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News
Why Autonomous AI Agents Need a Local Action Firewall: Introducing MCPBouncer
45+ min ago (181+ words) Developers are rapidly connecting autonomous AI coding assistants (Cursor, Claude Desktop, Windsurf, Zed, or custom LLM frameworks) directly to local systems via the Model Context Protocol (MCP). While giving AI access to terminal execution, filesystem tools, and databases dramatically accelerates…...
Data Substrate Versus Vector Db Rag
41+ min ago (1246+ words) This week’s headlines highlight the rapid evolution of AI in China, with models like Qwen and DeepSeek pushing the frontier of capability. But as these models grow more sophisticated, the conversation around how data is stored, queried, and used as…...
Use host.docker.internal to reach local Ollama from Mule
42+ min ago (19+ words) Problem The flow failed with a connection refused error when the configuration used... Tagged with mule, ollama, inferenceconnector, docker....
A question on Discord found two bugs in my RAG system. Fixing them found a third.
1+ hour, 23+ min ago (611+ words) Every test passed. The tests had the same blind spots as the code. A developer saw Ossian's MCP... Tagged with rag, kafka, ai, opensource....
My release smoke test passed on the message that says it failed
1+ hour, 43+ min ago (607+ words) Here is the step, as it had been since the first release: Read the last line on its own. It passes when the released version appears anywhere in the output. Now read what npm prints when the version is not…...
tracehub-mcp: Giving AI Assistants a Real Query Interface Into Your LLM Traces
1+ hour, 34+ min ago (102+ words) The Copy-Paste Problem Here's what debugging an LLM application looks like for most... Tagged with aiengineering, mcp, observability, opensource....
My duplicate-code detector flagged the check I had just written. I deleted the duplication, not the rule.
1+ hour, 28+ min ago (415+ words) A detector in my build looks for repeated code shapes. It caught a ten-line window shared between two checks that I had written deliberately, days apart, believing them to be different. They were not different. They were the same shape…...
One rule set, four places: inline +3,330 tokens, @import +3,442, paths +0 until read
2+ hour, 16+ min ago (79+ words) We put the same 2,004-word rule set in four places and measured the first request of a fresh Claude... Tagged with claudecode, ai, productivity, devtools....
Redis Rate Limits for LLM API Keys and Tenant Quotas
1+ hour, 52+ min ago (822+ words) This post was created with AI assistance and reviewed for accuracy before publishing. Rate limiting a normal API protects your servers. Rate limiting an LLM API protects your bank account. The difference matters, because it changes what you are counting…...
Your AI Agent Isn’t the Problem: Your Documents Are Still Unusable
2+ hour, 53+ min ago (1709+ words) Most AI agent workflows don’t fail because the model is incapable. They fail because the model receives the wrong input. A typical business workflow might start with an invoice PDF, a scanned contract, an Excel spreadsheet, a Word document, an…...