Tagged articles

Production ML

2 articles · Page 1 of 1
DataFunSummit
DataFunSummit
Oct 10, 2026 · Artificial Intelligence

Li Auto: Production Agent Bottleneck Is Context Quality, Not Model Capability

Li Auto engineers reveal that production AI Agent failures stem from fragmented context rather than model limits, detailing their ontology-driven four-layer architecture and three architecture iterations that transform context into governable, traceable semantic assets for stable delivery.

AI AgentsArchitecture Trade-offsKnowledge Governance
0 likes · 10 min read
Li Auto: Production Agent Bottleneck Is Context Quality, Not Model Capability
Qborfy AI
Qborfy AI
Oct 10, 2026 · Artificial Intelligence

Evaluating Jev Decision Models: A Production Framework Beyond Vendor Benchmarks

This article presents a comprehensive framework for evaluating Jev decision models in production, covering five key evaluation dimensions, proper dataset construction, fair comparison methodology, four core metrics, offline threshold tuning, gradual rollout strategies, and criteria for deciding when not to adopt Jev.

JevProduction MLcalibration
0 likes · 19 min read
Evaluating Jev Decision Models: A Production Framework Beyond Vendor Benchmarks