Top Tweets for #Closesource
When me Comparation #OpenSource > #CloseSource
@@SentientAGI #SentientChat
Experience #SentientChat :
Link : https://t.co/uXDvDYyBWz
Similar : Open Sauce and Close Sauce !
( JUST FOR FUN )
1. Flavor:
Saucy dishes are rich, creamy, and instantly burst with flavor -one bite and it hits.
Meanwhile, non-saucy dishes are lighter, more natural, and let the ingredient’s true taste shine - perfect for those who like things clean and simple.
2. Eating experience:
Saucy food is soft, smooth, and comforting - perfect with rice or bread.
Non-saucy food is drier, firmer, and has a clearer texture -feels more “authentic,” but can get boring if not cooked well.
3. Appearance:
Dishes with sauce look glossy, colorful, and instantly appetizing.
On the other hand, non-saucy ones are plain and humble - giving off a more “healthy, natural” vibe.
4. Way to enjoy:
Saucy food is great for mixing, dipping, or pairing -it’s a “together” kind of meal.
Non-saucy food stands alone -you savor each bite separately, feeling every bit of its original flavor.
=> #OpenSource alway win #CloseSource
@vivekkolli @shad_haq_ @0xsachi @LeaderX_btc

Dear Team! @vivekkolli @shad_haq_ @0xsachi
Manager Eductor: @LeaderX_btc
@SentientAGI #SentientChat @SentientAGI_vn
Experience #SentientChat :
Link : https://t.co/uXDvDYyBWz
Now I will post continue " TOPIC WEEK 19"
WEEK 19 : "The Sentient Ecosystem and the Vision Behind GRID "
1. Learn Understand the difference between Sentient (AI Lab), GRID (coordination ecosystem), and Sentient Chat (interactive demo platform).
2.CreateProduce content that clarifies each component’s role and how they connect within the open-source AI ecosystem.
" How Sentient’s contributes to open-source research as an AI lab ?
How Sentient's research fuels GRID’s open AI ecosystem ?
How GRID connects builders, investors, and enterprises ?
What is the importance of Sentient Chat for GRID?”
3. Try Experiment with agents like ODS and ROMA on Sentient Chat to see how GRID enables coordinated AI interaction.
4. EngageStart discussions to raise awareness and clear misconceptions about Sentient and GRID in the open-source AI community.
------------------------------------
WEEK 19: Number 1,2 -- PART 1 :
1. Learn – Understanding Sentient, GRID, and Sentient Chat .
Mental Model:
→ Sentient creates agents → GRID funds and distributes them → Sentient Chat lets users play and test them in real time.
2. Create – Content Ideas that Clarify the four question .
A. How Sentient Contributes to Open-Source AI Research ?
✅Sentient (AI Research Lab)
🔴Sentient is the open-source AI research backbone focused on reasoning and security.
🔴The team builds agents like ROMA, ODS, and Dobby, along with frameworks for continual learning, alignment, and model fingerprinting.
🔴Sentient is the research core of the entire ecosystem — without research, there’s nothing to coordinate or showcase.
✅GRID (Global Research & Intelligence Directory)
🔴GRID is the coordination layer connecting builders, investors, and enterprises across the open AI community.
🔴It works as a marketplace and incubator for AI artifacts — models, datasets, and tools.
🔴Through funding, forking, and revenue sharing (powered by $SENT), GRID turns Sentient’s research into real-world applications — creating a sustainable open AI economy.
✅Sentient Chat (Demo Platform)
🔴Sentient Chat is the live, interactive window into the GRID-powered AI ecosystem.
🔴Users can try agents, run experiments, and share feedback, which then loops back to Sentient (for research) and GRID (for deployment).
🔴It’s the public bridge connecting research → marketplace → real-world use, proving how the Sentient ecosystem works end-to-end.
Focus Areas: Reasoning (ROMA, ODS), security (fingerprinting, TEE), continual learning.
Open Deliverables: Code, whitepapers, model checkpoints, public benchmarks.
Impact:
Anyone can run advanced reasoning agents.
Fingerprinting ensures verifiable model ownership.
Security primitives help other open projects stay safe.
CTA: “Clone the repo, run a ROMA query, and drop your results in Discord.”
B. How Sentient’s Research Fuels GRID’s Open AI Ecosystem ?
✅Sentient's Research :
1️⃣ Sentient builds core agents (ROMA, ODS).
2️⃣ They’re uploaded to GRID as artifacts.
3️⃣ Investors fund promising artifacts via $SENT (future).
4️⃣ Builders fork and remix them into new tools or products.
5️⃣ Usage data from #SentientChat feeds back into the lab.
C. How GRID Connects Builders, Investors, and Enterprises ?
❤️GRID serves as the coordination engine for the open-AI economy — uniting research, funding, and deployment within a single ecosystem.
❤️Builders contribute models, agents, and datasets to the network.
❤️In return, they gain funding, visibility, revenue sharing, and the ability to compose and integrate their work with others.
❤️Investors provide capital and participate in governance. They benefit from early access to promising AI projects, potential returns on investment, and influence over the ecosystem’s direction.
❤️Enterprises bring real-world use cases and deployment needs.
Through GRID, they access secure, compliant, and ready-to-deploy AI solutions built on open collaboration.
❤️Together, these stakeholders form a self-sustaining loop -where innovation, investment, and application continuously reinforce one another through GRID.
D. Why Sentient Chat Matters for GRID ?
✅#SentientChat matters for GRID because :
��Sentient Chat is the interactive showcase and testing ground for every AI agent built within the GRID ecosystem. It hosts live demos of Sentient’s research agents - ROMA, ODS, and Dobby- proving that GRID artifacts aren’t just code, but deployment-ready AI.
💗Every user interaction creates a data feedback loop, helping Sentient improve reasoning, security, and model alignment — which in turn upgrades GRID’s tools and agents. As users explore and find value, they can fork, fund, or integrate these agents directly, turning interaction into real product growth.
💗Beyond that, Sentient Chat serves as a community hub — gathering demos, discussions, and usage data that will shape future $SENT incentives and funding flows.
👉In short, Sentient Chat bridges research and real-world impact, validating innovation, driving adoption, and keeping the open-source AI economy powered by GRID alive and evolving.
Thank for reading this far !

