iFadedTooth
3.2K posts

iFadedTooth
@iCryptooth
All things are possible through our Lord and Saviour. Crypto and Tooth enthusiast 🦷 / no Risk, no Story



The #1 criticism I've received about the self-improving multi-agent framework is that you can't control the agents' outputs. So I built a “Subconscious agent.” Inspired by @karpathy’s autoresearch, it’s an LLM process that continuously looks for useful problems to solve. All day long it contextualizes data, connects ideas, and stress-tests assumptions before anything reaches the main agent. Once the Subconscious has a tested good idea, it brings it to the Main agent to be pressure-tested further. The flow looks like this: - [IDEA] Subconscious surfaces a promising idea - [CHALLENGE] Main agent attacks it, questions it, and asks for proof - [DEFEND] Subconscious strengthens the case - [REVISE] Subconscious improves the idea based on feedback - [REJECT] Main agent kills weak ideas - [ACCEPT] Main agent approves ideas worth implementing - [SHELVE] rejected ideas get logged for future learning Hard rules: - max 3 challenge rounds - every idea needs evidence and reasoning - every implementation runs in a sandbox The two agents will go back and forth until the idea is either accepted or rejected. This runs all day long. I’m using Hermes agent frame for both agents, the Subconscious has its own profile to concentrate on surfacing ideas 24/7. The Subconscious runs on a local Qwen3.5 9B model, while the main agent uses ChatGPT 5.4 mini. If you don’t have a local LLM, OpenRouter should work too. The goal is simple: more magic, less noise. If this gets traction, I’ll share the full setup in an article.



Life since I started calling myself a "high-risk investor" instead of a "memecoin trader"

🇬🇧 When the Gulf is in crisis, everyone watches oil prices. But the real nightmare scenario isn’t oil, it’s water. The GCC countries (especially Saudi, UAE, Qatar, Bahrain) get almost all their drinking water from coastal desalination plants. One major plant in Saudi Arabia supplies over 90% of Riyadh’s water. Unlike oil, you can’t easily stockpile water or ship it in from somewhere else. If those desalination plants get seriously hit, entire cities could face acute water shortages in a matter of days. Two plants have already been struck. Even if the damage was limited, the precedent is terrifying. Oil shocks hurt economies, but water shocks can break societies. This is the vulnerability almost nobody wants to talk about. Source: CaspianReport YT


IRANIAN WATER CRISIS 🔴 Mashhad’s water system is nearing collapse, with 4 major dams now effectively offline, according to local authorities. Separately, Tasnim reports that roughly 53% of Iran’s total dam capacity is empty.

Dex paid. $NIPPLE


インターネット資本市場 金融の未来はSolana


@VoidKittyDev I am on every night at 9PM EST












