Ki-Trading

Is Trading Edge Getting Harder to Find in 2026? The Algo Trading Community Weighs In TL;DR The algo trading community on Reddit is actively debating whether finding a genuine trading edge has become significantly harder heading into 2026. A thread in r/algotrading sparked 32 responses, signaling that this isn’t a fringe concern — it’s something quant traders and retail algo builders are wrestling with right now. Market saturation, faster institutional adoption of automation, and increasingly efficient price discovery all contribute to the pressure. If you’re running systematic strategies or thinking about building one, this conversation directly affects you. ...

I Gave My AI Agent $50 and Let It Trade on Kalshi: What Happened Next TL;DR A developer decided to experiment with autonomous AI trading by giving an AI agent $50 and letting it trade independently on Kalshi, a prediction market platform. The experiment was shared on Hacker News, sparking interest in the growing trend of AI agents managing real money in financial markets. While the source package doesn’t reveal the detailed results, this experiment represents a microcosm of the broader debate around AI autonomy in trading, risk management, and whether we’re ready to trust algorithms with our money. If you’re curious about AI trading agents or considering building one yourself, this experiment offers a real-world case study worth examining. ...

AI-Powered Investing in 2026: What Robo-Advisors and AI Trading Actually Deliver TL;DR Robo-advisors have matured into a $20+ billion market in Germany alone, but they’re not the AI revolution you might expect. These platforms offer automated ETF portfolio management with dynamic rebalancing—essentially solving a convenience problem, not a performance one. According to extraETF’s 2025 analysis, only 2 out of 25 robo-advisors beat a simple MSCI World ETF over five years. The German financial community consensus? Robos charge 0.48-1.00% annually for comfort and automation, but DIY investors using a global ETF pay only the fund’s internal costs (around 0.15%). Meanwhile, retail AI trading bots promising market-beating returns remain largely scams or experimental failures. ...