Thomas Wiegold

Blog

Insights on AI solutions, web development, and modern software engineering practices.

25 articles published

AI Solutions

Do LLMs Actually Understand Code? The Evidence

Do LLMs truly understand code or just match patterns? 2024-25 research reveals a surprising paradox—and what it means for your development workflow.

LLMCodeResearch
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AI Solutions

Gemini 3 Flash: Why Google's Budget Model Is My New Default

Google's Gemini 3 Flash beats GPT-5.2 benchmarks at 3.5x lower cost. Here's why this workhorse model changes the economics of AI in production apps.

GoogleGeminiFlash+1
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AI Solutions

JetBrains Shuts Down Fleet, Bets Everything on Agentic AI with Air

JetBrains kills Fleet after 4 years in preview. Its replacement, Air, wants you to stop coding and start supervising AI agents instead. Here's what happened.

JetbrainsAirFleet+1
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code

Claude API Memory Tool: Build Agents That Learn

Claude's Memory Tool lets your AI agents retain knowledge across sessions. Learn how to implement persistent memory without building your own solution.

ClaudeAPIMemory+1
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AI Solutions

Claude Opus 4.5 Review: Anthropic's New Coding Model Breaks Records

Claude Opus 4.5 achieves 80.9% on SWE-bench with 67% lower costs. Hands-on review of the new effort parameter, token efficiency, and real coding performance.

AnthropicClaudeOpus+1
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AI Solutions

Google Gemini 3 Hits #1 on LMArena: A Developer's Honest First Impressions

Gemini 3 Pro hits #1 on LMArena with 1501 Elo. A developer's honest first impressions and testing plan vs Claude Sonnet 4.5 for real coding work.

GoogleGeminiLLM
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code

Claude API Structured Output: Complete Guide to Schema-Guaranteed Responses

Claude API structured output uses constrained decoding to guarantee JSON schema compliance. Learn implementation, best practices, and production gotchas.

ClaudeAPIJSON+2
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AI Solutions

ChatGPT 5.1 Changes: What's New for Work and Development

ChatGPT 5.1 brings 2x speed on simple tasks, professional tone controls, and new developer tools. Learn the key changes vs GPT-5 and migration tips.

chatgptopenai5.1
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AI Solutions

AI for Marketing: Complete Guide to AI-Powered Marketing in 2025

Discover how 76% of SMBs use AI for marketing to save 7.3 hours weekly and boost revenue 88%. Practical guide to AI digital marketing, content creation, and advertising that actually works.

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