Notes from the local agent layer
Deep dives, release notes, and field reports on memory, orchestration, and verification from the team building Harness CLI.
Which AI Agent Workflow Should You Choose? A Practical Harness CLI Decision Guide
Choose noop, direct, guarded, or planned AI agent workflows with a simple decision table, examples, and verification checklist.
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v4.0 Adaptive Workflow Policy: How Harness CLI Chooses the Right Amount of Process
A practical guide to Harness CLI v4.0's noop, direct, guarded, and planned workflow routes, persistent plans, and evidence gates.
From Raw CLI Commands to a Reliable AI Agent Workflow
Turn a collection of AI CLI commands into a repeatable workflow with routing, edit gates, checkpoints, and verification evidence.
Automation Playbook: Build a Reliable Browser Content Workflow
A practical, human-controlled playbook for browser content operations with queues, review gates, CDP sessions, ContextDB, and measurable outcomes.
v3.6.0: A Safer Token Intelligence Workflow with Headroom and Ponytail
Harness CLI combines RTK, Caveman, Headroom MCP, ContextDB, and a Ponytail-inspired decision gate while keeping client configuration ownership explicit.
Grok Build Is Now a First-Class AIOS Client
Harness CLI now registers xAI Grok Build as a first-class AIOS client — skills, agents, native sync, Codex-shaped TOML MCP, team and harness providers, with runtime id grok-build.
v3.2.0 — Harness 可靠性与技能生命周期升级
连续失败自动中止、紧急压缩第三级、启动前预检、运行时指令注入、手动记忆整理、技能 stale 检测与文件级回滚
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