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Ammar
Ammar

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Helios Engine v0.3.4

Helios Engine v0.3.4

Helios Engine just got a massive upgrade.
This release transforms it into a full-featured Rust framework for intelligent, tool-using, multi-agent systems.

What’s New

Forest of Agents: Multi-agent collaboration with context sharing and task delegation.

RAG System: Retrieval-Augmented Generation powered by InMemory or Qdrant vector stores.

Feature Flags: Build only what you need with optional local/offline model support.

Streaming Support: True token-by-token streaming for remote and local models.

Core Capabilities

Agent System: Define multiple agents with distinct personalities, goals, and tools.

Tool Registry: Extensible system for registering and composing custom tools.

Session Memory: Persistent conversation state, metadata, and context tracking.

Chat Management: Integrated history management and conversation orchestration.

Thinking Tags: Automatic model reasoning visualization.

Dual Mode: Run in Auto, Online (API), or Offline (local model) modes.

Built-In Tools

File Tools: Search, read, write, edit, and list local files.

Web & API Tools: Web scraping, HTTP requests, JSON parsing.

System Tools: Shell command execution, system info retrieval, timestamp ops.

Text Tools: Search, replace, format, and analyze text.

Extensive Suite: 16+ built-in utilities ready for production use.

LLM Integration

Works with OpenAI, any OpenAI-compatible API, or local models via llama.cpp.

Offers HuggingFace integration for local inference.

Includes a built-in HTTP server that exposes OpenAI-compatible endpoints.

Full control over parameters like temperature, max_tokens, and stop.

Technical Highlights

Built on Tokio for async performance.

Type-safe, extensible, and minimal overhead.

Functions as both CLI and library crate.

Clean and quiet offline output—no debug clutter.

Crate: https://crates.io/crates/helios-engine

Docs: docs.rs/helios-engine

Source: github.com/yourusername/helios-engine

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