Work in Progress: Spynel — One Conversation, Many Agents at Work
Jan Tomášek previews Spynel, a new orchestration layer that turns established AI coding harnesses into one durable, review-driven workflow from desk or phone.
Agent Zero Articles
Articles, guides, research, and practical insights from Agent Zero.
Agent Zero v2.8: Faster WebUI, Chat Controls, & Extensible Bundles
v2.8 adds live stop controls, faster cached WebUI loading, extension manifests, chat naming and pinning plugins, lazy message rendering, and stronger native Responses handling.
No More Python Dependency Pain
Depfix lets ordinary Python imports pin versions, run conflicting packages side by side, and install on demand—without another virtualenv fight.
Agent Zero v2.7: Reliable Responses, Cerebras, & Browser Proxies
v2.7 makes response handling more dependable, adds Cerebras and project-scoped Browser proxies, verifies remote Linux computer-use targets, and fixes prompt, parallel-call, and Codex OAuth behavior.
Agent Zero v2.6: Resumable Compaction, Durable Shells, & Browser Reliability
v2.6 consolidates goals, keeps compacted chats resumable and secret-safe, makes shell and task lifecycles more dependable, and hardens Browser, connector, response, extension, and WebUI behavior.
Custom or General Purpose Harness? Wrong Question.
Why the real AI agent harness choice is not custom versus general-purpose, but closed versus composable, transparent, and safely supervised.
Agent Zero v2.5: Global Model Presets, Launcher Host Access, & LaTeX Chat
v2.5 unifies model presets, adds LaTeX chat rendering and Launcher-owned host access, expands the Editor, hardens Desktop sessions, and improves runtime, extension, and WebUI reliability.
Agent Zero v2.4: Crash-Safe Chats, Gemini Orchestration, & Interface Controls
v2.4 protects chat data and agent loops, expands orchestration and provider choices, adds responsive interface controls, and makes terminal, command, OAuth, preset, and self-update behavior more dependable.
Agent Zero v2.3: Faster Browser Streaming, Orchestration, & Goals
v2.3 delivers faster, more resilient Browser streaming, flexible per-chat and host-browser controls, three new built-in workflow plugins, cleaner skill and project context, and broad provider, tool, and WebUI reliability improvements.
Agent Zero v2.2: In-Chat Model Setup, Streaming Fallbacks, & UI Polish
v2.2 smooths first-run model setup, makes provider choices more explicit, hardens streamed fallback behavior, and polishes everyday chat, memory, and WebUI workflows.
Agent Zero v2.1: Responses Fallbacks, MCP Images, & Reliability Fixes
v2.1 is a focused reliability release for provider compatibility, multimodal MCP output, streamed tool parsing, message replay, backups, and skills tooling.
Agent Zero v2.0: Parallel Tools, Responses API, & MCP Redesign
v2.0 is a major release focused on stronger tool orchestration, native model transport, richer project configuration, safer skill workflows, and a more polished WebUI for daily agent work.