REFLEX — Reflexive Evidence-based Loop for UI Development
Project description
iil-reflex
REFLEX — Reflexive Evidence-based Loop for UI Development
Evidence-based UI development methodology with LLM-powered domain agent, UC quality checker, and failure classifier. Pure Python — no Django dependency.
Architecture
reflex/
├── agent.py # DomainAgent (variable domain, LLM-powered)
├── quality.py # UC Quality Checker (11 criteria, rule-based)
├── classify.py # Failure Classifier (decision tree + LLM)
├── config.py # ReflexConfig from reflex.yaml
├── providers.py # KnowledgeProvider, DocumentProvider (Protocol)
├── types.py # Dataclasses (Results, Questions, Entries)
└── templates/ # promptfw .jinja2 templates (6 templates)
Installation
pip install iil-reflex
# Optional: Playwright for Zirkel 2
pip install iil-reflex[playwright]
Quick Start
from reflex.agent import DomainAgent
from reflex.config import ReflexConfig
from reflex.quality import UCQualityChecker
# 1. Load hub config
config = ReflexConfig.from_yaml("reflex.yaml")
# 2. UC Quality Check (rule-based, no LLM needed)
checker = UCQualityChecker(config)
result = checker.check(uc_text="...", uc_slug="sds-upload")
print(f"Score: {result.score_percent}%, Passed: {result.passed}")
# 3. Domain Agent (LLM-powered)
agent = DomainAgent(
config=config,
llm=your_llm_provider,
knowledge=your_knowledge_provider, # optional
documents=your_document_provider, # optional
)
research = agent.research("SDS Upload Pipeline")
questions = agent.generate_interview(research)
kb = agent.distill_kb(research, expert_answers={...})
Hub Configuration (reflex.yaml)
hub_name: risk-hub
vertical: chemical_safety
domain_keywords: ["SDS", "CAS", "GHS", "REACH"]
quality:
min_acceptance_criteria: 2
max_uc_steps: 7
require_error_cases: true
viewports:
- {name: mobile, width: 375, height: 812}
- {name: desktop, width: 1280, height: 800}
htmx_patterns:
banned: ["hx-boost"]
required_on_forms: ["hx-indicator"]
permissions_matrix:
/substances/: {anonymous: 302, viewer: 200, admin: 200}
Provider Pattern
All external dependencies use Protocols (Dependency Inversion):
from reflex.providers import KnowledgeProvider, LLMProvider
class OutlineProvider(KnowledgeProvider):
def search(self, query, limit=5):
return mcp3_search_knowledge(query, limit=limit)
class GroqProvider(LLMProvider):
def complete(self, messages, action_code=""):
return groq_client.chat(messages=messages)
Mock providers included for testing:
MockKnowledgeProvider, MockDocumentProvider, MockLLMProvider
REFLEX Methodology
Three quality circles — no artifact without evidence:
- Zirkel 0 — Domain KB (DomainAgent + Expert sign-off)
- Zirkel 1 — UC Quality (11 criteria, 100% score required)
- Zirkel 2 — Playwright Tests (1 test per acceptance criterion)
Failure Classification:
- UC_PROBLEM → UC needs revision (Zirkel 1 restart)
- UI_PROBLEM → Wireframe needs fix
- INFRA_PROBLEM → Server/browser/network issue
Dependencies
iil-promptfw>=0.7.0— prompt template renderingpyyaml>=6.0— config file parsing- Optional:
playwright— for Zirkel 2 test execution
Related
- ADR-162 — Full ADR
- iil-promptfw — Prompt framework
- Platform: achimdehnert/platform
License
MIT
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