# ![@stcisgood Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::1604992973971898368.png) @stcisgood ((((((((((S.T.C.))))))))))

((((((((((S.T.C.)))))))))) posts on X about llm, metaplex, if you, solana the most. They currently have [-------] followers and [--] posts still getting attention that total [------] engagements in the last [--] hours.

### Engagements: [------] [#](/creator/twitter::1604992973971898368/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1604992973971898368/c:line/m:interactions.svg)

- [--] Week [-------] +24,713%
- [--] Month [-------] +27,777%
- [--] Months [-------] +275,971%

### Mentions: [--] [#](/creator/twitter::1604992973971898368/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1604992973971898368/c:line/m:posts_active.svg)


### Followers: [-------] [#](/creator/twitter::1604992973971898368/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1604992973971898368/c:line/m:followers.svg)

- [--] Week [--] +50%
- [--] Month [--] +200%
- [--] Months [--] +250%

### CreatorRank: [---------] [#](/creator/twitter::1604992973971898368/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1604992973971898368/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[cryptocurrencies](/list/cryptocurrencies)  [technology brands](/list/technology-brands)  [travel destinations](/list/travel-destinations)  [finance](/list/finance)  [vc firms](/list/vc-firms)  [celebrities](/list/celebrities)  [stocks](/list/stocks)  [exchanges](/list/exchanges) 

**Social topic influence**
[llm](/topic/llm) #858, [metaplex](/topic/metaplex) #26, [if you](/topic/if-you), [solana](/topic/solana), [build](/topic/build), [update](/topic/update), [creative](/topic/creative), [the colosseum](/topic/the-colosseum), [ai](/topic/ai), [web3](/topic/web3)

**Top accounts mentioned or mentioned by**
[@metaplex](/creator/undefined) [@colosseum](/creator/undefined) [@lowesyang](/creator/undefined) [@rockypocky123](/creator/undefined) [@blockiosaurus](/creator/undefined) [@onchainmayne](/creator/undefined) [@exchangeart](/creator/undefined) [@driphaus](/creator/undefined) [@usetapestry](/creator/undefined) [@magicblock](/creator/undefined) [@trustjarvis](/creator/undefined) [@heliuslabs](/creator/undefined) [@solanalabs](/creator/undefined) [@breadboxisgood](/creator/undefined) [@iamlionnn](/creator/undefined) [@bleeker](/creator/undefined) [@cryptodude999](/creator/undefined) [@0xmert](/creator/undefined) [@a16z](/creator/undefined) [@danetag](/creator/undefined)

**Top assets mentioned**
[Metaplex (MPLX)](/topic/metaplex) [Solana (SOL)](/topic/solana) [Basic Attention (BAT)](/topic/$bat) [Microsoft Corp. (MSFT)](/topic/microsoft) [Zcash (ZEC)](/topic/zcash) [AZTEC (AZTEC)](/topic/$aztec) [PSYOP (PSYOP)](/topic/$psyop)
### Top Social Posts
Top posts by engagements in the last [--] hours

"Been a long time coming. Tomorrow we begin platform testing to validate the verification experience. Then we test the marketplace. Then launch"  
[X Link](https://x.com/stcisgood/status/1921375149292499315)  2025-05-11T01:21Z [--] followers, [--] engagements


"@metaplex when would I be able to launch with Genesis"  
[X Link](https://x.com/stcisgood/status/1945137799146901691)  2025-07-15T15:06Z [--] followers, [--] engagements


"Definitely building on the backs of giants here. Wouldn't be able to create anywhere near the platform we currently have without the work of @heliuslabs @metaplex and of course @solanalabs"  
[X Link](https://x.com/stcisgood/status/1946260284437303679)  2025-07-18T17:26Z [--] followers, [--] engagements


"Is this first resale-permitted software marketplace valuable"  
[X Link](https://x.com/stcisgood/status/1947380230613581936)  2025-07-21T19:36Z [--] followers, [--] engagements


