
DevOps ๐ ๏ธ & DevRel ๐ฅ Fusionist ๐ Engineering @Wipro growth: @DualMintRWA community: @MandalaChain contributor @OdishaDAO
nasa hq
Joined July 2023
- Tweets253
- Following1K
- Followers105
- Likes1.6K
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Are you employable?
Weโve teamed up with @R3ACHNTWRK to reveal if you're ready for hire and how much you're worth.
Discover your crypto salary at areyouemployable.xyz
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POV inside a Bengaluru hacker house where Indian founders are building AI, hardware, and magic
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Honestly though wtf is going on.
All of retardio = banned.
Most of Ai16z = banned.
Pump fun = banned.
GMGN = banned.
Come on.
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Why are 90% of founders pitching the same 5 VCs when there are 145+ writing Solana checks?
@a16zcrypto, @animocabrands, @dragonflyvc โ great firms.
But there are 100+ other active @Solana VCs who are writing checks, supporting early-stage teams, and showing up in every funding round.
Here are a few you might have missed:
๐น Circle Ventures
A venture arm of @circle. Backs teams driving adoption of their products in DeFi and payments. Very aligned with Solana-native products.
๐น Paradigm
@paradigm is one of the biggest Web3-focused investors. Cheques range from \$1M to \$ 100 M+ across DeFi, infra and dev tooling.
๐น Monke Ventures
An independent investment DAO by the MonkeDAO. DAO partners with leading projects in the Web3, NFT, GameFi, and DeFi ecosystem with a community-driven approach of rallying monkes to concretely value-add and support teams.
๐น Lucid Ventures
A Solana-focused Venture Syndicate backing the next generation of founders.
An innovative fee structure utilizing a strategic treasury allocation to support the @luciddrakes collection, delivering value back to holders by enabling treasury buybacks.
๐น CoinGecko Ventures
The venture arm of @coingecko. Backing bold teams shaping the future of finance across DeFi, infra, and payments. They leverage CoinGecko's massive user base and market data insights to help portfolio companies scale faster.
๐น Venture Launch
Solana-focused acceleration arm of @capital_3x. Venture Launch is supporting Solana founders by providing comprehensive acceleration programs that guide startups from legal frameworks to investor connections in one integrated platform.
Follow for the upcoming announcement of @venture_launch new program designed to fast-track the next generation of Solana innovators.
And thatโs just a few.
@Superteam prepared a list of 145+ active VCs investing across different sectors and rounds in the Solana ecosystem.
If youโre raising, thinking of raising, or helping someone who is โ drop a comment or DM, and Iโll send you the full list.
๐ค Reposting this could help someone land their next check.
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Lie on your resume, commit fraud
Falsely claim you are a DevRel at @Consensys
Falsely claim that you founded @builderstribehq
Got hired at a major Ethereum L2, and then fired after background check failed
Get O-1 visa
Does grifting classify as "extraordinary ability"?
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im hiring 50 interns in san francisco for @trycluely. $50/hr.
