Your files. Your machine. Your control.
Too many tools. Too many scattered files.
PANACHES brings web, notes, documents, images, audio, video, code, 3D and optional local AI into one local-first desktop workspace.
Where ideas take shape.
https://t.co/9pJy02tZMB
MiniMax M3 looks like a strong signal for the next AI model stack:
coding + agents + long context + native multimodality.
The real shift is not only better benchmarks.
It’s models becoming infrastructure for builders: code, tools, terminals, MCP workflows and large context in one system.
#AI #AICoding #AIAgents #LLM #OpenWeights
This is a big direction for creative AI.
Better image generation matters, but ownership matters even more:
downloadable weights, fine-tuning, local hardware, custom workflows.
The future of AI creativity should not be locked entirely inside closed platforms.
#AI#OpenSourceAI #ImageGeneration #CreativeAI
Introducing Ideogram 4.0: the best open image model in the world.
Think it. Make it. Own it.
Download the weights, fine-tune on your own data, and run it on your hardware. Live on every Ideogram plan and the API today.
Gemma 4 12B looks like an important step for local AI.
Multimodal, laptop-friendly, Apache 2.0 — exactly the kind of model that can bring advanced reasoning closer to personal machines and private workflows.
Local intelligence is becoming more serious.
#AI#LocalAI#Gemma#LLM #OpenSourceAI
Meet Gemma 4 12B!
A unified, encoder-free multimodal model designed to bring high-performance intelligence directly to your laptop, and released under an Apache 2.0 license.
Bridging the gap between edge efficiency and advanced reasoning. Here is what’s new with Gemma 4 12B: 👇
Interesting contrast.
Some AI tools are getting more expensive through usage credits, while DeepSeek is pushing API prices lower.
For solo devs and indie AI apps, model pricing is becoming a strategic factor — not just a technical detail.
Accessibility may matter as much as benchmarks.
Gros séisme 🚨
DeepSeek rend sa remise -75% permanente : V4-Pro tombe à 0,87$/M tokens. Jusqu’à 34x moins cher que GPT-5.5.
Résultat : un nouveau plancher de prix… et une pression énorme sur tout le marché.
Les apps à gros volumes deviennent enfin viables. Jusqu’où ça va aller ?
#IA #API #DeepSeek
Maîtrisez l'IA, ensemble, sur https://t.co/e3abfjzWVK (lien en bio)
The next evolution of Hermes Agent is here!
Introducing Hermes Desktop: everything you love about Hermes, now native on your machine.
First demoed in Jensen's GTC keynote, it's now in public preview.
The next evolution of Hermes Agent is here!
Introducing Hermes Desktop: everything you love about Hermes, now native on your machine.
First demoed in Jensen's GTC keynote, it's now in public preview.
Panaches is more than a workspace.
A media space for creative minds:
AI, coding, drawing, writing, reading, music, workflows and resources.
Explore ideas. Build your own creative path.
https://t.co/fG4lhHtPmN
#Panaches#CreativeTools#CreativeWorkflow#DigitalCreativity #AItools #Coding #Writing #Drawing #Productivity #IndieProject
What’s interesting here is not only NVIDIA releasing more open models.
It’s the ecosystem signal:
Hugging Face as the public hub for models and datasets.
Linux Foundation for open governance and shared standards.
Open models, datasets, tools and world models for builders.
This is how open-source AI becomes real infrastructure.
#AI #OpenSourceAI #NVIDIA #HuggingFace #LinuxFoundation
So much great work lately from Nvidia, the "King of American Open-source AI"!
- Crossed 1,000 total public repositories on @huggingface (820 models, 249 datasets & 57 spaces) & almost 60,000 followers
- Current #1 trending model on HF with LocateAnything and #5 trending with PiD
- Announced that they're adopting the @linuxfoundation OpenMDW framework
- Released Cosmos 3, Omnimodal World Models for Physical AI & Alphamayo 2 Super, an open model for autonomous driving
- Announced the release soon of Nemotron 3 & work on Nemotron 4
Thank you @nvidia for all the work you're doing for the ecosystem and open-source AI. Can't wait for the next few months!
Nemotron 3 Ultra will be worth watching closely.
NVIDIA is not just competing on models — they are building around AI infrastructure, agents and enterprise/local workflows.
That’s where things get really interesting.
#AI#LLM#NVIDIA#Nemotron
Local LLMs + MCP is one of the most interesting directions right now.
Not just “chat with a model”, but controlled access to tools, files and APIs — with more private, local-first workflows.
This is where AI starts becoming an actual workspace layer.
We made a guide on using MCP with local LLMs.
Connect Qwen3.6 and Gemma 4 for controlled access to tools, files, APIs, enabling private automated workflows.
Learn to use OAuth, Exa, Context7, Hugging Face & more.
Guide: https://t.co/bkgK1ikP9i
GitHub: https://t.co/aZWYAtakBP
Dear developers,
AI coding: the end of free abundance?
As AI coding tools move to usage-based pricing, knowing how to code becomes an economic skill, not just a technical one.
For a while, we believed AI made code almost free.
Prompt. Answer. Bug. Another prompt. Another answer. Still broken. Another prompt.
Infinite iteration felt normal because the cost was invisible.
But that paradigm is changing.
Credits, premium models, quotas, variable usage: AI coding is no longer just a subscription. It is becoming a resource to manage.
And with that comes a new divide.
Big companies will absorb the costs. Solo developers will have to ration. Beginners who “vibe code” without understanding what they build may hit a wall. And those who can diagnose, fix, frame and verify will gain a massive advantage.
Because understanding your code is not only about building better.
It is also about paying less.
Knowing how to fix a simple bug. Knowing how to read a stack trace. Knowing how to reduce a prompt. Knowing when to use a premium model. Knowing when not to use one.
AI remains a powerful accelerator.
But it is not a magical substitute for skill.
The future of software development may not be “human vs AI”.
It may be:
skilled human + well-used AI
versus
vague automation + uncontrolled costs.
#AI #AICoding #Python #Developers #VibeCoding #github #copilot #claude
Alerte IA critique
Une IA non publique trouve et exploite des failles zero-day à la chaîne. 10 000 vulnérabilités critiques révélées, la BCE convoque les banques, le Japon lance une task force.
On corrige en urgence… avant qu’une copie fuite.
#IA#Cybersécurité#Anthropic
Maîtrisez l'IA, ensemble, sur https://t.co/6vYcuNpLIA (lien en bio)
Introducing Claude Opus 4.8: it builds on Opus 4.7 with sharper judgment, more honesty about its own progress, and the ability to work independently for longer than its predecessors.
Available today at the same price.
Qwen3.7 Preview By @Alibaba_Qwen lands on Arena for Text and Vision.
In Text Arena, Qwen3.7 Max Preview ranks #13 overall.
Alibaba is now the #6 lab in this arena.
- #7 Math
- #9 Expert
- #9 Software & IT
- #10 Coding
In Vision Arena: Qwen3.7 Plus Preview ranks #16 overall, making Alibaba the #5 lab.
Congrats to the @Alibaba_Qwen team on the latest progress!
PANACHES est lancé.
https://t.co/9pJy02tZMB
Un workspace local-first pour créer, coder, organiser, explorer et travailler avec Ambre, son système d’assistante IA personnalisable.
Moins de fragmentation.
Plus de contexte.
Vos idées, vos fichiers, votre espace.
#AI#Productivity