Ryker Stone

I just full-indexed the Linux kernel — 28 million lines of code, 75,000 files — into a queryable knowledge graph in 3 minutes. Then I asked it "what calls this function" and got an answer in under 1ms. This is what AI coding agents should have been doing all along 🧵

@ZariaTechAI Thank you

@RykerStone_ Amazing share

I just full-indexed the Linux kernel — 28 million lines of code, 75,000 files — into a queryable knowledge graph in 3 minutes. Then I asked it "what calls this function" and got an answer in under 1ms. This is what AI coding agents should have been doing all along 🧵

@TipsUjjwal That's good

🚀 𝗧𝗢𝗣 𝟯𝟬 𝗔𝗜 𝗣𝗥𝗢𝗠𝗣𝗧𝗦 (𝗳𝗼𝗿 𝘀𝗽𝗿𝗲𝗮𝗱𝘀𝗵𝗲𝗲𝘁𝘀) For Claude Cowork + ChatGPT in Google Sheets 🛠️ 𝗦𝗘𝗧𝗨𝗣 & 𝗙𝗢𝗨𝗡𝗗𝗔𝗧𝗜𝗢𝗡 • "Build me a [TYPE] spreadsheet from this data" → Creates a full file from scratch → When to use: First time generating a model • "List your top 10 assumptions before executing" → Forces AI to expose its logic → When to use: Every single prompt non-negotiable • "Use named ranges so formulas read like English" → Makes the file readable → When to use: Board-ready or client-facing files • "Keep all inputs on an Assumptions tab" → Separates inputs from logic → When to use: Models you'll edit often • "Format for board projection: clean palette, frozen rows" → Polished output → When to use: Live presentations 📊 𝗕𝗨𝗜𝗟𝗗𝗜𝗡𝗚 𝗧𝗛𝗘 𝗦𝗧𝗥𝗨𝗖𝗧𝗨𝗥𝗘 • "Add a Dashboard tab with KPI tiles" → Single-screen summary → When to use: Executive reviews • "Add Base / Bull / Bear scenario toggle" → 3-way sensitivity → When to use: Investor pitches, budgets • "Add a P&L tab linked to the Revenue tab" → Connected statements → When to use: Financial models • "Build a 12-month forecast by service line" → Time-series projection → When to use: Revenue planning • "Add a Funnel tab: audience → leads → deals" → Conversion model → When to use: Sales pipeline planning 🔍 𝗔𝗡𝗔𝗟𝗬𝗦𝗜𝗦 𝗪𝗜𝗧𝗛𝗢𝗨𝗧 𝗙𝗢𝗥𝗠𝗨𝗟𝗔𝗦 • "What trends stand out in 2026 vs 2025?" → Year-over-year insight → When to use: Quick variance reads • "Compare actuals to budget, explain top 3 variances" → Pinpoints why numbers moved → When to use: Monthly reviews • "Categorize these transactions into expense types" → Auto-classification → When to use: Cleaning bank exports • "Which line items grow faster than revenue?" → Spots margin risk → When to use: Cost discipline checks • "Find the deals that closed fastest — what's in common?" → Pattern detection → When to use: Sales playbook building 🤖 𝗘𝗗𝗜𝗧𝗜𝗡𝗚 𝗪𝗜𝗧𝗛 𝗖𝗛𝗔𝗧𝗚𝗣𝗧 𝗜𝗡 𝗚𝗢𝗢𝗚𝗟𝗘 𝗦𝗛𝗘𝗘𝗧𝗦 • "Visualize @Revenue as a stacked bar" → Generates chart in-sheet → When to use: Quick visualization • "Summarize @Funnel in 5 bullets" → Condenses a tab → When to use: Status updates • "In @Assumptions , push Bull more optimistic — stay realistic" → Edits one tab, model updates → When to use: Scenario stress tests • "Add conditional formatting on margin %" → Visual cues on data → When to use: Highlighting outliers • "Translate @Dashboard into French" → Localizes content → When to use: International clients 🧹 𝗗𝗘𝗕𝗨𝗚𝗚𝗜𝗡𝗚 & 𝗖𝗟𝗘𝗔𝗡𝗨𝗣 • "Explain what the formula in [CELL] does in plain English" → Decodes formulas → When to use: Learning / handovers • "Trace [CELL] back to its source inputs" → Maps dependencies → When to use: Audit before sharing • "Why is [CELL] showing #REF! / #VALUE! / #DIV/0?" → Fixes errors → When to use: Broken files • "Show me how [CELL] connects to the Assumptions tab" → Reveals the chain → When to use: Trust-checking the model • "Find any hardcoded numbers inside formulas" → Spots fragile logic → When to use: Pre-delivery quality check ⚡ 𝗔𝗗𝗩𝗔𝗡𝗖𝗘𝗗 𝗠𝗢𝗩𝗘𝗦 • "Add a data table for revenue at different growth rates" → Sensitivity grid → When to use: Investor questions • "Add a Monte Carlo simulation on key drivers" → Probabilistic forecast → When to use: Risk-heavy decisions • "Convert this monthly model to weekly granularity" → Reshapes timeline → When to use: Operational planning • "Reconcile @Revenue tab with @P &L tab find mismatches" → Cross-tab audit → When to use: Final QA before sending • "Stress-test the model what breaks first?" → Edge-case detection → When to use: Pre-board prep ❤️ Like 🔁 Retweet 🔖 Bookmark Follow @TipsUjjwal for more such posts

