OPEN-SOURCE AWS-NATIVE AI INFRASTRUCTURE

AIWeave Infrastructure

[ BUILD · FINE-TUNE · ORCHESTRATE · DEPLOY ]

Twelve production-ready tools for building AI systems on AWS primitives — fine-tuning, multi-agent orchestration, retrieval, tool execution and deployment — with no proprietary lock-in and no platform between you and your own account.

10
OPEN SOURCE TOOLS
8+
AWS SERVICES INTEGRATED
~52%
COST SAVINGS VS SAGEMAKER
Train · 5Team · 5Task · 5Tool · 5Context · 6Screen · 5Deploy · 5Cipher · 5mcp-observatory · 5DataDictionary · 5Device · 4Intent · 4Prompt · 0Routine · 0
AWS and technology primitives declared per tool. Counts are read from each project's own manifest, not estimated.
01

The Weave Ecosystem

TrainWeave

AWS LoRA fine-tuning · EC2 Spot · ~52% cost savings vs SageMaker

Automated LoRA fine-tuning on AWS EC2 Spot instances, Lambda-orchestrated for maximum cost efficiency.

LoRAEC2 SpotLambdaS3SAM

TeamWeave

Config-driven multi-agent orchestration · Step Functions · Bedrock

Config-driven multi-agent orchestration platform on AWS using Step Functions, Bedrock, and DynamoDB.

Step FunctionsAPI GatewayDynamoDBBedrockMulti-Agent

TaskWeave

API-first JSON agent framework · LangChain · LangGraph · POST /invoke

API-first JSON-driven agent framework combining LangChain and LangGraph with a clean POST /invoke endpoint.

LangChainLangGraphREST APIJSONPython

ToolWeave

FastMCP server · Natural language → REST API · Bedrock · Lambda

FastMCP server converting natural language requests into secure REST API calls via AWS Lambda.

FastMCPLambdaDynamoDBBedrockOpenAPI

ContextWeave

GraphRAG + CAG · Memgraph · pgvector · Neptune Analytics

AWS-native GraphRAG and CAG platform with adaptive routing.

GraphRAGMemgraphpgvectorNeptuneBedrockCAG

ScreenWeave

Website crawling + visual QA · Playwright · Claude 3.5 Sonnet

AWS-native website crawling and visual QA platform using Playwright automation.

PlaywrightClaude 3.5BedrockEC2S3

DeployWeave

AI/ML deployment automation · AWS CDK · CodePipeline

Infrastructure-as-code deployment automation for AI/ML workloads on AWS.

CDKCodePipelineCodeDeployLambdaSAM

CipherWeave

Secrets & encryption layer · AWS KMS · SSM · Zero-trust pipelines

AWS-native encryption and secrets management layer for AI data pipelines.

KMSSSM Parameter StoreSecrets ManagerLambdaIAM

mcp-observatory

Two-phase PROPOSE/COMMIT · Risk scoring · Safe MCP execution

Two-phase execution framework for high-risk MCP tool operations.

FastMCPPROPOSE/COMMITRisk ScoringPostgreSQLObservability

DataDictionary

Schema registry · Data contracts · AWS Glue · Automated documentation

Centralized schema registry and data dictionary for AWS-native data pipelines.

AWS GlueS3AthenaLambdaSchema Registry
📱

DeviceWeave

Edge AI & IoT orchestration · AWS Greengrass · AWS IoT Core

AWS-native edge AI deployment and IoT device orchestration framework.

IoT CoreGreengrassEdge AILambda

IntentWeave

Intent-driven LLM routing · Bedrock · CloudWatch

Natural language intent parsing and cost-optimized model routing engine on AWS.

BedrockIntent RoutingCloudWatchDynamoDB

PromptWeave

AWS-native AI tool · Open source

An open-source AWS-native tool from the AIWeave ecosystem.

PythonAWSOpen Source

RoutineWeave

AWS-native AI tool · Open source

An open-source AWS-native tool from the AIWeave ecosystem.

PythonAWSOpen Source
02

The Architecture Stack

ORCHESTRATION
TeamWeaveTaskWeaveStep FunctionsAPI Gateway
RETRIEVAL & RAG
ContextWeaveMemgraphpgvectorNeptune Analytics
EXECUTION & TOOLS
ToolWeaveTrainWeaveFastMCPEC2 SpotLambda
SECURITY & SAFETY
CipherWeavemcp-observatoryKMSPROPOSE/COMMIT
COMPUTE & DEPLOY
DeployWeaveCDKCodePipelineBlue-green
03

Execution & Workflow

Define the Agent

Declare intent in plain JSON. TeamWeave resolves the right model, tools, and routing rules automatically.

Route & Plan

Step Functions maps the task graph. Parallel branches execute concurrently; retry policies and timeouts are infrastructure concerns.

Execute with Tools

ToolWeave translates natural language into signed REST calls. Each tool invocation passes through risk scoring before commit.

Observe Everything

mcp-observatory captures every PROPOSE/COMMIT pair. Structured logs, risk scores, and latency traces flow to CloudWatch & SIEM.

04

About AIWeave

AIWeave is an ecosystem of open-source, AWS-native AI infrastructure tools built for engineers who need production-grade AI systems without proprietary lock-in.

Every library is composed on AWS primitives: Lambda, Bedrock, Step Functions, DynamoDB, EC2 Spot, API Gateway, S3, and Neptune. Each one runs in your own account, under your own IAM, and can be adopted on its own — nothing here requires the rest of the ecosystem.

PythonAWS BedrockLambdaStep FunctionsEC2 SpotApache 2.0

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