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Projects, research, perspectives, and deep technical articles from the Ridio team. We share hands-on builds like VUJA – an automated trading bot combining reservoir computing with modern LLMs, to academic explorations in neuromorphic computing and beyond.
The model wars are still on. But this week, the real battleground shifted to deployment. June 1, 2026 · 5 min read Figure 01 — The war moved from the lab to the boardroom. AI labs are no longer just…
Weekly Briefing The Big Four bet 750,000 seats on Claude. A Fields Medalist says GPT did PhD-level math in two hours. Google breaks cloud lock-in with a $5B TPU venture. And five governments draw the line on agents. By Woosub Kim ·…
Most brands know they should be listening to what people say online. Very few actually do it well. Here is the playbook that changes that. Most brands know they should be listening to what people say about them online. Very…
One API key, one response format, 27 platforms. Here is what developers are actually shipping with it. I built SocialCrawl because I kept hitting the same wall. I was an AI transformation consultant, and every project that needed social data…
If you’ve ever tried to pull data from Reddit, then YouTube, then TikTok, then X, each with its own login flow, rate limits, and half-broken developer docs, you already know the problem the SocialCrawl API key is built to solve.…
The best AI search engines aren't trying to replace Google. They're each better at one specific job: explanations, evidence, products, code, or real public opinion. Here's the 2026 stack worth knowing, and which tool to use when.
Building is a blast until reality hits It’s 2026, product building is EASY. Claude Code, Codex, OpenClaw, Hermes Agent, you name it. Give it some specifications, install some powerful skills, throw in some testing scenarios, and ask it to build…
The hardest part of building AI for drug discovery is often not the model. It's the fragmented, inconsistent data underneath it.
There are 2,236 active molecular biology databases in the world as of January 2025, according to the Nucleic Acids Research Molecular Biology Database Collection. Each one uses its own schema, identifiers, API conventions, rate limits, and licensing terms. The number…
Learn what Vercel AI Gateway and Firecrawl reveal about AI agent infrastructure, and why these products matter for founders and builders.
