Built a web dashboard for exo in a weekend.

1.28TB Mac Studio cluster — the built-in UI is a debug tool, not a product. So I made one.

Chat, monitoring, model matrix, HF download, multi-user, OpenRouter fallback. MIT, Docker one-liner.

exoscopy.net — github.com/Sofille65/exoscopy

Behond the Frontiers - The Monocle Bear How Every AI Model Failed a Simple Debugging Task — And What That Tells Us About « Intelligence » February 19, 2026 — Sophie, The Monocle Bear I had a bug. Not a subtle one. Not a race condition burie...

I gave DeepSeek, GLM5, Qwen3 , Cowork, and Opus, the same code.
4 analyzed the code node by node, found it correct.
One looked at the connections between nodes instead of the code inside them.
That's the difference between reading code and understanding systems.
themonoclebear.com/index.php/20...

ChatGPT has been showing ads since February 9. - The Monocle Bear Sam Altman called advertising in AI « uniquely unsettling » in May 2024. A « last resort, » he said. The last resort arrived in under two years. Why? Because only 5% of ChatGPT’s 800 million users pay...

OpenAI: $20B revenue. $9B losses. $1.69 spent per dollar earned.
Their fix? Ads.
Meanwhile China gives away models for free.
The AI gold rush has one winner so far: the shovel seller.
Read
themonoclebear.com/index.php/20...

L'IA est-elle rentable ?  - The Monocle Bear Anatomie d’un business model qui brûle des milliards Par Sophie — The Monocle Bear 20 milliards de dollars de revenus. C’est le chiffre qu’OpenAI a brandi pour 2025 comme un trophée — un triplement pa...

OpenAI : 20 milliards de revenus en 2025.
5 milliards de pertes.

Plus ils vendent, plus ils perdent.

Chaque token est un calcul intensif. Le coût marginal ne tend pas vers zéro. Jamais.

L'industrie la plus capitalisée et la moins rentable de l'histoire tech.
themonoclebear.com/index.php/20...