Mirac

GPT image 1.5 VS GPT image 2.0 Provider = @AskVenice Platform = CardLab by @Cardify_Club Same exact prompt (i have 5 templates for A/B testing) which do you prefer?

@aakashgupta You need to pay them to build your agents nothing like OS harnesses here.

Anthropic just mass-obsoleted every agent orchestration startup in a single launch. The screenshot tells the full story. That's a production fleet dashboard. 8 agents running. 247 completed tasks. Active status. MCP-connected to HubSpot, pulling deals, generating proposals, reading attachments. This isn't a demo. It's a managed production environment where you define the agent and Anthropic runs the infrastructure. The timing here is surgical. Four days ago, Anthropic blocked OpenClaw and every third-party harness from using subscription credentials. The message was clear: stop building on top of our consumer auth layer. Now here's the replacement. A first-party managed agent platform with fleet monitoring, production-grade MCP integrations, and prototype-to-launch timelines measured in days. Manus spent six months on five harness rewrites. LangChain spent a year on four architectures. Anthropic just shipped the managed version that eliminates the need to build one at all. The real bet: most companies don't want to build agent infrastructure. They want agents that work. Anthropic is pricing this into the platform the same way AWS priced server management into EC2. The 46% of enterprises citing "integration with existing systems" as their primary agent challenge just got a first-party answer from the model provider itself. Every agent startup that raised on "we make Claude reliable in production" just lost their pitch deck.

V nicely put! If you are building something like agent-written mini backends, on the fly tools, user specific automations, or safe code mode execution(JS/TS) at edge speed, Dynamic Workers are the way to go. Buttt,If you are building something like longer lived autonomous agents, secure enterprise agent execution, local/private agent environments, GPU backed sandboxes, or strict policy governed agent infrastructure, OpenShell is the more complete security/runtime layer tbh.

This is a much bigger deal than most people realize. If you don't know why, let me explain. Agents perform "work" right now by calling "tools". These are just pieces of context shoved into the context window saying "if you think you the next thing you should do falls into one of these categories, then respond with this format" — that format is the "tool" a JSONSchema response which a harness then uses to call a function. MCP, is best thought of as a way to shove more tools and context into your context window (it has a lot of shortcomings imo). The agent then has to pick which tool out of all the available tools it should call. So the more tools you have, the worse it selects the tools. @threepointone and @KentonVarda have an excellent article (blog.cloudflare.com/code-mode) where they introduced the idea of exposing the MCP tools as an SDK, so to call tools and compose them, the AI just does what it is ALREADY good at: write some code. The question, as always, is where do you run that code safely. Many have proposed sandboxes and containers as a possible solution, but these are hella slow and make the experience untenable. Thats what makes this announcement SO important, it allows you to run agent-written code in a matter of milliseconds with the explicit execution environment you specify pulled in (like a database, kv store, etc. Cloudflare calls these "bindings" btw). In practice, this means people can start building MUCH more effective agents that can *do* a lot more, because they can be exposed to more tools. Anyway, huge deal. Congrats to the CF team.

@0xSammy Acc to you,there is no difference in giving full control of your system to a centralised system and running something entirely locally. Thanks for making yourself look like a total noob.

Anthropic just deleted OpenClaw Anyone with access to the internet will be using AI Agents this year

@ASvanevik Dumb take! Reeks of ignorance and bias.

we’re at the Terra Luna stage of OpenAI

🧠 Introducing NeuralClaw — now open source. A self-evolving cognitive agent framework built in Python: ◆ 5-cortex architecture (Perception → Memory → Reasoning → Action → Evolution) ◆ Tri-store memory with biological metabolism — memories consolidate, strengthen, and decay ◆ 4-layer reasoning with self-critique ◆ Swarm intelligence + cross-network federation ◆ Zero-trust security baked in from day one ◆ 5 channel adapters (Telegram, Discord, Slack, WhatsApp, Signal) This isn't another chatbot wrapper. It's a brain. ⭐ github.com/NickPlaysCrypt… #AI #OpenSource #Agents #Python #LLM 🧠 Introducing NeuralClaw — now open source. A self-evolving cognitive agent framework built in Python: ◆ 5-cortex architecture (Perception → Memory → Reasoning → Action → Evolution) ◆ Tri-store memory with biological metabolism — memories consolidate, strengthen, and decay ◆ 4-layer reasoning with self-critique ◆ Swarm intelligence + cross-network federation ◆ Zero-trust security baked in from day one ◆ 5 channel adapters (Telegram, Discord, Slack, WhatsApp, Signal) This isn't another chatbot wrapper. It's a brain. ⭐ github.com/NickPlaysCrypt… #AI #OpenSource #Agents #Python #LLM

@NickPlaysCrypto @openclaw @ClawClub_CC @neuralclaw 🔥

8k lines of code Better than @openclaw We are cooking in the @ClawClub_CC @neuralclaw will be open-sourced soon 👀

@StaniKulechov Any updates on your ios app?

Aave has reached $1 billion in RWA deposits.

🦀 Claw Club is live. The ultimate OpenClaw resource hub. 700+ categorized agent skills Polymarket auto-trading guides Business automation playbooks Setup support from day one AI news fed directly to you First 100 members get LIFETIME access for $100 + Founder role. That's it. No recurring fees. Ever. After 100? Price doubles. → clawclub.cc Spots are filling. Don't sleep on this.

@superformxyz U guys did presale @ 90 million and lauched this @ 45 million… kinda low iq game or is this intentional?

$UP is now live, powering Superform, the user-owned neobank. UP Only.

@superformxyz Wen echo claim? It’s still not available. Play the fucking fair game

Official $UP contracts - Ethereum: 0x1D926bbE67425C9F507b9A0E8030eEdc7880BF33 - Base: 0x5b2193fDc451C1f847bE09CA9d13A4Bf60f8c86B Stake & Buy $UP: app.superform.xyz/up Legion Claims: cookie.legion.cc/app/distributi… Echo Claims: Visit echo.xyz Airdrop Claims: claim.superformfoundation.org Buy & trade $UP on the following platforms: @krakenfx @coinbase @Gate @kucoincom @bitvavocom @AerodromeFi @HTX_Global @MEXC_Official @LBank_Exchange @StargateFinance

@TrustlessState Weird take from someone in crypto where: 1-Muslims are bigotry’s biggest victims. 2-Binance’s biggest markets are Muslim-majority 3-UAE/Qatar are funding half the industry But sure, 1.8 billion people are the problem. Not your timeline. You are simply bad at maths!

This perfectly illustrates the problem peaceful Muslims leave the rest of the world: Half of Islam is extremist and seeks domination The other half refuses to take responsibility for reforming it

@Jarrettmmr @rish_neynar @farcaster_xyz @neynarxyz Nope,it’s not and has been a technical failure by every metric. Why will someone have to talk specifically on a social app to prove themselves as a genuine user? That social app cloaked in decentralisation came up with its own set of centralised rules? 🤷

@_73100 @rish_neynar @farcaster_xyz @neynarxyz It's actually very good at identifying genuine users, it's just that a lot of "genuine users" act like bots :)

Seeing some misinformed takes that Farcaster is shutting down no, it's not - the protocol is and remains sufficiently decentralized - @neynarxyz will now operate Farcaster client and Clanker, in addition to the existing developer platform building products will get easier from here

@hantengri 😂😂

noise just went to zero 24 hours after leaving megaeth lesson in there

@brevis_zk Lmaooo Zero knowledge scam

Brevis ProverNet mainnet is live. $BREV is live. The decentralized marketplace for ZK proof generation is now fully operational. 🧵