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Product & AI Engineering Studio

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Work03

Systems
that ship.

Selected systems built around real operational, product, and intelligence problems.

  • Selected work
  • 04 Systems
  • Production-oriented
System type
04 / 04
01/Selected system
01

AI Knowledge
Assistant

RAG / Knowledge system

DocumentsIndexRetrievalContextLLMAnswer
The problem

Users needed reliable answers from internal documents without hallucinations.

The system

Retrieval-augmented generation with controlled knowledge retrieval and answer validation.

Outcome

Faster knowledge access

Reliable answers, reduced search time, and a production deployment with monitoring.

StackNext.js/Python/Vector DB/LLM APIs

01 → 02
02/Selected system
02

Agent-Based Workflow
Automation

AI agents / Automation

TriggerAgentTaskDecisionToolFallbackOutput
The problem

Complex multi-step processes required manual coordination and inconsistent execution.

The system

An agent-based system with explicit decision boundaries, tool access, and fallback paths.

Outcome

70%Less manual coordination

Automated workflows with improved accuracy and full audit trails.

StackPython/AI agents/TypeScript/PostgreSQL

02 → 03
03/Selected system
03

Scalable Web
Platform

Full-stack / Platform

UserInterfaceAPIServicesDataCacheInfrastructure
The problem

Applications required high traffic handling and complex business logic while maintaining performance.

The system

Optimized data pipelines, a caching strategy, and a clean API boundary between services.

Outcome

Performance at scale

A scalable production platform with improved performance under real traffic.

StackReact/Next.js/TypeScript/Python/Java

03 → 04
04/Selected system
04

Agentic Orchestration
Platform

ATS Optimizer

AI agents / Orchestration

InputOrchestratorAgentAgentAgentEvaluationOutput
The problem

Job seekers struggled to optimize resumes across different roles.

The system

Multi-agent orchestration evaluates resumes, requirements, and role-specific context.

Outcome

Repeatable evaluation

Automated candidate optimization with explainable, repeatable scoring.

Contact05

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system is
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