Toryn
189 posts


Command Code just crossed 15K paying customers! 🥳
It took us 60 days to get here. 3T tokens. We added yet another $1M a month, and now doing $2M run rate!!
July will be crazy, GUI, SDK, ACP, v1 GA, BYOK, major new plan, and two new products launching.
Command Code is quickly become the best most used coding agent harness for top open and closed models.
We took an early bet on open models when all other agents were only focused on closed frontier models.
Our research has led to the discoveries and meaningful inference engine improvements like:
1. tool call repairs (make open models faster and outperform closed by improving their tool calling ability, now doing 1M repairs per 1T tokens on most open models)
2. /design skill (a super well researched bundled skill built by real designers which is an easiest way to deslop AI's design "design repair" and improve just about any design surface)
3. cache thrashing repairs (saving tens of thousands of dollars in costs to our customers with 97-98% median cache across the top 5 models, gateway fallbacks are a bad idea, most gateways are costing you money, strong prefix building and cache management can lead to massive infra/cost improvments)
… and a couple of amazing new things we're cooking, about to launch this month!
We're also hoping that alongside v1 launch we'll be able to open source Command Code, and make it fully hackable, extendable, and support BYOK, with Codex, Claude, Grok, and more subscriptions working natively.
Super easy to get started with $1 Go plan with 10x credits, literally $10, extends to $40 on DeepSeek and other deals as we're not overcharging like all our competitors.
Massive roadmap ahead, thank you for all y'all's support. Let's go! 👊

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I learned a lot yesterday about how a few prop firms continue being able to dubiously scam people. It all comes down to how you coordinate desperate affiliates into posting the messages you want them to post, defending you against accusations and brigading anyone who tries to expose the truth.
Gonna take a lot of showers to wash the ick off.
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Stream. Table. Context.
The #ShiftLeft Architecture 2.0 adds MCP as the AI interface, giving agents live operational data via a real-time context engine.
Kafka + Iceberg + MCP.
#ApacheKafka #MCP #AgenticAI #AI

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Toryn retweetledi
Toryn retweetledi
Toryn retweetledi

45 केंद्रीय विश्वविद्यालय
SC → 1 कुलपति
ST → 1 कुलपति
OBC → 5 कुलपति
बाकी 40 कुलपति? वही मनुवादी तंत्र, ब्राह्मण साजिश और जातिवाद की मशीन!
#We_support_UGC_Act
#I_support_UGC_Act
#UGC_Roll_Back #UGCRollBack #UGC #STSCAct #Reservation
#ShameOnUGC #ShameOnGCLeaders

हिन्दी

This slide just looks like what I presented at CFA society .. I was not so direct otherwise all degree holders will vent their anger at me.
If you think western world is different then I must tell you that an uber driver makes more than a bank teller ( who also has to dress like a celebratory) .. it is common to see 2/3 degree holders driving uber or doing DoorDash in SUV where the monthly loan payment is USD 1000 on 7-10 year terms.
80% of all AI startups in the world are trying to disrupt white collar worker and improve productivity
Old world
8 human beings + 2 machines
Brave new world
2 Human beings ( critical thinkers) + 8 machines.
Within 5 years UBI will become a buzz word.
( snippet WhatsApp forward)

Ritesh Jain@riteshmjn
I was invited by CFA Society India to present my Global Macro Outlook 2026, where I discussed how markets are entering a Brave New World shaped by rising sovereign debt, monetary realignment, shifting geopolitics, and capital rotation. The session examines the transition away from a US centric hegemonic system toward a multipolar global order, the implications for currencies and reserve assets, the growing role of gold, electrification and commodities, and why real assets are increasingly preferred over financial assets in this cycle. Watch the full YouTube Video here: youtu.be/gaqpIR5vdl0?si… Access the complete slide deck here: docs.google.com/presentation/d…
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Master System Design — the foundation of every scalable backend ⚙️
This guide covers:
✅ Distributed Transactions & Event Sourcing
✅ CAP Theorem & Change Data Capture
✅ Idempotency & Rate Limiting
✅ Choreography vs Orchestration
✅ Distributed Caching
Also, I’ve compiled 1000+ Developer Resources — including System Design, SQL, AI, LLMs, and Automation Guides 🚀
To get it 👇
1️⃣ Follow me (@daievolutionhub) so I can DM you
2️⃣ Repost this post 🔁
3️⃣ Comment “System Design” 💬
Follow @daievolutionhub for more System Design notes, backend roadmaps, and interview prep resources 🧩

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I got rejected by 144 investors before raising $150M for my $200M+ rev/year startup.
After 144 rejections, I started questioning our approach.
Were we solving the right problem?
What were we doing wrong?
Why weren’t investors seeing what we were seeing?
Were we the right team to build this?
We tried everything: different pitch angles, new deck structures, and reframing the problem.
Then came the 145th meeting, where we closed our first growth round.
That yes made everything worth it. But getting there took years of mistakes and hard work.
We went through a lot of trial and error just to figure out what resonates with investors.
We tried dozens of approaches to figure out what made investors engage.
Some landed, most didn't. But each iteration taught us something about what builds conviction versus what just sounds good on paper.
And once we cracked that code, our Series C closed faster than expected.
And today, I see so many founders in the exact same position I was in 10 years ago: grinding through rejections, questioning everything, and trying to figure out what works.
So today I want to give you the resource I wish I had back then:
Something that shows you exactly how to structure these conversations and navigate the entire process
(because the fundraising cycle can be a big distraction and take a toll on you as a founder).
So I've partnered with Notion's Startups Team to create the essential fundraising resource that helps you avoid the mistakes that cost me years.
Here's what you are getting:
• The actual decks I used to raise $150M for Super[.]com (Series B, C)
• 50 real examples from funded startups like Eleven Labs and Artisan AI
• A searchable database of 10,000+ investors - angels, VCs, and accelerators you can reach out to immediately (this alone would take months to build manually)
• An AI-powered fundraising agent built into Notion with step-by-step prompts (no separate ChatGPT needed)
Want access?
• Like and share this post
• Comment "FUNDRAISE"
• Follow me so I can DM you the link
I'll send it over ASAP.
P.S.: If you are serious about fundraising (now or in the future), you should grab it right away.
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❓ What if you could...
clickhou.se/4qzwYYm
- Classify text with machine learning in pure SQL?
- Search vectors with configurable precision?
- Write cleaner queries with new syntax shortcuts?
- Query Apache Paimon data lakes natively?
ClickHouse 25.10 makes it all possible 🎯
Curious how? Join our community call on 30th October @ 9am PDT/5pm CET
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900+ Startups Hiring Remotely 👇
If you’re looking for remote jobs, this sheet has everything you need .From early-stage startups to unicorns, find companies hiring across roles, domains & countries. Perfect for anyone exploring remote opportunities in 2025!
To get the sheet link ✅
1- Follow( so that i can dm you)
2- Like & Repost for others
3- Reply "Remote"
Note: I will add the link later in the thread!
Credit : Remotive

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