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v0.15.0#137

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kovtcharov:v0.15.0
Jan 6, 2026
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v0.15.0#137
kovtcharov-amd merged 3 commits intoamd:mainfrom
kovtcharov:v0.15.0

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@kovtcharov kovtcharov commented Jan 5, 2026

GAIA v0.15.0 Release Notes

Overview

This release transforms GAIA into a full AI Agent Framework (SDK v1.0.0), introduces the Medical Intake Agent with Dashboard, adds the Database Module for SQLite-backed agents, and includes comprehensive documentation improvements with new playbooks.

Installation

# Install uv (ultra-fast Python package manager)
# Windows: irm https://astral.sh/uv/install.ps1 | iex
# macOS/Linux: curl -LsSf https://astral.sh/uv/install.sh | sh

git clone https://github.com/amd/gaia.git
cd gaia
uv venv .venv --python 3.12
source .venv/bin/activate  # Windows: .\.venv\Scripts\Activate.ps1
uv pip install -e .
gaia -v

Or install from PyPI:

uv pip install amd-gaia

What's New

🚀 SDK v1.0.0 - AI Agent Framework

GAIA is now positioned as a pure framework/SDK for building AI PC agents:

  • 900+ line API reference with 20+ components
  • 60+ MDX documentation files organized into tabs
  • 55+ interface validation tests
  • Mintlify-powered documentation site at amd-gaia.ai
from gaia import Agent, tool

class MyAgent(Agent):
    def _get_system_prompt(self) -> str:
        return "You are a helpful assistant."

    def _register_tools(self):
        @tool
        def greet(name: str) -> str:
            """Greet someone by name."""
            return f"Hello, {name}!"

🏥 Medical Intake Agent with Dashboard

Complete patient intake form processing system:

  • Automatic file watching for intake forms (.png, .jpg, .pdf)
  • VLM-powered data extraction (Qwen2.5-VL on NPU)
  • SQLite database with 17 patient fields
  • Real-time React dashboard with SSE updates
  • Natural language patient queries
gaia-emr watch          # Auto-process forms
gaia-emr dashboard      # Launch web dashboard
gaia-emr query "Find patient John Smith"

🗄️ Database Module

New gaia.database module with two usage patterns:

DatabaseAgent (prototyping):

from gaia import DatabaseAgent

class MyAgent(DatabaseAgent):
    def __init__(self, **kwargs):
        super().__init__(db_path="data/app.db", **kwargs)

DatabaseMixin (production):

from gaia import Agent, DatabaseMixin, tool

class MyAgent(Agent, DatabaseMixin):
    def __init__(self, **kwargs):
        super().__init__(**kwargs)
        self.init_db("data/app.db")

🧪 Testing Utilities Module

New gaia.testing module for testing agents without real LLM/VLM services:

  • MockLLMProvider, MockVLMClient, MockToolExecutor
  • temp_directory, temp_file, create_test_agent fixtures
  • assert_llm_called, assert_tool_called assertions
  • 51 unit tests with full coverage
from gaia.testing import MockLLMProvider, assert_llm_called

def test_my_agent():
    mock_llm = MockLLMProvider(responses=["I found the data"])
    agent = MyAgent(skip_lemonade=True)
    agent.chat = mock_llm
    result = agent.process_query("Find data")
    assert_llm_called(mock_llm)

💻 Hardware Advisor Agent

New example agent with LemonadeClient APIs for dynamic model recommendations:

python examples/hardware_advisor_agent.py

📚 GAIA Code Playbook

Complete 3-part playbook for the Code Agent:

  • Part 1: Introduction and fundamentals
  • Part 2: Application creation and development
  • Part 3: Validation and building workflows

Improvements

Agent UX Enhancements

  • Rich Panel Final Answers: Agent responses now appear with green-bordered panels and "✅ Final Answer" title
  • Better Completion Messages: Removed confusing step counters, now shows clean "Processing complete!" message
  • Enhanced Error Display: Shows execution trace with Query → Plan Step → Tool → Error, plus code context with line pointers

Code Agent

  • Limited router to TypeScript only (other languages report helpful error)
  • Fixed default path issue where create-next-app would fail on non-empty directories
  • Added dynamic timer scaffolding and artifact-aware planning

Lemonade Server Integration

  • Centralized initialization in LemonadeManager singleton
  • Changed context size check from error to warning (agents continue running)
  • Fixed VLM image processing breaking embeddings endpoint

Documentation

  • New setup.mdx with step-by-step installation guide
  • New glossary.mdx with 50+ GAIA terms
  • Streamlined learning path: Quickstart → Hardware Advisor → Playbooks/Guides
  • Applied <CodeGroup> component across multiple docs for compact command examples
  • Standardized license headers across 90+ files
  • Added source code links throughout documentation

PyPI Package

  • Renamed from gaia to amd-gaia (import name remains gaia)
  • Enhanced PyTorch CPU-only build support

Bug Fixes

  • #1092: Agent receives empty response after tool execution - fixed duplicate message insertion
  • #1088: Confusing agent completion messages showing incomplete steps
  • #1087: Context size error now shows as warning instead of blocking
  • Fix Blender MCP 'Namespace' object has no attribute 'stats' #134: Blender MCP 'Namespace' object has no attribute 'stats'
  • #1075: VLM image processing breaks embeddings endpoint
  • #1083: Agent tool calling fixed with JSON format instructions in base class
  • #1095: Windows npx command can't find TypeScript compiler
  • #1137: Code agent default path fails on non-empty directories
  • #1079: Authentication flow for documentation sub-pages
  • #940: Empty LLM response when last message has role==tool

Infrastructure

CI/CD

  • All workflows now skip tests on draft PRs (unless ready_for_ci label added)
  • New test_unit.yml workflow for fast unit/integration tests
  • Updated GitHub Actions: actions/checkout v5, actions/setup-python v6

Documentation Site

  • Access code protection via Express.js proxy server
  • Railway deployment with cookie-based authentication
  • Open redirect and XSS vulnerability fixes

Breaking Changes

None. All changes are additive.

Full Changelog

40 commits from 8 contributors

Key PRs:

  • #1063 - Transform GAIA into AI Agent Framework (SDK v1.0.0)
  • #1101 - Medical Intake Agent with Dashboard
  • #1093 - Add Database Module with DatabaseMixin and DatabaseAgent
  • #1098 - Add Testing Utilities Module
  • #1131 - GAIA Code Playbook
  • #1113 - Hardware Advisor agent
  • #1112 - Fix agent empty response after tool execution
  • #1085 - Rename PyPI package to amd-gaia
  • #1067 - Centralize Lemonade Server Initialization

Full Changelog: v0.14.1...v0.15.0

@kovtcharov-amd kovtcharov-amd merged commit 0225939 into amd:main Jan 6, 2026
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