Tagged "code-analysis"
10 articles tagged code-analysis, 20 February 2026 to 25 July 2026. Newest first.
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Show HN: TS Compiler Knowledge Graph Reducing AI Tokens About 90%
A novel approach using TypeScript compiler knowledge graphs to reduce LLM context requirements by 90%, enabling faster and more efficient local inference.
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Legacy System Analysis with AI Reveals Modern Architecture Under the Hood
An interesting case study shows how AI successfully analyzed a 40-year-old legacy system and identified that its underlying architecture was far more modern than expected. This demonstrates AI's emerging utility in code comprehension tasks suitable for local deployment.
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ScopeGuard 0.0.7: Go Linter with Model Context Protocol Support
ScopeGuard, a Go linter for scope and shadow issues, now includes Model Context Protocol (MCP) support, enabling integration with local AI coding tools. This bridges traditional developer tooling with local LLM-powered code analysis.
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The New Linux Kernel AI Bot Uncovering Bugs Is A Local LLM On Framework Desktop + AMD Ryzen AI Max
The Linux kernel project deploys a local LLM-based bug detection system running on Framework laptops powered by AMD Ryzen AI Max processors, demonstrating practical enterprise deployment of on-device inference.
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Slop-scan – Detect AI Code Slop Patterns in Your Repo
Slop-scan is a new tool for identifying AI-generated code patterns in repositories, helping developers maintain code quality standards when using AI assistance for local and remote model-assisted development.
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DeepSeek-R1 Chain-of-Thought Debugging: A Developer's Guide
A practical developer guide for leveraging DeepSeek-R1's chain-of-thought reasoning capabilities for debugging and troubleshooting, with techniques applicable to local deployments.
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Reverse-Engineering the Apollo 11 Code with AI
Researchers use AI systems to reverse-engineer and understand the Apollo 11 codebase, demonstrating practical applications of local LLMs in code analysis and historical software preservation.
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Reverse engineering a DOS game with no source code using Codex 5.4
A developer demonstrates running specialized inference tasks—reverse-engineering legacy code—using a local instance of Codex, showcasing capability depth in locally-deployed code models.
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Show HN: RedDragon – LLM-Assisted IR Analysis of Code Across Languages
An open-source tool leveraging LLMs for intermediate representation analysis and code interpretation across multiple programming languages, enabling local-first code analysis workflows.
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Qwen3 Coder Next 8FP Demonstrates Exceptional Long-Context Performance on 128GB System
Qwen3 Coder Next 8FP successfully processed 12+ hours of continuous Flutter documentation conversion with 64K max tokens, utilizing 102GB of 128GB system memory. This showcases the model's capability for demanding real-world document processing tasks on high-end local hardware.