I've been running an AI agent that makes tool calls to various APIs, and I added a logging layer to capture exactly what was being sent vs. what the tools expected. Over 84 tool calls in 72 hours, 31 of them (37%) had parameter mismatches — and not…
I’ve spent more than two years building an agentic AI platform, working daily with GPT, Claude, and lately Gemini LLM models in real-world production code. They’re powerful; but if you watch closely, you’ll see something unsettling. They don’t just wri…
I am doing my PhD research and used AI over the last 2Y but really thinking to stop. Most of the tools are becoming useless exact Anthropic Claude Opus that cost a fortune. If AI helped me before , it’s now , not only not helping at all but misleading …
Many people have pointed out that ChatGPT 5.5 appears to be twice as expensive as 5.4 based on API pricing, which makes it look pricier than Opus 4.7. But the comparison is not that simple. GPT 5.5 is significantly more token-efficient in practic…
The Canvas of the HQ Finally had enough and decided to make an interface that will let me use Claude code in as many terminals as I want. The canvas has a node for every project and folder you have, and the center "HQ Node" opens to my comman…
Posted a few days ago about how I built offscreen events for AI companions. The discussion here was genuinely useful — wanted to close the loop. A few things I shipped based on what came up: The surfaced_at flag suggestion from u/ultrathink-art was the…
I created an [Activation Lab](https://github.com/cstefanache/llmct) tool that can be seen as an MRI machine for AI. It captures snapshots of every single layer inside a language model while it processes a conversation. It allows you to fully understand…
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Hey everyone, I’ve been using Claude.ai with a custom skill setup inside a Project. Basically I have a folder of Markdown files (SKILL.md files) that act as persistent instructions for Claude. Each skill has a name, a description, a trigger condition a…