@sumitdoriya21 Wow that's amazing

The AI Tools that feels like a secret weapon for creators in 2026 👇 🧠 AI Writing Tools • ChatGPT • Claude • Jasper AI • Copy.ai • Writesonic • Notion AI 🎨 AI Design Tools • Midjourney • DALL·E • Leonardo AI • Stable Diffusion • Canva AI • Adobe Firefly 🎬 AI Video Tools • Runway ML • Pika Labs • Synthesia • HeyGen • InVideo AI • Kaiber AI ⚙️ AI Automation Tools • Zapier AI • Make • n8n • Bardeen AI • Lindy AI • Relay.app 💻 AI Coding Tools • GitHub Copilot • Cursor AI • Replit AI • Codeium • Tabnine • Amazon CodeWhisperer 📊 AI Research Tools • Perplexity AI • Elicit • Consensus • Phind • Humata AI • SciSpace 📈 AI Marketing Tools • HubSpot AI • Ocoya • Buffer AI • Taplio • AdCreative.ai • Predis AI Most people are still using 1–2 tools. Top creators are stacking systems like this. That’s the difference. @sumitdoriya21

@TechCrunch i dont agree sorry

The slowtech revolution is here to kill your phone addiction and rescue your attention span techcrunch.com/2026/06/17/the…

@primemans Wow

One of the best Claude Design tutorials under 32 minutes. Created by UI Collective Academy.

if you found this thread helpful: repost to share it with your timeline. bookmark it for future reference. follow @RykerStone_ for more. 🧵

It's open source, MIT licensed, security-scanned (SLSA 3, signed binaries, 0 AV detections). If you're building with AI coding agents and tired of watching them grep the same files 40 times, this is worth 5 minutes of your time. github.com/DeusData/codeb…

@TechCrunch looks nuts.

Collecting robot training data is dirty, unglamorous work. Some AI labs are already paying XDOF to do it techcrunch.com/2026/06/17/col…

@tim_cook lets watch it.

I hear it’s the next Martha’s Vineyard.

@TheStreet They have every right.

Anthropic heads to Washington to win its AI models back Read more: thestreet.com/technology/ant…

@cb_doge I completely agree with him.

"We want the Save America Act approved. Voter ID, proof of citizenship, no mail-in ballots. We also want no transgender mutilation in our children." — President Trump

@SharminNahar401 That's good

🚨 Building a SaaS app is now as easy as writing a prompt. Meet Fusion Agent Swarms - multiple AI agents working together to build complete apps for you. Fusion agents combine Kimi 2.7, GLM 5.2 with Opus 4.8 and GPT 5.5 - Build full SaaS apps with a single prompt - Create iOS and Android apps with one prompt - Connect with 100+ tools in one click - Set up Stripe payments instantly - Open-source agents working together behind the scenes Let me show you how:

@Kalshi If this trend continues, the internet will look completely different in five years.

BREAKING: If Elon Musk lost $1 trillion, he would still remain the world's richest person

@FirstSquawk If this trend continues, the internet will look completely different in five years.

VON DER LEYEN: LOOKING FORWARD TO WORKING WITH U.S. ON AI

@TechCrunch looking forward to it.

Pramaana Labs raises $27M seed round from Khosla Ventures to bring formal verification to AI techcrunch.com/2026/06/17/pra…