vstack 0.47.0
vstack 0.47.0
Organizational behavior, practiced on AI agents. vstack is a curated library
of 34 diagnostic patterns drawn from organizational behavior, social psychology,
and group dynamics — each rewritten for the domain of AI agents rather than
human teams.
Install
pip install valanistack==0.47.0Optional extras: [anthropic], [openai], [ollama], [mcp], [api],
[browser], [langchain], [langgraph], [crewai], [llamaindex],
[pydantic-ai], [adapters], [all].
Docker:
docker pull ghcr.io/valani9/vstack:0.47.0What changed in this release
Citability + positioning: a JOSS software-paper draft and a "why vstack"
comparison.
Added
- JOSS paper draft —
paper/paper.md(+paper/paper.bib), a Journal
of Open Source Software submission draft with a Summary and Statement of
Need, grounded in vstack's real OB citations (Lewin, Edmondson, Lencioni,
Tversky & Kahneman, Staw, Latané et al., and others). The ORCID is a
placeholder flagged for the author to fill before submission. - "vstack vs. eval/observability" comparison table in the README,
clarifying that vstack answers why a run failed and what the fix is —
complementary to eval (pass/fail) and observability (telemetry). - "Citing vstack" README section pointing at
CITATIONS.md,
CITATION.cff, and the paper.
Changed
CITATION.cffbrought current: version0.7.0→0.47.0, "12 invocation
surfaces" → 13, and the adapter list updated to all ten frameworks.
Compatibility
- Documentation/metadata only — no code or API changes. All tests pass.
Verify the install
vstack-doctor # 25+ install checks
vstack-hello # 30-second end-to-end demoResources
- Docs — hosted mkdocs site
- CHANGELOG — full history
- Patterns index — all 34 patterns + literature anchors
- Security policy