#aicontext — Public Fediverse posts

The common cause of AI-generated bugs isn't faulty logic, but rather a complete lack of infrastructure context.

By tunneling an MCP server into your Upsun environment through the CLI, your AI assistants can finally see database schemas and live configurations instead of guessing.

This secure connection lets tools like Cursor check their suggestions against a replica of your production data without risking your live site.

👉 https://upsun.com/blog/mcp-server-ai-ide-context/

#ModelContextProtocol #DevTools #AIContext

via @dotnet : Instructions Hygiene – What Frontier Models Still Need You to Say

https://ift.tt/qPefhUp
#InstructionsHygiene #FrontierModels #AIContext #ContextEngineering #RepoInstructions #CodeRepositories #SoftwareEngineering #ModelGuidance #ContextBudget #Hig…

The Poisoned Well: When Your AI Partner Suddenly Turns into a Stranger

I thought I had a collaborative partner. One silent system change proved I had a hallucinating stranger.

Welcome to my latest mini-series, The Poisoned Well. In this three-part deep dive, I will explain how and why data corruption and memory loss occur in AI models, even in fresh, newer chats, and why it happens when you least expect it.

https://airecoverycollective.substack.com/p/the-poisoned-well-when-your-ai-partner

#aihallucination #ai #AIcontext #gaslighting #aifailure

OpenAI Adds New ‘Company Knowledge’ Feature, Letting ChatGPT Tap Into Internal Data

#AI #OpenAI #ChatGPT #EnterpriseAI #CompanyKnowledge #KnowledgeManagement #AIatWork #AIContext

https://winbuzzer.com/2025/10/24/openai-adds-new-company-knowledge-feature-letting-chatgpt-tap-into-internal-data-xcxwbn