Reasoning effort only matters when the agent can't run tests
A Reddit post argued Opus 5 codes worse at higher reasoning effort. I swept all five effort levels, 155 runs. With tests available every level went 18 for 18. With tests hidden, solves went from 0 to 8 out of 13.
Coding ability is not what separates frontier models
Five frontier models ran the same 410 coding-agent tasks, traced into Latitude. Capability tied; cost, speed, and refusals did not. What actually separates them and how to choose.
How We Built a System for Agents to Fix Themselves
Wire a self-healing loop for your AI agent in seven steps: telemetry, semantic search, annotations, Signals, generated evaluations, coding-agent dispatch, and a regression test in CI.
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EvaluationEngineering deep-dive10 minMay 12, 2025Latency Optimization in LLM Streaming: Key TechniquesEngineering deep-dive13 minMay 10, 2025How to Design Fault-Tolerant LLM ArchitecturesHow-to guide10 minMay 9, 2025Multi-Modal Context Fusion: Key TechniquesEngineering deep-dive10 minMay 6, 2025Pre-Labeled Data: Best Practices for LLMsHow-to guide8 minMay 5, 2025How JSON Schema Works for LLM DataEngineering deep-dive9 minMay 3, 2025Ultimate Guide to LLM Caching for Low-Latency AIHow-to guide11 minMay 2, 2025Ultimate Guide to Domain Vocabulary for LLM Fine-TuningHow-to guide9 minApril 30, 2025How to Reduce Bias in AI with Prompt EngineeringHow-to guide9 minApril 29, 2025How To Improve LLM Factual AccuracyHow-to guide10 minApril 21, 2025Quantitative Metrics for LLM Consistency TestingEngineering deep-dive4 minApril 19, 2025Ultimate Guide to Metrics for Prompt CollaborationHow-to guide4 minApril 18, 20255 Metrics for Evaluating Prompt ClarityHow-to guide6 minApril 16, 20255 Patterns for 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EnvironmentsHow-to guide10 minJanuary 1, 2025Prompt Engineering vs Traditional Programming: Key DifferencesComparison8 minDecember 31, 2024How to Build Scalable LLM Features: A Step-by-Step GuideHow-to guide11 minDecember 30, 202410 Best Practices for Production-Grade LLM Prompt EngineeringHow-to guide5 min