Understand the technology before you put it into production.
The global auto mode is only part of the permission decision. Follow per-tool overrides, directory scope and restored settings through a copied-runbook exercise.
Scion reduces repeated repository work for online agents. Its cache hierarchy explains why warm checkout speed and fleet recovery need different tests.
Run an AI agent with useful access to files and services, then test exactly where OpenShell stops it. A hands-on guide to sandboxes, policy, credentials, and SRE workflows.
Helion places CPU agent loops, token routing, GPU inference and supporting services in separate capacity zones that still share one task outcome.
Test selective recall, corrected state, tool-failure recovery, clarification, and the independent destination result before trusting a long-running agent.
Bind the schedule to a model, tools, input state, destination and acceptance evidence, then reconcile the actual run before retrying or declaring success.
Compare reference and speculative paths for token-level equivalence, then run a separate capacity trial so speed cannot conceal a serving-contract change.
A coding agent's tools and testing policy help determine its benchmark result. Understand what was compared before choosing a setup for your team.
Measure cached input against total input, locate the prefix miss boundary, and judge cache changes beside latency, task cost and correction work.
ninfer-ext trades a smaller EXL3 file for more decoding work in its published tests. The saved memory matters when it lets a request fit that would otherwise fail.
The desktop preview packages a configurable coding agent. Its plugins determine which model answers, which files it can read, and where commands run.
Meet Pi, the open-source terminal agent built for people who want to shape their tools. Learn its history, uses, setup, model choices, costs and customization.
