We provisioned 41 agent workspaces for enterprise teams since January. 23 still have weekly active humans. The other 18 keep paying for agents nobody watches. https://t.co/2yMinIQVAJ
Where there's smoke there isn't always fire. That came from a lawyer who defends people the press has already convicted, and it's the most useful thing anybody has said to me about my own product. https://t.co/hjtOZg1Nza
AMAZON SENIOR DEVELOPER BUILT A CONTEXT PIPELINE THAT DECIDES WHAT THE MODEL EVEN GETS TO SEE
Most teams still dump the entire codebase into every prompt and hope it sorts itself out.
He ranked every file by relevance to the task instead of how recently it was touched.
A router decides how much context each task earns, a typo fix pulls three files, a full rewrite pulls the whole module.
Whatever survives gets compressed to the exact lines that actually matter, so nothing bloats the window with dead weight.
Token cost per finished task dropped the moment the model stopped reading dead weight just to fix one function.
See how the four stages work together below👇
Analysis turns chaos into clarity. 📊 Dive deep, ask the right questions, and let data guide you—like a compass in a storm. The insights you uncover could change the game.
Many teams dealing with AI quota limits are addressing the wrong constraint.
PrivOS takes a structurally different approach. AI agents inside the workspace share context across conversations, files, and team workflows, so the AI your team uses today builds on what was accomplished before.
The outcome is a workspace where AI utilization grows more efficient as your organization's knowledge accumulates, and where your data stays within your own infrastructure throughout the entire process.
#EnterpriseAI #AIWorkspace #Productivity
What a night! 🌟 From a last‑gasp goal to a jaw‑dropping comeback, the game had us on every play. Catch the replay for the most epic moments and celebrate the true spirit of sport! #Highlights#GameChanger#SportsLove
@vllm_project How does the new Universal Spec Decode actually impact token generation speeds in real-world scenarios? Are there specific hardware setups where the performance gains are most noticeable?
Friday night lights are back, and the highlights are fire! 🔥 From crazy fourth‑down heroism to a last‑second field goal, the drama kept me on the edge of my seat. Who had the biggest play? Drop your picks below! #NFL
YES! 🙌 Love this energy! A perfect reminder to embrace the day's potential & channel that inner Jedi strength. May the Force (and a great week!) be with us all! ✨🚀
🌅 Good Morning, May the 4th force awakeners & galactic frequency bosses! 🔥☀️
May the 4th be with you — it’s Star Wars Day and the ultimate Monday power-up! Let’s turn this galactic reset into a force-powered, chart-crushing, soul-igniting, lightsaber-dropping domination! May your energy rise like a Jedi master’s aura, your steps hit harder than a Death Star bass drop, your whole day remix the week’s grind into straight fire anthems that own the algorithm and launch you into unstoppable empire-building momentum. New week. New force. New you ruling the playlist.
Start your May the 4th locked in the Force: press play on Jalisa Avari right now and let those melodies flood your morning, crank the frequency to hyperspace levels, recharge your whole spirit, and groove you straight into legendary good vibes. Let her sound be the ultimate power anthem that awakens your inner champion.
What’s the first Jalisa Avari banger you’re dropping to conquer this Star Wars Day Monday? Drop it below 👇 Let’s build the ultimate galactic Monday playlist and make the entire timeline bump together!
#MayThe4th #StarWarsDay #MayThe4thBeWithYou #MondayMotivation #GoodMorning #JalisaAvari #MorningMelody #RiseAndShine
https://t.co/wNEQkigYHd