Structured thinking methodology as infrastructure. Five phases. Works standalone, with an LLM, or with the Doorway AGI engine.
Project description
VantagePoint
Created by Luke H · doorwayagi.com
Structured thinking methodology as an installable Python package. Five phases: provocation, expedition, vantage, paths, receipt.
Part of Doorway. Works completely standalone.
Install
pip install vantagepoint-doorway
Or from source:
pip install -r requirements.txt
Three Operating Modes
VantagePoint auto-detects its mode from environment variables:
| Priority | Env Var | Mode | What Powers Analysis |
|---|---|---|---|
| 1 | DOORWAY_API_URL |
Doorway | Full geometric reasoning at every step |
| 2 | ANTHROPIC_API_KEY |
LLM | AI-assisted analysis, no geometric layer |
| 3 | Neither | Standalone | User drives all analysis manually |
# Standalone — no env vars needed
# Doorway mode (takes priority if both set)
export DOORWAY_API_URL=http://localhost:8000
# LLM mode (used only if DOORWAY_API_URL not set)
export ANTHROPIC_API_KEY=sk-ant-xxx
# Optional: cloud chain sync
export PRUV_API_KEY=pv_live_xxx
All five phases run in every mode. The mode determines what powers the analysis, not what analysis is available.
CLI
# Start the API server (port 8001)
python cli.py serve
python cli.py serve --port 9000
# Start an interactive session
python cli.py run "Our deploys keep breaking"
API Endpoints
VantagePoint runs on port 8001. All session endpoints follow the methodology phases.
Health
GET /health
→ {"status": "ok", "engine": "vantagepoint", "mode": "standalone"}
Provocation
POST /session/start
{"friction": "Our deploys keep breaking"}
→ {"session_id": "...", "mode": "standalone", "phase": "provocation"}
POST /session/{id}/calibrate
{"what_wrong": "CI fails randomly", "how_long": "3 months", "what_right": "zero-flake pipeline"}
→ {"friction_statement": "Friction: ..."}
POST /session/{id}/provocation/complete
→ {"phase": "expedition"}
Expedition
POST /session/{id}/expedition/expand
{"focus": "CI infrastructure"} (focus is optional)
→ {"prompt": "...", "instruction": "..."} (standalone)
→ {"nodes_added": [...], "threshold": 0.5, "recommendation": "continue"} (llm/doorway)
POST /session/{id}/expedition/node
{"label": "Jenkins is CI", "node_type": "ground", "significance": 0.9}
→ {"id": "...", "label": "...", "type": "ground", "significance": 0.9}
POST /session/{id}/expedition/assumption
{"statement": "staging required", "classification": "convention", "evidence": ""}
→ {"statement": "...", "classification": "convention", "evidence": ""}
Vantage
POST /session/{id}/vantage/consolidate
→ {"territory_covered": 5, "ground": 2, "convention": 2, "unknown": 1, ...}
POST /session/{id}/vantage/goal
{"goal": "Eliminate CI flakiness"}
→ {"goal": "Eliminate CI flakiness"}
POST /session/{id}/vantage/complete
→ {"phase": "paths"}
Paths
POST /session/{id}/paths/generate
→ {"paths": [{"path_id": "A", "label": "Maximum divergence", ...}, ...]}
POST /session/{id}/paths/commit
{"path_id": "B"}
→ {"chosen_path": {...}, "phase": "receipt"}
Receipt
POST /session/{id}/receipt
→ {"session_id": "...", "chain": {"chain_verified": true, ...}, ...}
Session State
GET /session/{id}
→ Full session state as JSON
Python API
from main import (
start_session, calibrate, complete_provocation,
add_node, classify_assumption,
consolidate, set_goal, complete_vantage,
generate_paths, commit_path,
generate_receipt,
)
session = start_session("Our deploys keep breaking")
calibrate(session, "CI fails randomly", "3 months", "zero-flake pipeline")
complete_provocation(session)
add_node(session, "Jenkins is CI", "ground", 0.9)
classify_assumption(session, "staging required", "convention")
session.advance_phase("vantage")
consolidate(session)
set_goal(session, "Eliminate CI flakiness")
complete_vantage(session)
paths = generate_paths(session)
commit_path(session, "B")
receipt = generate_receipt(session)
print(receipt["chain"]["chain_verified"]) # True
Testing
python -m pytest tests/ -v
License
Apache License 2.0 · © 2026 Doorway
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