+ founding engineers
cluely .com/careers
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VIBE CODERS ARE SOFTWARE ENGINEERS
VIBE CODERS ARE SOFTWARE ENGINEERS
VIBE CODERS ARE SOFTWARE ENGINEERS
VIBE CODERS ARE SOFTWARE ENGINEERS
VIBE CODERS ARE SOFTWARE ENGINEERS
VIBE CODERS ARE SOFTWARE ENGINEERS
VIBE CODERS ARE SOFTWARE ENGINEERS
VIBE CODERS ARE SOFTWARE ENGINEERS
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Guys in ur early 20s tips :
- focus on building a proof of work
- donโt shy away from taking risks early
- build a good network
- donโt chase attract
- work on ur body hit gym
- have a good diet
- do yoga to keep your mind calm
- have 2-3 good friends who care for u
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POV: You left stanford after the first day of class to build an ai startup
8 months later, your 10 most cracked friends all moved to sf to help you build it
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Time to go OnchAInnnnn is here ๐
- 4 Days Hacker House : 9-12 June,2025
- 300+ Hackers
- Largest AI x Web3 Hacker House
- $20K+ in Prize Pool
- Experience Popup city in Andaman Island
- Build product that brings your granny ๐ต OnchAIn
Come OnchAIn : lu.ma/rp0ajikf
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track your bitcoin corporate treasury easily block.xyz/inside/block-releaโฆ
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25 tools used by ZachXBT for investigations
1. Cielo โ Wallet tracker across multiple chains
2. TRM โ Graphs for wallets and transactions
3. MetaSuites โ Adds data to block explorers
4. OSINT Industries โ Email, phone, username search
5. LeakPeek โ Leaked database lookup
6. Snusbase โ Breached data search
7. Intelx โ Deep web and DB search
8. Spur โ IP address lookup tool
9. Cavalier โ Infostealer log search
10. Impersonator โ Simulate dApp logins
11. MetaSleuth โ Wallet tracing for retail
12. Arkham โ Multi-chain explorer with graphs
13. Obsidian โ Flowchart and diagram maker
14. Wayback Machine โ Archive old web pages
15. Archive Today โ Web page snapshot tool
16. Etherscan/Solscan โ EVM/Solana explorers
17. Blockchair โ Bitcoin block explorer
18. Range โ CCTP bridge explorer
19. Pulsy โ Bridge activity aggregator
20. Socketscan โ EVM bridge tracker
21. Dune โ Blockchain data analytics
22. Mugetsu โ Twitter history & meme tools
23. TelegramDB Bot โ Telegram user lookup
24. Discord[.]ID โ Discord account info
25. CryptoTaxCalculator โ Wallet PnL tracker
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Crypto needs more developers
Crypto needs more developers
Crypto needs more developers
Crypto needs more developers
Crypto needs more developers
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If you're a non-technical person, you'll be way ahead of your peers if you pick up a bit of coding and start fiddling with AI driven coding environments like Cursor, Replit, etc.
There's a learning curve for sure. But coding is a superpower!
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AI Agents 101: ๐๐ ๐๐ด๐ฒ๐ป๐ ๐ ๐ฒ๐บ๐ผ๐ฟ๐.
In general, the memory for an agent is something that we provide via context in the prompt passed to LLM that helps the agent to better plan and react given past interactions or data not immediately available.
It is useful to group the memory into four types:
๐ญ. Episodic - This type of memory contains past interactions and actions performed by the agent. After an action is taken, the application controlling the agent would store the action in some kind of persistent storage so that it can be retrieved later if needed. A good example would be using a vector Database to store semantic meaning of the interactions.
๐ฎ. Semantic - Any external information that is available to the agent and any knowledge the agent should have about itself. You can think of this as a context similar to one used in RAG applications. It can be internal knowledge only available to the agent or a grounding context to isolate part of the internet scale data for more accurate answers.
๐ฏ. Procedural - This is systemic information like the structure of the System Prompt, available tools, guardrails etc. It will usually be stored in Git, Prompt and Tool Registries.
๐ฐ. Occasionally, the agent application would pull information from long-term memory and store it locally if it is needed for the task at hand.
๐ฑ. All of the information pulled together from the long-term or stored in local memory is called short-term or working memory. Compiling all of it into a prompt will produce the prompt to be passed to the LLM and it will provide further actions to be taken by the system.
We usually label 1. - 3. as Long-Term memory and 5. as Short-Term memory.
A visual explanation of potential implementation details ๐
And that is it! The rest is all about how you architect the topology of your Agentic Systems.
What do you think about memory in AI Agents?
#LLM #AI #MachineLearning
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The last 24 hours has had SO much tech news.
โ Microsoft Majorana 1 quantum chip
โ Google AI co-scientist
โ xAI Grok 3 model release
โ Clone musculoskeleton
โ Claude reasoning coming soon
โ Arc institute biological model
โ Sakana AI CUDA kernel optimizer
All the threads here:

























