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Shivvansh
212 posts

Shivvansh
@sshivanshg
21 • DevOps & AI • LLM tokeusagemaxxing • Building https://t.co/sW4ujnmJHv
Nowhere Beigetreten Nisan 2022
285 Folgt80 Follower

Anthropic dropped their enterprise agent blueprint and the numbers are wild:
▫️ coinbase agents handle thousands of messages/hour at 99.99% uptime
▫️ gradient labs hitting 80-90% resolution rates with near-zero human input
▫️ multi-agent systems outperform single agents by 90.2% on complex tasks
the architecture breakdown:
▫️ single-agent: great for open-ended tasks where path isn't predetermined
▫️ hierarchical/supervisor: orchestrator delegates to specialists, mirrors how real teams work
▫️ decentralized/swarm: agents negotiate roles dynamically, no central control
the key design rules from their internal teams:
▫️ start simple. single-purpose agents first, then scale
▫️ modular design so new capabilities plug in without redesigning everything
▫️ context management is the #1 bottleneck in multi-agent systems
▫️ observability isn't optional ai debugging needs full reasoning traces, not stack traces
the most underrated insight: match model capability to task complexity running simple support tickets through a premium model isn't smart, it's just expensive

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MARKETS WENT WRONG TODAY.
S&P 500 -1.65% — $1.14 trillion wiped out
Nasdaq -2.60% — $1.11 trillion gone
Gold -3.38% — $1 trillion evaporated
Silver -6.9% — $280 billion destroyed
Bitcoin -6.31% — $80 billion vanished
Total: $2.5 TRILLION obliterated in a single session. Everything broke at the same time.
WTH is going on?

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@thisisnahid78 React Native + Cloudflare Workers on the
backend. It's ArthSaathi AI-powered HR &
payroll for Indian micro-businesses like
kiranas and salons.
50+ users already on the web version,
now taking it mobile 🚀
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@sshivanshg first app on the play store is a huge milestone, congrats! what did you build it with?
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@skivthecreator @Porsche Dentist appointment at 9, Porsche at 10.
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WE ARE SO COOKED
• 2012: Deep Learning breakout
• 2020: COVID locks the world
• 2022: Russia–Ukraine war reshapes geopolitics
• 2023: Generative AI goes mainstream (the ChatGPT moment)
• 2024: AI agents begin replacing workflows, not just tasks
• 2025: US–Iran energy crisis & India–Pakistan tensions
• 2026: AI starts accelerating AI development itself (RSI debate)
Geopolitics is fracturing while tech is compounding exponentially
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