Joshscript🧧

🚨 2026 is moving too fast for builders to keep up. ​Welcome to Q2, where I’m filtering the chaos. ​Going with architectures that actually scale: ✔️ LLMOps ✔️ Prompt Engineering ✔️ Agentic Workflows ✔️ RAG Pipelines ​Breaking down patterns as we go. ​Follow for the signal 🚀

@ChShersh C++ is really insane but a great foundational knowledge, you can pick up any other language at ease. Took me time to wrap my head around it too.

I'm watching C++ lectures, and I recall struggling a lot with this shit when I was a student. Everything is obvious now.

I haven't seen a C++ vibe coder yet. Or is it just me?

@GeminiApp The UI looks absolutely stunning. Those fluid animations are incredibly smooth! 😍

Built for the AI era. ✨ Meet Neural Expressive, Gemini’s new design language featuring fluid animations, vibrant colors, updated typography, haptic feedback, and visual responses.

@suryanox7 Great breakdown. It also explains why pricing is based on tokens and not word count. Those extra spaces and punctuation marks add up more than people realize! 💰

Ever wondered why LLMs use tokens instead of words? 🤔 Because AI doesn’t actually read full words like humans do. ⬇️ You see: "unbelievable, isn’t it" 😃 LLM sees tokens: "un | bel | iev | able | , | isn’t | it" 🤖 Instead of storing millions of complete words, the model learns smaller reusable text pieces. 🔄 So when a completely new word appears like: "ChatGPTify" the model doesn’t fail. 😩 It breaks it into familiar parts, understands the pattern, and can still reason about it. 💪 That’s what makes LLMs flexible enough to handle slang, typos, new terms, and multiple languages. 🤝 Follow for more!

@ns123abc Standard open-source playbook. Keep the crown jewel close until the competition forces your hand

mythos won't go public until a competitor makes a mythos-tier model public

@testingcatalog Interesting!

Google 🤝 CapCut Google partners with CapCut to bring its image and video editing features directly to Gemini! Will we see Seedance models coming to Gemini too? This is quite an interesting move 👀

@interesting_aIl Calling it an 'AI race' doesn't mask the fact that major tech companies are aggressively trimming the fat to appease shareholders. It’s wild to see massive profitability paired with 8,000 layoffs, all under the banner of pivot-or-perish AI anxiety.

Meta officially layoffs 8,000 jobs, or 10% of its workforce He warns “success isn’t a given” in the AI race

@capcutapp Sounds like an incredible opportunity! Could you share a bit more about what kind of 'exclusive rewards' are involved, or what specific AI models creators will get to test first? Always looking to push the boundaries of visual storytelling

Calling all visionary AI creators & artists: The next chapter of creation starts with you. Join CapCut in shaping the future of AI-powered visual storytelling. Join the CapCut Creative Partner Program for early access to cutting-edge AI models & tools, exclusive rewards, and a global community of creative pioneers. Learn more in thread.

@smiko_builds Sad to hear that. You're right about the focus part tho. I hope you resolve it ASAP

Spent today killing my own roadmap. SEO, new features, integrations — all parked. At pre-seed none of it matters until one person uses the thing twice. Focus isn't doing more. It's the discipline to not.

@TosinOlugbenga It's worth giving a short.

I now have legs in the US, Canada and Nigeria with operational base in the UK. It’s time to build softwares that can be used globally. It’s much easier to do so when you reside in a working environment. Give it 5 years, many Nigerians would have global tech products and companies.

The real test of your secrets rotation isn't whether you can rotate them. It's whether you can rotate them without taking down production. Most teams fail this test. Because secrets rotation was never built into the deployment process. It was an afterthought. Until a breach forced the question and the answer was: "We have to take the site down to change the database password." Build rotation in. Every secret. Every service. Before you need it.

Hot take 🔥 Developers who only test on fast, stable connections are building for themselves. Not for their users. 4 billion people still experience the internet on connections that Western devs treat as edge cases. Slow networks. High latency. Intermittent connectivity. If your app breaks at 3G, you don't have a global product. You have a local one with global ambitions. Test on bad networks. Build for real conditions.

Ship that product today 📢📢

Mine was adding EXPLAIN ANALYZE to a slow query and finding a missing index. Response time went from 4s to 40ms.

What's the smallest change you've made to a codebase that had the biggest impact? Not a refactor. Not a new feature. One line, one function, one config change that changed how everything worked.

@suryanox7 The rule I follow: Before cherry-picking, run git log to see what commits came before it on the source branch. If the commit references anything added in the last 3-5 commits that aren't on your target branch, you have a dependency problem, not a hotfix.

@joshscripts Exactly! Cherry pick is super useful for hotfixes and isolated patches, but dangerous if the commit depends on surrounding changes that don’t exist on the target branch.

The git command that sounds fancy but does one simple thing: git cherry-pick It takes that one commit. Replays it on your current branch. Creates a new commit with the same changes. The classic use case: you fixed a critical bug on your feature branch. Main needs that fix today. The feature isn't ready. Cherry-pick the fix. Ship it. Keep building the feature. Just read the diff before you run it. A commit that works in one context doesn't always work in another.

@daicandev @devbelowstairs Everyday 😅

@devbelowstairs Good morning mate, fresh hot black strong coffee to me please

good morning! anyone fancy a fresh cup of garlic tea?

@myentireself Being ahead definitely is. You deserve the medal 😀

@joshscripts Saved prod at 11pm with exactly this. Team lead thought I was a genius 💀

@toluspace1 Amen to that. Gm Tolu 😊

Good morning 🌤️ Another day to try, fail, learn, adjust, survive traffic, ignore pressure, chase goals, and keep going even when life isn’t fully making sense yet . May today work in your favour 🙏