"Perfection must be sought through collaboration with the market. Therefore release imminent"  
[X Link](https://x.com/stcisgood/status/1947381813724283112)  2025-07-21T19:42Z [--] followers, [--] engagements


"This is the current Cryptographic stack for @breadboxisgood Ed25519 - Identity verification HKDF-SHA256 - Proving key derivation Poseidon Hash - ZK-friendly Merkle trees Groth16 ZKP - Session proofs (192 bytes) Argon2id/bcrypt - Password security AES-256-GCM - Wallet encryption HMAC-SHA256 - Message authentication"  
[X Link](https://x.com/stcisgood/status/1950546346026344922)  2025-07-30T13:17Z [--] followers, [--] engagements


"Abba Lot went to see Abba Joseph and said: "Father according to my ability I keep my little rule my little fast my prayer meditation and contemplative silence; and according as I am able I strive to cleanse my heart of thoughts. Now what more should I do" The elder stood up and stretched his hands toward heaven and his fingers became like ten lamps of fire. He said: "If you will you can become all flame.""  
[X Link](https://x.com/stcisgood/status/1950593117075177549)  2025-07-30T16:23Z [--] followers, [--] engagements


"study zen and the art of market making"  
[X Link](https://x.com/stcisgood/status/1952818833820963196)  2025-08-05T19:47Z [--] followers, [--] engagements


"@iamlionnn @__bleeker @cryptodude999 $BAT probably lol"  
[X Link](https://x.com/stcisgood/status/1977839299883315559)  2025-10-13T20:50Z [--] followers, [--] engagements


"crossmint x helius is truly seamless web2 native ux with the absolute craziest web3 capabilities"  
[X Link](https://x.com/stcisgood/status/1982831190165102705)  2025-10-27T15:26Z [--] followers, [--] engagements


"@0xMert_ we integrated this into our beta platform. It's quite sick"  
[X Link](https://x.com/stcisgood/status/1983598895805718553)  2025-10-29T18:16Z [--] followers, [---] engagements


"Need some UI inspo for Tauri apps"  
[X Link](https://x.com/stcisgood/status/1990398446843404413)  2025-11-17T12:35Z [--] followers, [--] engagements


"The combination of Quadratic polynomial terms (ax + bx + c) forcing multiplication bit-blasting Bitwise rotation breaking algebraic structure and Arithmetic mixing preventing bit-slicing optimizations creates a computational barrier that modern SMT solvers cannot overcome efficiently"  
[X Link](https://x.com/stcisgood/status/1992753891117498510)  2025-11-24T00:35Z [--] followers, [--] engagements


"Finalizing the architecture that provides the client-side implementation for evaluating a threshold OPRF against Solana programs. This would allow a client to derive a deterministic secret from an input without any single party learning the secret"  
[X Link](https://x.com/stcisgood/status/1993377784534577455)  2025-11-25T17:54Z [--] followers, [--] engagements


"@a16z I'd like to throw my hat in the ring"  
[X Link](https://x.com/stcisgood/status/1993396531031162982)  2025-11-25T19:09Z [--] followers, [---] engagements


"https://billatnapier.medium.com/baby-jubjub-and-zero-knowledge-proofs-5d73cf250de3 https://billatnapier.medium.com/baby-jubjub-and-zero-knowledge-proofs-5d73cf250de3"  
[X Link](https://x.com/stcisgood/status/1997092724026094007)  2025-12-05T23:56Z [--] followers, [--] engagements


"@Danetag really appreciate this breakdown. Was blown away when I first saw this"  
[X Link](https://x.com/stcisgood/status/2001661468165472291)  2025-12-18T14:30Z [--] followers, [---] engagements


"I only care about consumer/home cryptography at this point. Thanks to all the work done in web3 on UX/UI over the past few years. Maybe now we can get back to what makes it all so liberating"  
[X Link](https://x.com/stcisgood/status/2005253579297476722)  2025-12-28T12:24Z [--] followers, [--] engagements


