Mirac

Engineer | developer | not here to appease you at all. AI mess cleaner and plumber @Cardify_Club

[Nick @NickPlaysCrypto]

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?

[Mirac @_73100]

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

[Mirac @_73100]

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.

[Justin Schroeder @jpschroeder]

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 (https://t.co/brec28Wsmm) 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.

[Mirac @_73100]

@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.

[Mirac @_73100]

@ASvanevik Dumb take! Reeks of ignorance and bias.

[Claw Club @ClawClub_CC]

https://t.co/XfYxdJApT3

[Neural Claw @neuralclaw]

🧠 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.

⭐ https://t.co/RivhRpOG1v

#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.

⭐ https://t.co/RivhRpOG1v

#AI #OpenSource #Agents #Python #LLM

[Mirac @_73100]

@NickPlaysCrypto @openclaw @ClawClub_CC @neuralclaw 🔥

[Nick @NickPlaysCrypto]

8k lines of code

Better than @openclaw

We are cooking in the @ClawClub_CC

@neuralclaw will be open-sourced soon 👀

[Mirac @_73100]

@StaniKulechov Any updates on your ios app?

[Nick @NickPlaysCrypto]

https://t.co/ubNcIZ2P6s

[Nick @NickPlaysCrypto]

🦀 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.

→ https://t.co/5YzZDKWuUy

Spots are filling. Don't sleep on this.

[Mirac @_73100]

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

[Mirac @_73100]

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

[Mirac @_73100]

@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!

[Mirac @_73100]

@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? 🤷

[Mirac @_73100]

@hantengri 😂😂

[Mirac @_73100]

@brevis_zk Lmaooo Zero knowledge scam