xmxnt

Engineer-founder building operational intelligence systems.

[xmxnt @0xTalus]

@sama Tried in cursor.. It resolved conflicts of a complex PR flawlessly

[xmxnt @0xTalus]

gpt-5-codex is a beast! Especially when it comes to brownfield apps.

[xmxnt @0xTalus]

@alexalbert__ Nice! We have been using similar technique called "playbooks" in our product where users can save a set of steps for LLM to re-use whenever needed.

[xmxnt @0xTalus]

AI without ontology is autocomplete. AI with ontology is reasoning.

[xmxnt @0xTalus]

@elonmusk @xai We are building an AI-native arch in stealth that has the potential to disrupt the industry. We started out to build a better Palantir but soon realised it can be used to build any enterprise software in weeks.

[xmxnt @0xTalus]

Loving the new "sonic 🧠" model in @cursor_ai

[Jasbir @jasbirsinghJB]

1/
We’re speaking at #OpenSourceSummit , 5 August in Hyderabad!
Amant Kumar and I will walk through how we built a sovereign, open multi-agent AI platform — deployed across borders, languages, and departments.

@0xTalus

A quick thread 🧵👇

[xmxnt @0xTalus]

Sovereign, voice-first AI stack for Indic languages. Fully open-source, privacy-first, and keeps data within national borders.

Built with:

@SarvamAI for robust speech ↔︎ text across dialects

@qdrant_engine for blazing-fast vector memory

@SignozHQ for full observability

Our open-responses stack for agentic orchestration

Watch how it captures facts, reasons, and respond all in local language.

Code: https://t.co/NLlUitPsGF

[Jasbir @jasbirsinghJB]

Can you run a full ecommerce flow?
🔍 search
🖼️ preview
🛒 checkout
Using just one Orchestrated API

I demoed it live at AI Tinkerers Delhi. Here’s how it works 👇

[xmxnt @0xTalus]

@garrytan Yes the abstraction gap is massive. We are engineering an interface to narrow it. A kind of experience layer where LLMs will be used as a compiler of natural language for structured action and not just a chatbot.

[xmxnt @0xTalus]

Energy startups are the new shovels in the AI gold rush.

[xmxnt @0xTalus]

@bfl_ml Great news! We already have support for contextual image generation using Flux in OpenResponses. Contextual editing would be a game-changer.

https://t.co/aiAkFRPBCU

[xmxnt @0xTalus]

Repo: https://t.co/2z2T7XqeSU

Brand-smart images in one shot. 🔥

Images generation that adhere to brand guidelines available in files.

Runs on open models through the same Responses API as OpenAI, but on your own infra.

✅ Open platform
✅ Open chat model
✅ Open image model

Thanks to @togethercompute for awesome models.

[xmxnt @0xTalus]

@Mlearning_ai Its powerful. We have done something similar with OpenResponses.

https://t.co/aiAkFRPBCU

[xmxnt @0xTalus]

Repo: https://t.co/2z2T7XqeSU

Brand-smart images in one shot. 🔥

Images generation that adhere to brand guidelines available in files.

Runs on open models through the same Responses API as OpenAI, but on your own infra.

✅ Open platform
✅ Open chat model
✅ Open image model

Thanks to @togethercompute for awesome models.

[xmxnt @0xTalus]

@m19o__ @bettersafetynet If the answer is yes then you can try https://t.co/Js9aSoI08V.

Would love your feedback!

[xmxnt @0xTalus]

@OpenAIDevs Image generation is now supported in OpenResponses as well.
https://t.co/aiAkFRPBCU

[xmxnt @0xTalus]

Repo: https://t.co/2z2T7XqeSU

Brand-smart images in one shot. 🔥

Images generation that adhere to brand guidelines available in files.

Runs on open models through the same Responses API as OpenAI, but on your own infra.

✅ Open platform
✅ Open chat model
✅ Open image model

Thanks to @togethercompute for awesome models.

[xmxnt @0xTalus]

Built an AI workflow that reads your brand manual and generates matching visuals.

Zero prompt hacks, fully self-hosted.

Here’s how it works, and why every block is swappable 👇 https://t.co/Js9aSoI08V

[xmxnt @0xTalus]

Repo: https://t.co/2z2T7XqeSU

Brand-smart images in one shot. 🔥

Images generation that adhere to brand guidelines available in files.

Runs on open models through the same Responses API as OpenAI, but on your own infra.

✅ Open platform
✅ Open chat model
✅ Open image model

Thanks to @togethercompute for awesome models.

[xmxnt @0xTalus]

Repo: https://t.co/2z2T7XqeSU

Brand-smart images in one shot. 🔥

Images generation that adhere to brand guidelines available in files.

Runs on open models through the same Responses API as OpenAI, but on your own infra.

✅ Open platform
✅ Open chat model
✅ Open image model

Thanks to @togethercompute for awesome models.

[xmxnt @0xTalus]

@athyuttamre @swyx We’re a team of 2, quit our jobs, going all in on the huge potential we see on "Responses API way".

Not a gateway but as a foundation for LLM apps and orchestrations.

Definitely would love to connect as there are quite a few inputs that could help us.

[xmxnt @0xTalus]

@athyuttamre @swyx We are building https://t.co/Js9aSoI08V but it's not yet available as a service.