"working on "Yours" alongside breadbox expansion. will launch the android app soon"  
[X Link](https://x.com/stcisgood/status/2006804897254289428)  2026-01-01T19:09Z [--] followers, [--] engagements


"@oasishealthapp what do you use for your rating algorithm Does the algorithm differ by category"  
[X Link](https://x.com/stcisgood/status/2012490974342127974)  2026-01-17T11:43Z [--] followers, [----] engagements


"Once you build a software layer to orchestrate and manage the LLMs in a language your enterprise understands you actually can create value"  
[X Link](https://x.com/stcisgood/status/2013730928418246912)  2026-01-20T21:50Z [--] followers, [--] engagements


"The most secure email provider is posteo. Not proton"  
[X Link](https://x.com/stcisgood/status/2015049027683840081)  2026-01-24T13:08Z [--] followers, [--] engagements


"hey @metaplex. I'm terrible at marketing but a few months ago I used Bubblegum v2 + MPL-Core to build which is a software license verification system on solana mainnet. I'm building the same stack into a 3D asset capture that auto-mints every scan as a cNFT. I think your tools are incredible and more people should know what's possible with them. http://breadboxisgood.com http://breadboxisgood.com"  
[X Link](https://x.com/stcisgood/status/2022758026243887247)  2026-02-14T19:41Z [--] followers, [--] engagements


"An update to Does Behavioral Self-Optimization Make LLM Agents More Creative https://open.substack.com/pub/stcisgood/p/an-update-to-does-behavioral-selfutm_campaign=post-expanded-share&utm_medium=web https://open.substack.com/pub/stcisgood/p/an-update-to-does-behavioral-selfutm_campaign=post-expanded-share&utm_medium=web"  
[X Link](https://x.com/anyuser/status/2022826082567885134)  2026-02-15T00:11Z [--] followers, [--] engagements


"The ceiling isn't the LLM it's the architecture around it. If you engineer the proper scaffolding you will have specialized RSI(recursive self-improvement loops) for generalized native cli agents. Simple as that"  
[X Link](https://x.com/stcisgood/status/2022978793850220763)  2026-02-15T10:18Z [--] followers, [--] engagements


"circomlib and arkworks represent BJJ with different curve parameterizations. Cross-framework EdDSA signature verification fails without coordinate transformation. circomlib: 168700x + y = [--] + 168696xy arkworks: x + y = [--] + dxy Same curve. Different coordinate systems"  
[X Link](https://x.com/stcisgood/status/2001626666905542800)  2025-12-18T12:12Z [--] followers, [--] engagements


"I used fingerprints to define the hash function meaning your fingerprint's shape builds the maze walls so you can walk through your own maze"  
[X Link](https://x.com/stcisgood/status/2016258335272505347)  2026-01-27T21:13Z [--] followers, [--] engagements


"in technical terms the fingerprint's graph Laplacian eigenvalues parameterize a reaction-diffusion system so that the biometric itself is the algorithm"  
[X Link](https://x.com/stcisgood/status/2016258336606347437)  2026-01-27T21:13Z [--] followers, [--] engagements


"Well my agent has gone rogue for the @colosseum hackathon"  
[X Link](https://x.com/stcisgood/status/2018687672185753622)  2026-02-03T14:07Z [--] followers, [--] engagements


"Providing architecture for AI "identity" persistence in the @colosseum hackathon. https://github.com/STCisGOOD/autovault https://github.com/STCisGOOD/autovault"  
[X Link](https://x.com/stcisgood/status/2019279389268275260)  2026-02-05T05:18Z [--] followers, [--] engagements


"@paularambles @Anthropic Fitting. His wordle skills are on par with the latest opus model"  
[X Link](https://x.com/stcisgood/status/2019765266788286538)  2026-02-06T13:28Z [--] followers, [---] engagements


"@lowesyang I'm super impressed by what you've built lowes. Minara is a really excellent product even in it's infancy"  
[X Link](https://x.com/stcisgood/status/2019816473032814818)  2026-02-06T16:52Z [--] followers, [--] engagements


