# Upsonic - Doramagic AI Context Pack > Purpose: pre-work context for the user's host AI. This pack does not prove that the project has been installed, run, or validated. ## Project - canonical_name: `Upsonic/Upsonic` - capability: Build autonomous AI agents in Python. - expected_user_outcome: Build autonomous AI agents in Python. ## Operating Boundaries - Do not claim that the project has been installed, run, called through an API, or used on local files unless separate evidence proves it. - Project facts must come from repo evidence, Claim Graph, or explicit source references. - When a capability is not verified, mark it as unverified instead of completing it as fact. - publish_status: `publishable` - blocking_gaps: none --- ## Doramagic Context Augmentation The following sections strengthen the repository context for a host AI. Human Manual data is a reading route, and pitfall notes become operating constraints. ## Human Manual Outline Usage rule: this is only a reading route and salience signal, not factual authority. Concrete claims must still return to repo evidence or Claim Graph. Host AI hard rules: - Do not treat page titles, section order, summaries, or importance values as factual project evidence. - When explaining the Human Manual outline, state that it is only a reading route or salience signal. - Capability, installation, compatibility, runtime state, and risk claims must cite repo evidence, source paths, or Claim Graph. - **Overview & Getting Started**: importance `high` - source_paths: README.md, src/upsonic/__init__.py, src/upsonic/agent/__init__.py, src/upsonic/agent/agent.py, src/upsonic/agent/autonomous_agent/autonomous_agent.py - **Agent Core Architecture**: importance `high` - source_paths: src/upsonic/agent/agent.py, src/upsonic/agent/base.py, src/upsonic/agent/autonomous_agent/autonomous_agent.py, src/upsonic/agent/autonomous_agent/filesystem_toolkit.py, src/upsonic/agent/autonomous_agent/shell_toolkit.py - **Models, Providers & External Integrations**: importance `high` - source_paths: src/upsonic/models/__init__.py, src/upsonic/models/model_registry.py, src/upsonic/models/model_selector.py, src/upsonic/models/wrapper.py, src/upsonic/models/settings.py - **Knowledge, Storage & Document Processing**: importance `high` - source_paths: src/upsonic/knowledge_base/__init__.py, src/upsonic/knowledge_base/knowledge_base.py, src/upsonic/vectordb/__init__.py, src/upsonic/vectordb/base.py, src/upsonic/vectordb/config.py ## Repo Inspection Evidence - repo_clone_verified: true - repo_inspection_verified: true - repo_commit: `101f0313b0ddb96cd4078354879b2ff57005db29` - inspected_files: `README.md`, `pyproject.toml`, `uv.lock`, `src/upsonic/__init__.py`, `src/upsonic/_griffe.py`, `src/upsonic/_json_schema.py`, `src/upsonic/_output.py`, `src/upsonic/_parts_manager.py`, `src/upsonic/_ssrf.py`, `src/upsonic/_utils.py`, `src/upsonic/agent/__init__.py`, `src/upsonic/agent/agent.py`, `src/upsonic/agent/autonomous_agent/__init__.py`, `src/upsonic/agent/autonomous_agent/autonomous_agent.py`, `src/upsonic/agent/autonomous_agent/filesystem_toolkit.py`, `src/upsonic/agent/autonomous_agent/shell_toolkit.py`, `src/upsonic/agent/base.py`, `src/upsonic/agent/context_managers/__init__.py`, `src/upsonic/agent/context_managers/call_manager.py`, `src/upsonic/agent/context_managers/context_management_middleware.py` Host AI hard rules: - Without repo_clone_verified=true, do not claim that the source code has been read. - Without repo_inspection_verified=true, do not write README, docs, or package-file conclusions as facts. - Without quick_start_verified=true, do not claim that the Quick Start path has run successfully. ## Doramagic Pitfall Constraints These rules come from Doramagic discovery, validation, or compilation findings. The host AI must treat them as operating constraints, not background notes. ### Constraint 1: Installation risk requires verification - Trigger: Project evidence flags a installation risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/Upsonic/Upsonic/issues/603 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 2: Configuration risk requires verification - Trigger: Project evidence flags a configuration risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: capability.host_targets | https://github.com/Upsonic/Upsonic - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 3: Capability evidence risk requires verification - Trigger: README/documentation is current enough for a first validation pass. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: capability.assumptions | https://github.com/Upsonic/Upsonic - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 4: Maintenance risk requires verification - Trigger: Project evidence flags a maintenance risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: evidence.maintainer_signals | https://github.com/Upsonic/Upsonic - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 5: Security or permission risk requires verification - Trigger: no_demo - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: downstream_validation.risk_items | https://github.com/Upsonic/Upsonic - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 6: Security or permission risk requires verification - Trigger: no_demo - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: risks.scoring_risks | https://github.com/Upsonic/Upsonic - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 7: Security or permission risk requires verification - Trigger: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/Upsonic/Upsonic/issues/596 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 8: Security or permission risk requires verification - Trigger: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/Upsonic/Upsonic/issues/619 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 9: Security or permission risk requires verification - Trigger: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/Upsonic/Upsonic/issues/609 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 10: Security or permission risk requires verification - Trigger: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/Upsonic/Upsonic/issues/609 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.