Accelray Technologies Pvt Ltd

We provide innovative and cost effective IT solutions for all kind of businesses. Mobile Apps | Websites | Digital Marketing | AI AGENTS | AI| Chatbots

[Accelray Technologies Pvt Ltd @accelraytech]

We’ll help you turn your business into an AI powered machine.

#artificialintellegence #software #erp #crm #webapps #mobileapps #technology #AI #AIStrategy

[Accelray Technologies Pvt Ltd @accelraytech]

A startup from #Kerala has developed A2000, India’s first homegrown Edge AI processor, designed to run #AI directly on devices without relying heavily on the cloud. This innovation represents a significant step toward building world-class #semiconductor technology in #India.

[Accelray Technologies Pvt Ltd @accelraytech]

Cost Optimization Tip:

Output tokens cost roughly 5x-6x more than input tokens. If you are running high-volume RAG tasks, leverage Context Caching and keep your output instructions highly concise to stay lean.

[Accelray Technologies Pvt Ltd @accelraytech]

The Free Tier (Flash Only)

Yes, it's still free! But as of April, Pro models require a paid account.
Gemini 2.5/3.1 Flash-Lite: Free up to 1,000 daily requests.
Gemini 2.5 Flash: Free up to 250 daily requests.
Catch: Google uses free tier data to train its models

[Accelray Technologies Pvt Ltd @accelraytech]

Building with the Gemini API?

Google’s 2026 billing updates changed how we scale from prototype to production.

If you are worried about hidden costs or sudden paywalls, here is the exact breakdown of how Gemini API billing actually works.

[Accelray Technologies Pvt Ltd @accelraytech]

Google has officially killed FAQ Rich Results. As of May 7, 2026, those expandable "Q&A" sections under search results are gone. #google #serp #search #technews #AI #seo

[Accelray Technologies Pvt Ltd @accelraytech]

To the woman who gave us everything before we even knew what we needed: Thank you.

Your love is the quiet force that keeps us going and the soft place where we always land.

Happy Mother’s Day to our first best friend and our forever hero.
#mothersdayspecial #happymothersday

[Accelray Technologies Pvt Ltd @accelraytech]

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[Anthropic @AnthropicAI]

New Anthropic research: Natural Language Autoencoders.

Models like Claude talk in words but think in numbers. The numbers—called activations—encode Claude’s thoughts, but not in a language we can read.

Here, we train Claude to translate its activations into human-readable text.

[Accelray Technologies Pvt Ltd @accelraytech]

@AnthropicAI This is just brilliant!!!

[Elon Musk @elonmusk]

Neuralink progress

[Accelray Technologies Pvt Ltd @accelraytech]

@nghoihin Nice one you have it there, will sure give it a try 😍

[Accelray Technologies Pvt Ltd @accelraytech]

"RAG is dead because #AI memory is huge now." ❌

This is the biggest myth in tech today. Yes, 2026 models have massive #context windows. But if you’re trying to build an #autonomous AI agent without #RAG, your monthly bill is about to explode.

Here’s why.

[Accelray Technologies Pvt Ltd @accelraytech]

Don't use a massive context window to solve a search problem.

The most successful AI architectures in 2026 use a Hybrid approach: RAG to find the needle, and Context to think through the needle.

Is your AI stack optimized, or are you overpaying? Let's discuss! #AI2026

[Accelray Technologies Pvt Ltd @accelraytech]

If you are building an AI team (like an automated sales or support agency), #AgenticRAG is their shared brain.

It allows the "Support Agent" to instantly look up a customer’s past invoices, verify shipping data, and draft a response in under 2 seconds. #AI #agentic #tech