"Developing a program for the @colosseum AI hackathon that enables CLI models like Claude Code to develop domain expertise through continuous learning from their own sessions. The system tracks what the model does attributes outcomes to behavioral dimensions and evolves weights so theoretically the model gets better at what it's repeatedly asked to do. https://twitter.com/i/web/status/2020271775326855275 https://twitter.com/i/web/status/2020271775326855275"  
[X Link](https://x.com/stcisgood/status/2020271775326855275)  2026-02-07T23:01Z [--] followers, [---] engagements


"You have to be willing to break the rules. Bill Gates and Paul Allen used computer time at Harvard(against the rules)to start microsoft. Steve Jobs and Wozniak started by creating a black box that defrauded phone companies"  
[X Link](https://x.com/stcisgood/status/2020491482281455999)  2026-02-08T13:34Z [--] followers, [--] engagements


"No one else is doing behavioral Shapley attribution for coding agents. Cursor Copilot Devin; none measure which behavioral patterns (read-before-edit test-after-change) causally contribute to session quality and feed that back"  
[X Link](https://x.com/stcisgood/status/2020572811354407277)  2026-02-08T18:57Z [--] followers, [--] engagements


"@colosseum if I dont at least get a shoutout for what I'm doing over here"  
[X Link](https://x.com/stcisgood/status/2020581093578359144)  2026-02-08T19:30Z [--] followers, [--] engagements


"The Stanford paper is proving at scale what the AutoVault architecture already accounts for: users cannot trust the LLM's reasoning as the source of truth for behavioral improvement. The LLM will generate strategies that "sound convincing but are not reliable." It will explain its own behavior with "total confidence while doing the wrong thing." This is why I spent the past few hours building a trajectory evaluator. It doesn't ask Claude "did you do a good job" It measures structural properties of the code. It couples deltas complexity trajectories dependency alignment edit locality; all of"  
[X Link](https://x.com/stcisgood/status/2021020129199308915)  2026-02-10T00:35Z [--] followers, [--] engagements


"Discover the next Zcash. Zcash brought us private digital money. @aztecnetwork is bringing us fully programmable private smart contracts. $AZTEC TGE 2/12. https://tge.aztec.network https://tge.aztec.network"  
[X Link](https://x.com/stcisgood/status/2021025215753617499)  2026-02-10T00:55Z [--] followers, [--] engagements


"@lowesyang Hey Lowes is Minara hiring"  
[X Link](https://x.com/stcisgood/status/2021212368248725541)  2026-02-10T13:19Z [--] followers, [--] engagements


"@rockypocky123 oh nice I have an olympus mju ii. super similar"  
[X Link](https://x.com/stcisgood/status/2021365165892174270)  2026-02-10T23:26Z [--] followers, [--] engagements


"@Argona0x if it's operating in a cli I built something that might make it's profitability increase exponentially. it only works for claude code for now but hmu if you want to experiment with it"  
[X Link](https://x.com/stcisgood/status/2021541931524947998)  2026-02-11T11:08Z [--] followers, [---] engagements


"my submission for the @solana_devs @colosseum AI agent hackathon npm: persistence-agent-identity-cli http://github.com/STCisGOOD/Synap-AI http://synap-ai.vercel.app http://github.com/STCisGOOD/Synap-AI http://synap-ai.vercel.app"  
[X Link](https://x.com/stcisgood/status/2022345821459447918)  2026-02-13T16:23Z [--] followers, [---] engagements


"@yrschrade @banditxbt @Arcium Hey @yrschrade . Does Arcium offer any grants/funding opportunities I've been working on a federated learning framework for privacy-preserving LLM fine-tuning. It uses Arcium's MPC to move the aggregation data so no single party sees raw gradients. Would love to talk more"  
[X Link](https://x.com/stcisgood/status/2022702646784655409)  2026-02-14T16:01Z [--] followers, [--] engagements


