Engineering Blog

Improvement Harness for voice agent workflows

Vedant Shelkar

Vedant Shelkar

Bridge: A command center for coordinating AI coding agents
When one AI agent isn’t enough, the hard part isn’t spawning more agents. It’s keeping them coordinated.

Jayanth Krishnaprakash

Jayanth Krishnaprakash

What an AI-native company feels like
Debunking some of the hype terms on “AI-nativeness” of companies and defining a simple framework on how to make adoption of new technologies make business sense for a company

Ankit Sanghvi

Ankit Sanghvi

Minions - Part II: When AI Workflows Start Talking to Each Other
Part 1 covered how we built self-learning engineering workflows with Claude Code. This one is about what happened when those workflows started talking to each other.

Jayanth Krishnaprakash

Jayanth Krishnaprakash

Shaastris - Riverline's AI Business-Analysts
How We Built a Team of AI Analysts for Debt Collection

Ankit Sanghvi

Ankit Sanghvi

Minions: Self-Learning Engineering Workflows with Claude Code Skills

Jayanth Krishnaprakash

Jayanth Krishnaprakash

Claude Code as an Orchestrator

Vidhan Mertiya

Vidhan Mertiya

Smaller is better: Moving from LLMs to SLMs

Jayanth Krishnaprakash

Jayanth Krishnaprakash

How can we evaluate agentic systems?
Do traditional ways of evaluating a chat agent work for evaluating AI agents? What will work and what won't? Will human evals still make sense?

Jayanth Krishnaprakash

Jayanth Krishnaprakash

Agent Engineering is actually Organizational Engineering
AI agentic systems are nothing but organizations with high reliability, like power grid operators and naval aircraft carriers. What all parallels can we draw from these organizations to make architectural decisions for MAS?

Jayanth Krishnaprakash

Jayanth Krishnaprakash

AI Agents: Why More is Not Always Better
While the entire industry is hyped up about fancy multi-agent systems, this blog simplifies everything and talks about a rational framework on making informed decisions while designing AI agent architectures.

Jayanth Krishnaprakash

Jayanth Krishnaprakash

Learnings from our pre-seed raise

Ankit Sanghvi

Ankit Sanghvi

Setting up an evals system for non-engineers, to improve prompts for 10k+ daily conversations by AI-agents
How we setup a system that helps us track and improve prompt-coverage across 10k+ conversations everyday across AI voice-agent, WhatsApp-agent.

Ankit Sanghvi

Ankit Sanghvi

Announcing our $825k pre-seed, to build India’s bank of 2035
From listening to 2000 debt-collection-calls manually, to using AI to automate debt-recovery across 100cr of bad-loans each month - Riverline has now raised $825k pre-seed to build the bank of 2035 and here’s the unfiltered story behind it.

Abhishek Gupta, Ankit Sanghvi, Jayanth Krishnaprakash

Abhishek Gupta, Ankit Sanghvi, Jayanth Krishnaprakash