@Reynolds57 @Aboutdre3 Their garbageman's cousin's brother's great aunt delivered cookies to Lemonada, once, so she definitely knows what's going on with them. #CloseSource 🤣🤣
Why #COSMOS ?
#IBC
#Ai
#Storage
#NFT
#NFTgaming
#Metaverse
#Perps
#Leases
#Dexes
#Staking
#LPing
#Airdrops
#Vaults
#computingClouds
#memes
#bridges
#ICA
#ICS
🔜 #MESHsecurity
#DAOs
#OpenSource
#CloseSource
#Validators
#Governance
THE INTERNET OF BLOCKCHAINS 🌎

@IamMzilikazi, you are something else. You drop a bombshell and then move on to your images of beautiful Africans followed by music. ingathi, you weren't here. Then you return, light another match, and watch the fire running wild. Hayi #CloseSource, you're on fire!
Enter the restrictive license. Larger players are beginning to train models and insert into the fine print restrictive licenses that #closesource usage of these models and all their descendants.
What? Why???? why didn't it work?
#cybersecurity #nodejs #python #php #perl #webdev #infosec #developer #opensource #closesource #news #spam #malware #bot
Many #closesource SW devs/promoters/advocates claim their #proprietary products are better. Good for them.
Violating blatantly the #GPL to make and sell proprietary software is #low, #unethical and #Illegal.
#opensource does not meet "free to steal"
https://t.co/OKp0Gr5AKe
تصمیم بگیری #opensource بشی و community رو ترجیح بدی با تمام مزایاش
تصمیم بگیری #closesource باشی و Commercial کار کنی
شما کدوم رو ترجیح میدید؟؟
من هنوز خودم کسب درآمد و مجموعه (شرکت) شدن از اوپن سورس رو درک نکردم و شاید به همین خاطر ترس دارم
Mother of one of the abducted girls claims her daughter Ruth Quayson isn't dead after the police revealed results of the DNA test.
She threatens to demonstrate. #CloseSource. Takoradi
@napo @qgis @mapillary @bertalanivan @mappiamo @MappiNa1 @pj_go_2020 @AIIGgeografia @ItalianYesNetwo @geoinfinita @citizen_gis @opengeospatial @OpenStreetMapIt @gis_master @GIS4Teachers @GisAction @Geomedia @rndt_it @rrognoni Che è la stessa cosa che succede con l'integrazione tra @openstreetmap e @mapillary guarda caso. #opensource e #closesource (l'ho inventato adesso ahah) possono andare a braccetto e generare maggiore #economiacircolare. Tutto sta nell'inventiva e elasticità mentale 😊
@St3C4nB5t25 @sectest9 They're using #Windows, aren't they. Why are they surprised when they get #hacked?
If you have the least interest in #security, you only use #OpenSource for anything that matters.
#infosec #cybersec #malware #closesource
#BigBosstelugu2
#MaaTV #CloseSource
#Bhanu #Eliminated finally video 👉 https://t.co/l4RtEyoLlL
#Kaushal #KaushalArmy #KaushalManda
#Bhanusree #Bhanu #Bigboss2Telugu
#Nani
Who waiting to watch LIVE #Bhanu Elimination?? Retweet 🤩

Yes, I am approached for #Vedalam remake, Once the script is fine tuned to suit Telugu audience, I will then consider it.
- PK
#CloseSource
@coderabbi I’d love another in the community to code-review my work, but my employer would sue me homeless. #CloseSource #NoCapes
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