Deep Research on Lynx Tech Blog

Part 1 · Coordinate System: Why I Recommend Non-CS People Start With This Stanford CS Framework

Tue, 11 Aug 2026 00:00:00 +0800

Part I · The Coordinate System: Why I Recommend Starting with This Stanford CS Framework for Non-CS Majors 1. Where’s Your Ceiling? Let me be blunt: people who can use AI tools are everywhere now. I can write copy with ChatGPT, write small scripts with Claude, chain various agents into a pipeline—I do all of this, and I do it proficiently. I’ve built my own model proxy stack, run dozens of automation projects, and wield these tools more deftly than most programmers.

The Complete Technical Routes for Hermes to Control Claude Code: From Terminal Invocation to Agent Interoperability Protocols

Sun, 13 Sep 2026 16:15:00 +0800

One-Sentence Summary Hermes (a Telegram bot gateway) controlling Claude Code (Anthropic’s CLI coding agent) has 7 technical routes: direct terminal invocation, SDK programmatic API, MCP bidirectional communication, A2A Agent-to-Agent protocol, ACP Agent Communication protocol, Hooks system, and Cloud sessions. Hermes already has codex_app_server and copilot_acp subprocess runtime templates — adding a Claude Code runtime is essentially copying an existing pattern. For Telegram bot scenarios

My Quant Platform Was Throwing Away 92% of the Trades — and Believed It Saw Everything

Sun, 13 Sep 2026 12:56:00 +0800

TL;DR While adding a data source to AlphaTrace, I ran a routine check against live data and found something I had never once doubted: the platform silently discards 92% of spot trades the moment it reads them off-chain — and says nothing. This post is about that self-correction, and about the second mistake I nearly made. It started with someone else’s article A few days ago I read a write-up: two people ran a cross-market arbitrage between Hyperliquid’s equity perpetuals and the tra

Don't Replace the Whole Department, Just Take 10%: My Research on How AI Can Compliantly Break into Traditional Industries

Tue, 08 Sep 2026 00:01:00 +0800

I set an anchor for myself: don’t replace an entire department — replace 10% of one business line, and call 500k RMB in annual revenue a success. That number turns “helping businesses do the math” from an empty slogan into something verifiable. It’s not big, but it’s concrete — concrete enough for me to judge whether a solution is worth building. The stack I can put together: n8n (self-hosted workflows), multimodal model calls (vision and OCR), an API relay station

39 Trades, 10 Hypotheses — and the Top-Matching Strategy Rests on Just 3 Data Points

Tue, 08 Sep 2026 00:00:00 +0800

TL;DR I fed 39 on-chain trades into 10 competing strategy hypotheses on AlphaTrace, the quant analysis platform I built myself, hoping to find “what method these trades are most likely following.” The top-ranked strategy ended up resting on just 3 valid data points, and its explanatory power was the lowest of all ten hypotheses — it took the crown purely because it’s the simplest. That’s not a bug. This is what an honest quant analysis is supposed to look like: the explan

Arbitraging $10M in 10 Months: A Deep Dive into the Hyperliquid HIP-3 Cross-Market Strategy

Mon, 07 Sep 2026 00:00:00 +0800

TL;DR A two-person arbitrage team built a Delta arbitrage bot between Hyperliquid’s HIP-3 stock perpetual markets and the traditional brokerage IBKR. Over 10 months, it processed roughly $32 billion in trading volume and earned about $10 million in profit, with an annualized return on capital of 35%-45%. The original piece was written by Twitter user CBB (@Cbb0fe), compiled into Chinese by Odaily (translator: Azuma), and published on September 3, 2026. The image-text notes circulating on X

From $800 to $200 a Day (Part 2): A Retail Trader's Deep Research into Crypto Quant and the LynxCrypto Development Blueprint

Sat, 05 Sep 2026 03:40:00 +0800

Part 1 recap (full Part 1 here): yesterday I launched a ZECUSDT futures grid with 200 grids across the 800–2000 USDT range. A $100 short lost, but the Martingale futures grid made $100+, ZEC spot made $20, and total assets peaked at $1,080. After withdrawing $200, I have $880 left compounding. The goal: turn 800 into 1000 every day and withdraw 200. Part 2’s theme: I’m not going to rely on luck. This post is the deep research I did for myself — the mathematical truth about grids and

Expired Patent Intelligence: Mining Entrepreneurial Opportunities from Global Expired Patents

Fri, 04 Sep 2026 19:30:00 +0800

Every year, patents protecting billions of dollars in revenue expire—and behind these expired patents lies a massive opportunity landscape. From generic drugs to drug repurposing, from technical standards to manufacturing processes, each “patent cliff” that drops suddenly opens up previously monopolized technological space to everyone. The global generic drug market was valued at $410–490 billion in 2024, and by 2030 approximately 200 drugs will face patent expiration, representing $

What the Server Knows, the Browser Shouldn't Get: Mapping the Frontend Secret-Leakage Surface

Wed, 02 Sep 2026 01:00:00 +0800

Let’s start with a scenario. You’re building a SaaS product: the backend is connected to a cloud database, the frontend is Next.js, and iteration is moving fast. Before launch, you ask the security team to run a black-box test. On the third day, the report comes back with two high-severity findings: C1: On the homepage, “View Source” reveals that the JSON inside __NEXT_DATA__ contains the full backend configuration that should have existed only on the server side—database address, message queue

Attraction Opens the Door, Trust Decides Who Stays: Dissecting a Viral Dating Maxim

Tue, 01 Sep 2026 09:00:00 +0800

1. The Maxim Blends Four Different Concepts A maxim circulates in online dating discourse: “If you want a long-term relationship, display short-term traits; if you want a short-term relationship, display long-term traits.” Part of its appeal is that it captures an asymmetry people keep running into: some who only want something brief come across as devoted and eager to commit, while others who genuinely want something lasting seem bland early on and are never taken seriously. These o

14+ Executives Left OpenAI in 2026: Power Consolidation and an Organizational Slim-Down Under IPO Pressure