Lounge›Insight
Key concepts and the latest issues in crypto, stocks and AI, explained
Lounge›Insight
Key concepts and the latest issues in crypto, stocks and AI, explained

An agent that shines in a demo can still loop, overspend or take the wrong action with real users. Here are the four launch gates to clear first: evals, hard limits, human approval and monitoring.

APR Corp, the company behind Medicube and the AGE-R beauty device line, earns more than 80% of its revenue abroad. Here is what drove its Korean-listed shares in 2026 and which earnings metrics matter most, as of October 2026.

An AI detector score is a lead, not proof. Using OpenAI's withdrawn classifier, studies on false positives, a popular humanizer model and new research on AI-involved code, here is how far you can trust detection results.

OnlyAgent (OA) jumped to the top of CoinGecko's trending list less than a day after launch. Here is what the project claims, how to avoid look-alike tokens, and which on-chain numbers to check first.

x402 turns HTTP 402 Payment Required into a working payment handshake: the server quotes a price, the client signs a stablecoin payment and retries. Here is how the flow works, what it costs and where it can go wrong.

Use offline evals to catch regressions before release, then use traces and online evals to watch real behavior. A practical map of tasks, graders, pass^k and production monitoring.

Mistral AI released Mistral Large 4 as a paid public preview on October 6, 2026. Here is what the official docs say about its architecture, context and pricing, how it compares with Large 3, and what to verify before you build on the API.

A practical guide to Singapore dividend stocks as of October 2026: bank stocks versus S-REITs, Singapore tax rules for individuals and foreign investors, MAS leverage limits and a step-by-step checklist.

Universal High Income (UHI) hit #1 on CoinGecko's trending list. Here is what the token actually is, why the 'income' in its name is a narrative rather than a payout, what its market data showed on October 22, 2026, and how to avoid buying a same-ticker lookalike.