Software & AI Services

Elevate Your
Product Experience

Professional software, agentic automations, and integrations that bring your ideas to life.

What we do

Services built for timeless products

Strategy, delivery, and iteration—engineered to create compounding value without sacrificing speed.

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Custom AI Agents

Custom AI Agents

Build intelligent agents that understand context, make decisions, and take actions on your behalf.

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Workflow Automation

Workflow Automation

Automate repetitive tasks and complex workflows across your tech stack.

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Web Application Development

Web Application Development

Build modern, scalable web applications with React, Next.js, and TypeScript.

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Latest insights

Ideas that shape what is next

Essays, playbooks, and experiments from the teams building the next decade of software.

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How GRPO’s Relative Rewards Work
Artificial Intelligence

How GRPO’s Relative Rewards Work

Group Relative Policy Optimization (GRPO) calculates a relative "advantage" for an output by comparing its reward to the average reward of other outputs generated for the same prompt. This group-based baseline eliminates the need for a separate value function (critic model), making the training of Large Language Models more memory-efficient and stable.

Nov 3, 2025 3 min read Hasib Ahmed
Case studies

Proof from the teams we partner with

Selected launches and transformations that show how we bring ambitious ideas to production.

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Find us around the web

Follow our work and behind-the-scenes thinking.

Let's build

Have an idea? We will frame it, ship it, and scale it with you.

Share what you are building and let’s map the critical path to market. We manage the complexity so you can focus on the vision.