Man1Lab v1.2.4
Man1Lab v1.2.4
Interactive Console · Workspace Persistence · Decision Foundation
Release date: 2026-07-09
What's New
Interactive Console
Man1Lab now provides a guided interactive console for AI paper reproduction.
man1labNew console capabilities include:
- Guided workflow with next-step hints
plan-allone-command planning pipeline- Command history and line editing
- Workspace resume
- Improved startup banner and status display
Persistent Workspace
Every stage now produces reusable engineering artifacts.
workspace/
├── analysis/
├── discovery/
├── planning/
└── decision/
Artifacts are automatically persisted, allowing interrupted workflows to resume without repeating completed stages.
Better Decision Quality
Discovery and Execution Planning have been significantly improved.
New capabilities include:
- Research Asset pipeline
- Explainable Confidence
- Decision Trace
- Execution Graph
- Golden Benchmark framework
Planning decisions are now more explainable, consistent, and reproducible.
Platform Runtime
The Runtime layer now manages:
- Resource lifecycle
- Runtime sessions
- Lazy initialization
- Startup profiling
- Multi-provider model management
Improvements
- Improved console guidance
- Better workspace diagnostics
- Resume support across planning stages
- More robust LLM connection handling
- Better prompt resource resolution
- Improved model management
- Expanded regression testing
Compatibility
No breaking changes.
Existing CLI commands, SDK APIs, configuration files, and canonical artifacts remain compatible with previous releases.
Current Workflow
Paper
│
▼
Analysis
│
▼
Research Resource Discovery
│
▼
Execution Planning
│
▼
Execution (Coming Soon)
Execution remains under active development.
Statistics
- 826 tests passing
- Interactive Console
- Multi-provider LLM Platform
- Runtime Architecture
- Workspace Persistence
- Decision Foundation
- Golden Benchmarks
Thank you for using Man1Lab.