chart&art
3.6K posts
@madhukishwar One thing is for certain. They will come for you. Have backups ready 🙏.
Don’t let this uprising die. Share yoyr truth/evidences with a few other trusted people like yourself. So that if they manage to stop you, then others should rise and continue the fight for truth.
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When well wishers ask me to "stay safe", the only safe havens I can think of are Shaheen Baghs of India!
Modi ji's police will not dare enter areas where the warrior community has its citadels!
Now i see the advantages of burka nikab and hijaab!
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chart&art retweeté
RAG vs. CAG, clearly explained!
RAG is great, but it has a major problem:
Every query hits the vector DB. Even for static information that hasn't changed in months.
This is expensive, slow, and unnecessary.
Cache-Augmented Generation (CAG) addresses this issue by enabling the model to "remember" static information directly in its key-value (KV) memory.
In fact, you can combine RAG and CAG for the best of both worlds.
Here's how it works:
RAG + CAG splits your knowledge into two layers:
↳ Static data (policies, documentation) gets cached once in the model's KV memory
↳ Dynamic data (recent updates, live documents) gets fetched via retrieval
This gives faster inference, lower costs, and less redundancy.
The trick is being selective about what you cache.
Only cache static, high-value knowledge that rarely changes. If you cache everything, you'll hit context limits. Separating "cold" (cacheable) and "hot" (retrievable) data keeps this system reliable.
You can start today. OpenAI and Anthropic already support prompt caching in their APIs.
I have shared my recent article on prompt caching below if you want to dive deeper.
👉 Over to you: Have you tried CAG in production yet?
GIF
Avi Chawla@_avichawla
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Linkedin it is for now 🥲
Thanos@CryptoThannos
@shahh No middle ground in crypto, its either lambo or linkedin
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@justbuilding @shiri_shh A lot more still discovering how powerful Anthropic’s models are when it comes to coding
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@shiri_shh I can’t imagine how many developers have left Claude max plan.
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OpenAI is panicking. The $100 plan proves it.
This week, Anthropic hit $30B ARR and passed OpenAI.
Tripled revenue in four months. Claude Code alone is doing $2.5B. 1,000+ companies paying a million a year each.
OpenAI was Stuck at $25B. Bleeding devs to Claude every single day.
So they did the only thing left.
Launched a $100 Pro Lite plan. Same price as Claude Max. Same pitch.
And to keep $200 Pro users from walking, they extended the 2x Codex promo till May 31 and reset Codex rate limits. Again.
They already killed Sora. Ended the Disney deal. Cut every side quest. Now they're mimicking Anthropic's pricing and throwing freebies at loyal users to stop the bleed.
OpenAI@OpenAI
We’re updating our ChatGPT Pro and Plus subscriptions to better support the growing use of Codex. We’re introducing a new $100/month Pro tier. This new tier offers 5x more Codex usage than Plus and is best for longer, high-effort Codex sessions. In ChatGPT, this new Pro tier still offers access to all Pro features, including the exclusive Pro model and unlimited access to Instant and Thinking models. To celebrate the launch, we’re increasing Codex usage for a limited time through May 31st so that Pro $100 subscribers get up to 10x usage of ChatGPT Plus on Codex to build your most ambitious ideas.
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Iran has shot down 8 US MQ-9 drones in the last week.
Not bad for a country with no air defense.
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Good. It shows that in times of uncertainty, leaders trust and choose the bitcoin network. Decentralisation use case, immutability, trust .. world has come to a realisation. 👊
RookieXBT 🧲@RookieXBT
Iran accepting Bitcoin as payment good or bad?
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$SPY
Too much uncertainty for me to go heavy with buys earlier but still a nice trade opp. Just touched my red zone above so I'm closing out for the night.
Nebraskangooner@Nebraskangooner
$SPY Almost looks like we can pop to $670..
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Agree to Iran’s terms - get the Strait opened for two weeks - get oil delivery backed up for a year - bomb Iran for the next one year — WW3 continues
Satoshi Flipper@SatoshiFlipper
BOOOOOOM They will open the Strait !!
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