







Ralph is an autonomous AI agent loop that runs repeatedly until all PRD items are complete.
Tool use with Claude
Connect Claude to external tools and APIs. Learn where tools execute and how the agentic loop works.
Ship working code while you sleep with the Ralph Wiggum technique
Peter Steinberger 🦞 on Twitter / X
Here’s your monthly reminder that you shouldn’t be prompting coding agents anymore.You should be designing loops that prompt your agents.— Peter Steinberger 🦞 (@steipete) June 7, 2026
Ralph Wiggum as a "software engineer"
How Ralph Wiggum went from 'The Simpsons' to the biggest name in AI right now - Venture Beat 😎Here's a cool little field report from a Y Combinator hackathon event where they put Ralph Wiggum to the test. "We Put a Coding Agent in a While Loop and It Shipped

The Trains Run On Time — peterkaminski.ai
On agentic AI, and whether to board today's train.

Deep Agents
Using an LLM to call tools in a loop is the simplest form of an agent. This architecture, however, can yield agents that are “shallow” and fail to plan and act over longer, more complex tasks. Applications like “Deep Research”, “Manus”, and “Claude Code” have gotten around this limitation by

108 PRs in eight days: Accidentally discovering loop engineering | Brittany Ellich | Offprint
How I shipped 108 PRs in eight days with an agent working my task board: the loop engineering setup, constraints, and lessons that made it work.

AI agent runs amok in Fedora and elsewhere
Agentic AI systems can be used to do a variety of things autonomously on behalf of a human user [...]
Syke — Cross-harness agentic memory
Open-source agentic memory for users and their agents. Syke acts as a live cache across every AI tool you use — Claude Code, Cursor, ChatGPT, Hermes — so what one harness learns, the next one already knows. Local-first.
Syke — Cross-harness agentic memory
Open-source agentic memory for users and their agents. Syke acts as a live cache across every AI tool you use — Claude Code, Cursor, ChatGPT, Hermes — so what one harness learns, the next one already knows. Local-first.



PrimeIntellect-ai/prime-agent
A self-improving RLM agent for coding workflows and long-running autonomous tasks.