Agentic Systems Articles

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3/3/2026 • EN

An AI Odyssey, Part 1: Correctness Conundrum

Discusses the reliability challenges and lack of provable correctness guarantees in current AI systems, despite their productivity benefits.

Agentic Systems AI Models AI Reliability Correctness Technical Unpredictability

John D. Cook

2/10/2026 • EN

Structured Context Engineering for File-Native Agentic Systems

A research paper analyzes LLM performance on SQL generation tasks using different structured data formats and large schemas, comparing frontier and open-source models.

Agentic Systems Context Engineering llm SQL Generation Structured Data

Simon Willison

2/10/2026 • EN

Structured Context Engineering for File-Native Agentic Systems

Research paper analyzes LLM performance on large SQL schemas, comparing 11 models across 4 data formats for structured context engineering in agentic systems.

Agentic Systems Context Engineering llm SQL Generation Structured Data

Simon Willison

Agentic Systems Articles

An AI Odyssey, Part 1: Correctness Conundrum

Structured Context Engineering for File-Native Agentic Systems

Structured Context Engineering for File-Native Agentic Systems

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