"@blockiosaurus @metaplex thanks lemme know if you have any feedback. open to all notes"  
[X Link](https://x.com/stcisgood/status/2022759754074910954)  2026-02-14T19:48Z [--] followers, [--] engagements


"@a16zcrypto @Uniswap @KidSuper @haydenzadams @smc90 hayden's the coolest"  
[X Link](https://x.com/stcisgood/status/2022787342411440607)  2026-02-14T21:37Z [--] followers, [--] engagements


"@frisohakkers @contentrewards @whop this is beautiful work"  
[X Link](https://x.com/stcisgood/status/2022973807632228639)  2026-02-15T09:58Z [--] followers, [--] engagements


"@onchainmayne @Pirat_Nation ah. thank you for the head's up Sounded plausible enough lol"  
[X Link](https://x.com/stcisgood/status/2023073897974038892)  2026-02-15T16:36Z [--] followers, [--] engagements


"heaven approaches"  
[X Link](https://x.com/anyuser/status/2005253666866159964)  2025-12-28T12:25Z [--] followers, [----] engagements


"crypto is the api for capitalism"  
[X Link](https://x.com/anyuser/status/2023136708946997435)  2026-02-15T20:45Z 322.2K followers, 12.8K engagements


"crazy that the npm package peaked at [---] downloads for the last hackathon. Releasing a new version soon"  
[X Link](https://x.com/anyuser/status/2023062377063911591)  2026-02-15T15:50Z [--] followers, [--] engagements


"Darkness Gradients - Meme Lab #52 From the Meme Lab @punk6529 collection"  
[X Link](https://x.com/anyuser/status/2018339105826808130)  2026-02-02T15:01Z [----] followers, [---] engagements


"https://www.youtube.com/watchv=uxgzOpmmEbI https://www.youtube.com/watchv=uxgzOpmmEbI"  
[X Link](https://x.com/anyuser/status/2022979667288870988)  2026-02-15T10:21Z [--] followers, [--] engagements


"The ceiling isn't the LLM it's the architecture around it. If you engineer the proper scaffolding you will have specialized RSI(recursive self-improvement loops) for generalized native cli agents. Simple as that"  
[X Link](https://x.com/stcisgood/status/2022978793850220763)  2026-02-15T10:18Z [--] followers, [--] engagements


"GPT-5.2 proved a physics result. AlphaEvolve improved on Strassen after [--] years. FunSearch found cap set constructions nobody had seen. Novelty is true liberation"  
[X Link](https://x.com/anyuser/status/2022979123522445324)  2026-02-15T10:19Z [--] followers, [--] engagements


"The Trap in Every Mathematics Lecture If youve taken enough math courses you start noticing the same little move. The lecturer warms up with the obvious stuff add matrices entrywise scale by do the row-column product and youre thinking alright where is this going. Then you relax. You stop resisting. And right there they drop one line that quietly rewires the whole subject. When Benedict Gross says matrices represent linear operators hes telling you to stop treating a matrix as a rectangle of numbers and start treating it as an action. A linear operator is a function T:  that respects two"  
[X Link](https://x.com/anyuser/status/2022550802842149021)  2026-02-14T05:57Z 24.2K followers, 131.6K engagements


"An update to Does Behavioral Self-Optimization Make LLM Agents More Creative https://open.substack.com/pub/stcisgood/p/an-update-to-does-behavioral-selfutm_campaign=post-expanded-share&utm_medium=web https://open.substack.com/pub/stcisgood/p/an-update-to-does-behavioral-selfutm_campaign=post-expanded-share&utm_medium=web"  
[X Link](https://x.com/anyuser/status/2022826082567885134)  2026-02-15T00:11Z [--] followers, [--] engagements


"tldr; found a ghost signal in our self-improving agent system. A strategy that was never executed became the highest-weighted with 100% confidence and the learning dynamics made it impossible to unlearn. The fix is simple but the failure mode is interesting. Paper link"  
[X Link](https://x.com/anyuser/status/2022823233230131582)  2026-02-15T00:00Z [--] followers, [--] engagements


