atlas
★ 47
vs
Auto-claude-code-research-in-sleep
★ 11.0k
atlas vs Auto-claude-code-research-in-sleep
atlas: Atlas is an open-source local-first cognitive memory system that implements AGM-compliant belief revision on a property graph. It adds a propagation engine called Ripple that recomputes downstream beliefs when an upstream fact changes. The system runs entirely on your laptop and includes a hash-chained ledger, continuous ingestion from multiple sources, and API surfaces for integration.; Auto-claude-code-research-in-sleep: Auto-claude-code-research-in-sleep (ARIS) is a set of custom Claude Code skills for autonomous ML research workflows. It orchestrates cross-model collaboration, with Claude Code executing research tasks and an external LLM (like GPT-5.4) critically reviewing. This system can autonomously discover ideas, run experiments, and write/refine research papers, allowing researchers to wake up to ready-to-submit results.
01
TL;DR
Choose atlas if…Pricing change invalidates positioning: updating a program price triggers reassessment of all value claims that depended on the old price.
Choose Auto-claude-code-research-in-sleep if…Explore new research areas and discover novel ideas through literature surveys and brainstorming.
02
Side-by-Side Comparison
03
Features
atlas01AGM-compliant belief revision (49/49 postulates verified)
02Ripple propagation engine for downstream belief reassessment
03Hash-chained SHA-256 ledger with tamper detection
04Continuous ingestion from 6 streams (Obsidian, Limitless, Screenpipe, etc.)
05MCP, HTTP, and gRPC API surfaces with adapters for agent runtimes
Auto-claude-code-research-in-sleep0118 composable skills for flexible workflow chaining.
02Automated idea discovery including literature survey, brainstorming, novelty check, and GPU pilot experiments.
03Autonomous multi-round review loop to iteratively improve research with experiments.
04Comprehensive paper writing pipeline from narrative to submission-ready LaTeX/PDF.
05Cross-model collaboration for adversarial review, breaking single-model blind spots.
04
Use Cases
atlas↳Pricing change invalidates positioning: updating a program price triggers reassessment of all value claims that depended on the old price.
↳Partner or person status change: a team member leaving triggers confidence drops in decisions and commitments that depended on them.
↳Deadline slips: a milestone moving weeks later triggers re-evaluation of all downstream project beliefs and contradictions.
Auto-claude-code-research-in-sleep↳Explore new research areas and discover novel ideas through literature surveys and brainstorming.
↳Automate the iterative review and refinement of research projects, including running experiments, until submission-ready.
↳Transform research narratives into submission-ready academic papers with a full writing and formatting pipeline.
05
Best For
atlasTrendingWorkflow AutomationVision / Multimodal
Auto-claude-code-research-in-sleepTrendingMulti-AgentWorkflow Automation
FAQ
FAQ
What is the difference between atlas and Auto-claude-code-research-in-sleep?
Both atlas and Auto-claude-code-research-in-sleep are in the Vision / Multimodal category. atlas has 47 stars, while Auto-claude-code-research-in-sleep has 11.0k stars.
Which is better, atlas or Auto-claude-code-research-in-sleep?
The best choice depends on your use case. Choose atlas if Pricing change invalidates positioning: updating a program price triggers reassessment of all value claims that depended on the old price., and Auto-claude-code-research-in-sleep if Explore new research areas and discover novel ideas through literature surveys and brainstorming..
Is atlas free or open source?
Yes, atlas is open source on GitHub (NOASSERTION).
Is Auto-claude-code-research-in-sleep free or open source?
Yes, Auto-claude-code-research-in-sleep is open source on GitHub (MIT).
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