Nexus

Cognitive strategy engine — self-hosted Mistral 7B, zero external AI cost

1 min read

Nexus analyzes sites and synthesizes optimal extraction plans. Use it when you don't know which modules to use or the site has complex structure requiring multiple steps.

analyze

result = client.nexus.analyze("https://example.com")
print(result.page_type, result.complexity_level, result.strategy)

synthesize

plan = client.nexus.synthesize(
    perception_id=result.perception_id,
    timeout=90,
)
print(plan.strategy_id, plan.strategy_name, plan.generated_code)

verify

result = client.nexus.verify(strategy_id=plan.strategy_id)
print(result.is_safe, result.risk_score, result.violations)

execute

result = client.nexus.execute(
    strategy_id=plan.strategy_id,
    url="https://example.com",
)
print(result.success, result.records)

knowledge

kb = client.nexus.knowledge(
    execution_result_id=result.execution_result_id,
)
print(kb.learned_concepts, kb.learned_patterns)

Next steps

• Parlyr vs NEXUS guide — when to use each AI module
• Advanced modules — module overview
• Choosing an approach — decision tree