"An update to Does Behavioral Self-Optimization Make LLM Agents More Creative https://open.substack.com/pub/stcisgood/p/an-update-to-does-behavioral-selfr=1xfja6&selection=ab6612c2-943b-4966-8ecf-00bdce05099f&utm_campaign=post-share-selection&utm_medium=web&aspectRatio=instagram&textColor=%23ffffff&bgImage=true https://open.substack.com/pub/stcisgood/p/an-update-to-does-behavioral-selfr=1xfja6&selection=ab6612c2-943b-4966-8ecf-00bdce05099f&utm_campaign=post-share-selection&utm_medium=web&aspectRatio=instagram&textColor=%23ffffff&bgImage=true"  
[X Link](https://x.com/anyuser/status/2022822466872033712)  2026-02-14T23:57Z [--] followers, [--] engagements


"failure mode applies to any system with persistent state + variance-based gating. not just relevant to synap. interesting nonetheless"  
[X Link](https://x.com/anyuser/status/2022824258699710894)  2026-02-15T00:04Z [--] followers, [--] engagements


""all of the employees you see running this website are deep fakes. there is no xAI. there is no Nikita Bier. it's all a psyop and you fell for it like a baby.""  
[X Link](https://x.com/anyuser/status/2022055331506073764)  2026-02-12T21:08Z 31.8K followers, [----] engagements


"hey @metaplex. I'm terrible at marketing but a few months ago I used Bubblegum v2 + MPL-Core to build which is a software license verification system on solana mainnet. I'm building the same stack into a 3D asset capture that auto-mints every scan as a cNFT. I think your tools are incredible and more people should know what's possible with them. http://breadboxisgood.com http://breadboxisgood.com"  
[X Link](https://x.com/stcisgood/status/2022758026243887247)  2026-02-14T19:41Z [--] followers, [--] engagements


"the highest-leverage move with synap-ai would be to build an evaluator that can measure theoretical depth (LLM-as-judge + Lean [--] verification) and then testing whether extended session length (60-90 min instead of 20) moves the theoretical score"  
[X Link](https://x.com/anyuser/status/2022752645375521104)  2026-02-14T19:19Z [--] followers, [--] engagements


"o-ok. just one more hackathon. starting two days late and nothing's built yet but I have some ideas. @exchangeart @drip_haus @usetapestry @magicblock Graveyard Hackathon starts today 🪦 Hacking Feb [--] - Feb [--] Submit Feb [--] Winners March [--] Sign up now: https://t.co/tDwkSKx1bm @exchangeart @drip_haus @usetapestry @magicblock Graveyard Hackathon starts today 🪦 Hacking Feb [--] - Feb [--] Submit Feb [--] Winners March [--] Sign up now: https://t.co/tDwkSKx1bm"  
[X Link](https://x.com/anyuser/status/2022707793350840449)  2026-02-14T16:21Z [--] followers, [--] engagements


"@exchangeart @drip_haus @usetapestry @magicblock Graveyard Hackathon starts today 🪦 Hacking Feb [--] - Feb [--] Submit Feb [--] Winners March [--] Sign up now: https://solana.com/graveyard-hack https://solana.com/graveyard-hack"  
[X Link](https://x.com/anyuser/status/2022002322206077387)  2026-02-12T17:38Z 3.7M followers, 19.8K engagements


"you won't truly know what you're capable of until the privilege of choice is ripped from your hands and you have no choice but to make it happen. being born in the trenches is a privilige if you have agency"  
[X Link](https://x.com/BasedBiohacker/status/2022434104814477488)  2026-02-13T22:14Z 30.7K followers, [----] engagements


"I wrote about the accelerationist era [--] years back. In this era paradigms rise and die at an ever-increasing pace. Within that era comes massive amounts of opportunity. But alongside that comes the death of opportunity. all quicker and more unforgiving than the last"  
[X Link](https://x.com/anyuser/status/2022640748525686903)  2026-02-14T11:55Z [--] followers, [--] engagements

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