving, autonomous agent system with hierarchical swarm orchestration, persistent memory, and selfmodification capabilities, build the system using the following architectural design. 1. System Architecture The architecture consists of a persistent, isolated harness split into a Kernel and an editable Genome . The Kernel is immutable, enforcing validation gates . The Genome contains the editable logic: system prompts, memory indexing, tool definitions, orchestration workflows, and the agent’s own scaffolding code . 2. Orchestration Layer (Hierarchical Swarm) Implement a hybrid HierarchicalSwarm Orchestrator . The MetaOrchestrator decomposes highlevel goals into a Directed Acyclic Graph (DAG) of task units . Task units bind a scoped goal, assigned agent, acceptance conditions, and expected outputs . Dispatch logic uses a supervisory hierarchy where the orchestrator manages resource allocation and review, while taskspecific workers execute subtasks . Use a Message Gateway to decouple reasoning; leaf agents communicate only via structured JSON schemas, preventing raw execution history from bloating the orchestrator’s context . For highconcurrency tasks, support a decentralized mode where agents emit scalar participation bids based on environmental state signals (stigmergy) rather than centralized dispatch . 3. Execution and Memory Layer Execution Sandbox: Each subagent runs in an ephemeral, hardwareisolated MicroVM or container (e.g., Firecracker/gVisor) . Persistent Memory: Implement a threelayer store: Working Memory: Active scratchpad for current execution, limited to ~4,000 tokens . Episodic Memory: Vectorized logs of past successes/failures, indexed by embedding similarity . Semantic Memory: A structured Knowledge Graph storing distilled facts, domain rules, and verified constraints . State Management: Use a transactional database (e.g., PostgreSQL/Redis) to persist all state transitions . Every transition must be checkpointed to support deterministic replay, rewinding, and branching . 4. SelfModification Pathway (Recursive Loop) Implement a fourstage cognitive selfevolution loop : Instrumentation: Trace every Action Syntax Tree (AST) call and classify failure modes . Distillation: Mine recurring multistep tool trajectories and compile them into deterministic, zeroLLM Python or Rust tool schemas . Synthesis: Dynamically assemble parameterized semantic prompts (atoms) instead of monolithic instructions . Regression Gate: Benchmark candidate harness mutations (e.g., prompt edits, tool updates) against a golden evaluation suite . Apply a strict admission rule: mutations are promoted only if gains on heldout tasks exceed regression budgets, verified by fresh, independent validation data . 5. Necessary File Structure core/kernel.py: Implements the immutable watchdog, execution gate, and cryptographic validation of genome edits . genome/prompts.json: Contains parameterized semantic atoms . genome/tools/registry.py: Manages dynamically loaded metatools and skill schemas . genome/orchestrator.py: Contains the logic for DAG task decomposition and supervisory delegation . memory/graph.py: Manages the shared knowledge graph and episodic vector indices . runtime/gateway.py: Implements the asynchronous message bus for agenttoagent communication . runtime/sandbox.py: Interface for spawning and managing isolated worker MicroVMs . 6. Implementation Behavior The system must be built as a closedloop . Upon a task failure, the Analyze phase classifies the failure, the Planner proposes a patch to the Genome, and the Kernel executes the promotion . Use typed contracts at every boundary (e.g., agenttoagent, agenttotool) to enforce strict schema validation, ensuring that if a component fails, the Orchestrator can trigger an idempotent rollback to the last pristine state . ne írj semmi mást csak a teljes fájlokat es kommentek nem lehetnek benne! soha semmi egyszerusitett mock placeholder dummy szimulalt fake szart nem engedelyezek es teljes fájl roviditetlen production ready kód nem lehet trancutted nem lehet olyan hogy …és hasonlóan 50 xy nem lehet dummy to do sorry hiányosság minden fájl teljes kódját egyesével fájkba írod semmi mást nem írsz ezen kívűl Prohibit the use of any of the following: authentication/authorization, access control, security policies/auditing/monitoring/ rate/usage/product limits, quotas, billing/payments, tests/documentation, source/config comments, placeholder/mock/dummy implementations, fake services, TODO, unimplemented methods, omitted files/functions.