Release Notes v0.6.0¶

Release Date: January 18, 2026

This release introduces unified configuration loading with agentkit integration, OmniVault secret management support, and AWS CDK deployment infrastructure. The omnillm adapter has been updated for the v0.11.0 Providers API.

Highlights¶

Agentkit Config Integration - Unified configuration loading from config.json, environment variables, and OmniVault secrets
OmniVault Secret Management - Secure API key management via AWS Secrets Manager
AWS CDK Deployment - Infrastructure as code for AWS AgentCore deployment
OmniLLM v0.11.0 - Updated adapter for the new unified Providers API

New Features¶

Unified Configuration Loading¶

The configuration system now integrates with agentkit's config package, providing a unified approach to loading settings from multiple sources:

import "github.com/agentplexus/stats-agent-team/pkg/config"

// New recommended way - context-aware loading with OmniVault support
cfg, err := config.Load(ctx)

// Legacy way - still supported for backward compatibility
cfg := config.LoadConfig()

Configuration Sources (in priority order):

Environment variables (highest priority)
config.json file
OmniVault secrets (AWS Secrets Manager, etc.)

OmniVault Secret Management¶

API keys and sensitive configuration can now be managed through OmniVault, supporting:

AWS Secrets Manager
Environment variables (fallback)
Local development with .env files

Example config.aws.json:

{
  "llm": {
    "provider": "gemini",
    "model": "gemini-2.0-flash-exp"
  },
  "secrets": {
    "provider": "aws",
    "region": "us-west-2",
    "secrets": [
      {
        "name": "stats-agent/api-keys",
        "mapping": {
          "gemini_api_key": "GEMINI_API_KEY",
          "serper_api_key": "SERPER_API_KEY"
        }
      }
    ]
  }
}

AWS CDK Deployment¶

New cdk/ directory provides AWS CDK infrastructure for deploying to AWS AgentCore:

cd cdk
cp config.example.json config.json
# Edit config.json with your settings
cdk deploy

Features:

ECS Fargate deployment
Auto-scaling configuration
VPC and security group setup
Secrets Manager integration

See AWS AgentCore Guide for detailed deployment instructions.

Enhancements¶

OmniLLM Adapter Update¶

Updated the OmniLLM adapter to use the new v0.11.0 Providers API:

// Before (v0.10.x)
config := omnillm.ClientConfig{
    Provider: omnillm.ProviderNameGemini,
    APIKey:   apiKey,
}

// After (v0.11.0)
config := omnillm.ClientConfig{
    Providers: []omnillm.ProviderConfig{
        {
            Provider: omnillm.ProviderNameGemini,
            APIKey:   apiKey,
        },
    },
}

This change enables future support for fallback providers and circuit breaker patterns.

CI/CD Improvements¶

Added build_maintenance flag for patch release Docker images
Improved release workflow for maintenance builds

Dependencies¶

Updated Dependencies¶

Package	Old Version	New Version
`github.com/agentplexus/omnillm`	v0.10.0	v0.11.0
`github.com/agentplexus/agentkit`	v0.2.0	v0.3.0
`github.com/agentplexus/go-opik`	v0.5.0	v0.5.1
`github.com/agentplexus/go-phoenix`	v0.1.0	v0.1.1
`github.com/agentplexus/omnivault`	v0.1.0	v0.2.0
`github.com/cloudwego/eino`	v0.7.17	v0.7.21
`github.com/danielgtaylor/huma/v2`	v2.34.1	v2.35.0
`github.com/go-chi/chi/v5`	v5.2.3	v5.2.4
`github.com/a2aproject/a2a-go`	v0.3.3	v0.3.4
`github.com/grokify/mogo`	v0.72.5	v0.72.6
`google.golang.org/genai`	v1.40.0	v1.42.0

Configuration Reference¶

New Configuration Files¶

File	Purpose
`config.json`	Local development configuration
`config.aws.json`	AWS deployment with Secrets Manager
`cdk/config.example.json`	CDK deployment template

Config Structure¶

{
  "llm": {
    "provider": "gemini",
    "model": "gemini-2.0-flash-exp"
  },
  "search": {
    "provider": "serper"
  },
  "observability": {
    "enabled": true,
    "provider": "opik",
    "project": "stats-agent-team"
  },
  "agents": {
    "research": { "url": "http://localhost:8001" },
    "synthesis": { "url": "http://localhost:8004" },
    "verification": { "url": "http://localhost:8002" },
    "orchestrator": { "url": "http://localhost:8000" }
  }
}

Migration Guide¶

From v0.5.x¶

Update dependencies:

go get github.com/agentplexus/stats-agent-team@v0.6.0
go mod tidy

(Optional) Create a config.json for unified configuration:

{
  "llm": {
    "provider": "gemini",
    "model": "gemini-2.0-flash-exp"
  }
}

(Optional) Migrate to context-aware config loading:

// Old way (still works)
cfg := config.LoadConfig()

// New way (recommended)
cfg, err := config.Load(ctx)

Backward Compatibility¶

LoadConfig() continues to work and will fall back to environment-only loading if config.json is not present
All existing environment variables are still supported
No breaking changes to the public API

Contributors¶

John Wang (@grokify)

Full Changelog: v0.5.1...v0.6.0