AI & DevOps SRE Agent

CodeWeave - AI DevOps Orchestrator

AI-Powered DevOps & GenAI Orchestration Agent (2025)

Project Overview

CodeWeave functions like an automated Senior SRE. It parses log files, analyzes cloud resources, ranks root-cause hypotheses, and generates deployment patches and rollbacks, all wrapped in a cost-controlled hybrid model routing architecture.

Key Achievements

AI Intent Router: Automatically directs queries between Mini and Frontier reasoning models to optimize latency and costs.
pgvector RAG: Cosine similarity search over 500+ DevOps patterns, reducing token prompt overhead by 60%.
Model Prompt Caching: EPHEMERAL prompt caching on Claude 3.5 reduces input costs by up to 90%.

Technology Stack

Next.jsReact 18PythonFastAPIPostgreSQLpgvectorClerk Multi-TenancyStripe SaaS BillingLangfuseTailwind CSS
Launch Live Project

Open live production build in a new browser tab.

Visual Walkthrough & Screenshots

Main Workspace Dashboard (Log Signal Analysis)

Main Workspace Dashboard (Log Signal Analysis)
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Agentic Reasoning Workflow Stages

Agentic Reasoning Workflow Stages
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AI DevOps Smart Intent Router Classifier

AI DevOps Smart Intent Router Classifier
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Incident Investigation & Rollback Proposals

Incident Investigation & Rollback Proposals
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Cloud Infrastructure Architecture Designer

Cloud Infrastructure Architecture Designer
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Security & Best Practices Audit Scans

Security & Best Practices Audit Scans
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Cost & Performance Optimization Recommendations

Cost & Performance Optimization Recommendations
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