rony-llm-agent

🌐 Language: English | Español

🔑 Reusable core library for building LLM agents in Go.

This library is the heart of several Victor Vargas projects:

• harness — AI agent harness for software development (TUI)
• chat-bot — HTTP chatbot for portfolios and websites

It provides all the generic logic of an LLM agent:

Component	Location	Responsibility
Agent loop	pkg/agent/	Iterative loop with guardrails
LLM clients	pkg/llm/	Multi-provider abstraction (OpenAI, Anthropic, Ollama)
RAG / memory	pkg/rag/	Short and long-term memory with semantic search
Persona system	pkg/persona/	Configurable system prompts + AGENTS.md discovery
Tool registry	pkg/tools/	JSON Schema + execution sandbox
Config loading	pkg/config/	YAML loading with hierarchical precedence

🎯 Philosophy

• Reusable, not opinionated. Does not force a UI type, deployment, or use case.
• Pure Hexagonal. Ports & adapters — every external dependency is behind an interface.
• Streaming-first. Uses iter.Seq2 from Go 1.23+ for natural streaming without callbacks.
• Secure by default. Filesystem path sandbox with os.Root (Go 1.24+).
• Zero magic. No reflection, no codegen, no DSLs. Idiomatic and explicit Go.
• YAML configurable. Everything that affects behavior is declarative.

📦 Installation

go get github.com/VictorVargas/rony-llm-agent

🚀 Basic usage

package main

import (
    "context"
    "fmt"
    "github.com/VictorVargas/rony-llm-agent/pkg/agent"
    "github.com/VictorVargas/rony-llm-agent/pkg/llm"
    "github.com/VictorVargas/rony-llm-agent/pkg/persona"
)

func main() {
    // 1. Create LLM client
    llmClient, _ := llm.NewAnthropicClient(llm.AnthropicConfig{
        APIKey: os.Getenv("ANTHROPIC_API_KEY"),
        Model:  "claude-sonnet-4.5",
    })

    // 2. Load persona
    p := persona.Load("./persona.yaml")

    // 3. Create agent loop
    loop := agent.New(agent.Config{
        LLM:         llmClient,
        Persona:     p,
        MaxIters:    50,
        Sandbox:     agent.NewSandbox("./workspace"),
    })

    // 4. Run
    resp, err := loop.Run(context.Background(), "Refactor auth.go")
    if err != nil { panic(err) }

    fmt.Println(resp.Content)
}

🔌 Included adapters

LLM Providers (pkg/llm/providers/)

Provider	Import	Models
OpenAI	providers/openai	gpt-4o, gpt-4o-mini, gpt-4-turbo
Anthropic	providers/anthropic	claude-sonnet-4.5, claude-haiku-4
Ollama	providers/ollama	llama3.1, qwen2.5, mistral, etc.
llama.cpp	providers/llamacpp	Custom GGUF models

Vector DBs (pkg/rag/backends/)

Backend	Status
ChromaDB embedded	✅ Stable
Qdrant embedded	🚧 In development
SQLite + sqlite-vec	📋 Planned

Embeddings (pkg/rag/embeddings/)

• Ollama embeddings (nomic-embed-text, bge-m3, etc.)
• Local sentence-transformers via ONNX

🧪 Testing

go test ./...
go test -race ./...
go test -bench=. ./pkg/agent/

Includes MockLLMClient for deterministic tests without burning API calls.

📐 Versions

• Go minimum: 1.26 (uses os.Root, iter.Seq, unique.Handle, container-aware GOMAXPROCS)
• Versioning policy: Strict semver. API breaking changes only on MAJOR.

📄 License

MIT — see LICENSE.

🔗 Projects that use this library

• VictorVargas/rony-harness — TUI agent for software dev
• VictorVargas/rony-chat-bot — HTTP chatbot

📚 Additional documentation

• Architecture overview
• Architecture (core)
• Components reference
• Phase 2 features