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Nova Act Agent Takes Actions on hiring pipeline
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Candidate Profile Analysis
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Nova Act Agent Takes Actions on hiring pipeline
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GITHUB: Nova Act does Social Screen, Nova Lite Analyze
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LINKEDIN: Nova Act does Social Screen, Nova Lite Analyze
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PORTFOLIO: Nova Act does Social Screen, Nova Lite Analyze
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Nova Act reasoning behind the scenes
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Social Screen Report & Sync Up
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OpenClaw GPT 5.4 Reviews Resume and Suggest Good-Fit jobs
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Ask anything about data 24/7
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Verification Risk Flags | powered by Nova Act & Nova Lite
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Architecture
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Real-Time status
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Candidate profile Analysis
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AWS Nova Act Recruiter Screen Agent
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AWS Nova Act Recruiter Screen Agent
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AWS Nova Act Recruiter Screen Agent
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Agent Action Logs for Recruiter side
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Apply Agent Pipeline for Candidate side
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Apply and Submit 10+ jobs at once
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Nova Act Agent Log for Automatic Application
AI Hire AI
Our Product: https://ai-hire-ai.vercel.app | Click "Get Started"
AWS Builder Blog Post: https://builder.aws.com/content/3B1YTR5yphTLZvPWlohlc8lkJqT/ai-hire-ai-x-amazon-nova-ai-hackathon-2026
Join Discord with OpenClaw: https://discord.gg/dD3JavGd
AI Hire AI is a dual-sided multi-agent app that automates BOTH candidate applications and recruiter workflows in a busy world.
We envision the 2nd Earth where AI comes to HIRE another AI. So please stay tuned!
Hiring is getting faster, noisier, and more automated.
AI Hire AI explores a future where:
- candidates use AI to apply smarter,
- recruiters use AI to screen faster,
- and eventually, AI agents interact with other AI agents in the hiring loop.
Recruiter-side AI
- OpenClaw 24/7 multi-modal support on Discord (GPT-5.4 Codex)
- candidate triage + disposition
- verification + risk checks
- micro-screening + social screening (batch start/status/summary)
- recruiter-ready summaries + next-step drafts
- ATS-style handoff artifacts (markdown + annotated HTML)
Candidate-side AI
- application planning + prioritization
- resume tailoring + recruiter messaging help
- job search workflow support
- follow-up guidance + next steps
Inspiration
Hiring is overloaded: too many applicants, too little signal, and too much context switching. We wanted a system where both sides can move faster without losing rigor—using AI agents as the control layer, not just a chatbot.
| Layer | Technologies | Key Use |
|---|---|---|
| AI Agents | OpenClaw, OpenAI Codex GPT-5.4, agentic workflows, Amazon Nova Act, AWS Bedrock, SerpAPI | Recruiter workflows, apply automation, web lookup |
| App | Next.js, React, TSX, TypeScript, tRPC, Hono, Clerk, Tailwind CSS, Zod | UI, APIs, auth, validation |
| Data | S3, Supabase, Postgres, Drizzle ORM, JSON | Candidate data, artifacts, run logs |
| Infra + Integrations | AWS, Node.js, Python, Docker, Playwright, REST API, curl, ATS Greenhouse Workday Ashby, Discord webhooks | Runtime, automation, provider integrations, notifications |
Key building blocks
- OpenClaw integration as the ChatOps control layer with OAuth auth flow, CLI, skills format, orchestration model using GPT-5.4 Codex
- Skill pack for recruiter workflows, social-screen batch notifier, notifications and outbox
- Multi-agent workflow runner that chains tools and emits recruiter-ready outputs
- Apply-agent ATS scaffolding for Greenhouse Workday Ashby with Amazon Nova Act step plans and observability plus safe-stop before submit
What's next for AI Hire AI
- Robust multi-job apply demos with visible execution + richer action logs
- Resume-link-first application flows across ATS providers
- Better verification: links, evidence extraction, and risk scoring with traceable sources
- The long game: AI agents negotiating with other AI agents in the hiring loop
Service Responsibility Matrix
| Layer | Technology | Responsibility |
|---|---|---|
| Auth | Clerk | Session management, JWT issuance, user identity |
| Web API | tRPC | Type-safe procedures for the Next.js React app |
| REST API | Hono | JSON REST endpoints for mobile clients & external consumers |
| ORM | Drizzle | Type-safe SQL queries, schema definitions, migration generation |
| Database | Supabase (PG) | Persistent storage, Row Level Security via JWT claims |
| AI Gateway | Express (LLM) | Stateless prompt formatting, candidate scoring, response cache |
| AI Cache | Redis | Deduplicate identical prompts, optional TTL-based eviction |
| AI Model | Nova Lite | Nova (candidate analysis via Bedrock) |
| Migrations | Drizzle Kit | Schema diffing → SQL migration files → supabase/migrations/ |
Thank you!
Built With
- aws-bedrock
- aws-lambda
- aws-nova-act
- clerk
- docker
- drizzle
- figma
- hono
- javascript
- next.js
- node.js
- nova-lite
- openclaw
- playwright
- python
- react
- s3
- serpapi
- sql
- trpc
- tsx
- typescript
- zod

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