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automation
225 postsI put an API behind an x402 paywall for nine days: 1,835 callers, zero payments
longwatch API received 1,835 requests over nine days but zero payments. What does this mean for engineers?
Grabette: An Open System for Recording Robot Manipulation Data
Grabette is an open system for quickly recording robot manipulation data. Users can collect data easily with just a gripper.
The Missing Step Between Agents and Continual Learning
Liang Wenfeng discusses the interaction between agents and continual learning, focusing on the challenge of selecting trustworthy memories.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comNova: Open-Source AI Orchestrator to Manage Your Operations
Nova is an open-source AI orchestrator that manages operations with human approval.
Agentpause: Suspends LLM agents before rate limits, resumes cleanly
Agentpause allows LLM agents to suspend before hitting rate limits and resume seamlessly.
GitLab Packages Duo Agent Flows for Streamlined Multi-Step Runs
GitLab's Duo Agent Flows enhance multi-step run management, ensuring consistent access controls and security measures for delivery teams.
My Agent Submitted 3 PRs in One Evening: 40% of My Messages Were Corrections
An agent session submitted three PRs, but 40% of my messages were corrections. This emphasizes the need for clear role definition.
Auto-Fix is not the Problem, The Signal is the Problem
Harry Wetherald highlights the risks of auto-fixing vulnerabilities and the issue of false positives.
Production Patterns for AI Agent Tool Calling: 8 Lessons from 6 Months
Explore common issues and solutions in LLM tool calling processes.
Claude Code's Self-Improving Autopilot System
Claude Code's autopilot system ensures continuous self-improvement without user input, managing budget and time while avoiding task repetition.