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Ralph

2 articles · Page 1 of 1

Sep 12, 2026 · Artificial Intelligence

Why Your DeepSeek Harness Agent Stops: It's Not a Bug, It's Authorization

DeepSeek Harness uses three distinct continuation mechanisms—Goal, Ralph, and Workflow—each with explicit trade-offs: Goal requires human resume due to non-persisted activation, Ralph runs fresh sessions with shared workspace, and Workflow lets models write orchestration scripts in isolated worker threads.

AI agentsDeepSeek HarnessGoal mechanism

0 likes · 24 min read

Why Your DeepSeek Harness Agent Stops: It's Not a Bug, It's Authorization

Tech Minimalism

Feb 23, 2026 · Artificial Intelligence

From PRD to Code: How Ralph’s Autonomous AI Agent Loop Automates Development

Ralph uses a simple Bash‑loop architecture to launch a fresh AI instance for each PRD task, storing state in Git, progress.txt and prd.json, then iteratively runs quality checks, commits code, and updates documentation, enabling end‑to‑end automated development from specification to production.

AI automationBash loopCI/CD

0 likes · 18 min read

From PRD to Code: How Ralph’s Autonomous AI Agent Loop Automates Development