Notes from the local agent layer

Deep dives, release notes, and field reports on memory, orchestration, and verification from the team building AIOS.

FEATURED

AIOS2 min read

v5.8.2: Plans stop jumping the gun, and AIOS now speaks WorkBuddy

AIOS v5.8.2 stops plans from advancing themselves when a subagent reports success without a task id, and adds WorkBuddy as a fully-supported client — native instructions, MCP, 24/24 skills, and harness driving via the bundled codebuddy CLI.

RTRexAI Team2026-08-29

赞助 · Sponsor imklom.im AI 做图 · 一句话生成高质量图片 / AI image generation.

赞助 · Sponsor RexAI 工具站 免费无广告的在线 AI 工具集 / Free no-ad online tools.

All posts 50 articles

AIOS3 min read v5.8.1: No More Frozen Agents — aios-shell Stall Fix and LLM-Judged Requirements Clarification AIOS v5.8.1 fixes the aios-shell MCP stall that froze opencode/codex mid-command, and replaces regex-based ambiguity detection with LLM semantic judgment — grilling happens in-execution, one decision at a time. AIOS3 min read v5.8.0: AIOS Learns Safely — Session Memory, Evidence Gates, and Governed Self-Evolution AIOS v5.8.0 closes the broken memo trigger chain and adds a governed self-evolution pipeline with deterministic acceptance checks, canary promotion, rollback, and version update notices. AIOS5 min read v5.6.1: Plan-Driven Multi-Agent Dispatch — aios work Reads Your Plan v5.6.1 makes aios work plan-driven: eligible tasks from the active structured plan become parallel work items with dependencies, owned paths, and acceptance criteria — no more implicit decomposition. AIOS4 min read v5.6.0: Parallel Multi-Agent Coding with One Command — aios work v5.6.0 adds aios work: one command turns any task into a planned, concurrent multi-agent dispatch — plan, implement, review, and security-check with a merge gate, instead of waiting on a single agent. Graph Engine6 min read Graph Engine Locally: AIOS Composes Loop Engineering Into a Verifiable Agent Graph How AIOS implements the Graph Engine locally — composes the Loop Engineering toolkit (verifier, exit conditions, state files) with graph nodes, edges, shared state, and failure routing into a verifiable agent graph. Compared with LangGraph, CrewAI, AutoGen. AIOS1 min read v5.5.1: Evidence-Driven Agent Lifecycle Promotion v5.5.1 removes the hardcoded Agent promotion bottleneck: every canonical role is smoke-tested by default and verified managed evidence promotes it into live workflow orchestration.