Excited to share insights from our recent guest tutorial with Rami Krispin's Data Newsletter on building reliable LLMs through high‑quality data, ethical scraping, and robust preprocessing! Here’s what we covered:
1. Why Data Quality Matters
• “Garbage in, garbage out”: noisy
DATA
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Building Reliable LLMs Through High-Quality Data and Ethics
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Full tool access enables autonomous multi-tool agentic workflows
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Full tool access = real agentic workflows These models can: – Search the web for up-to-date facts
– Write Python to analyze datasets or forecasts
– Read and reason over images, charts, PDFs
– Use your tools via API calls
– Generate images All with autonomy. All in under a -

Cohere Releases Embed 4 SOTA Multimodal Embedding Model
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Cohere released Embed 4, a SOTA multimodal embedding model to add frontier search and retrieval capabilities to AI apps —128K-token context window
—Supports 100+ languages
—Optimized for data from regulated industries
—Up to 83% savings on storage costs -
Claude Research integrates Google Workspace for advanced data search
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Anthropic added a Research feature in Claude with Google Workspace integration
— Rowan Cheung (@rowancheung) 17 avril 2025
Research will perform searches across the web and users’ connected work data
This data will also include users' emails, calendars, and docs, thanks to the Workspace linkpic.twitter.com/i46aYqnLwMAnthropic added a Research feature in Claude with Google Workspace integration Research will perform searches across the web and users’ connected work data This data will also include users' emails, calendars, and docs, thanks to the Workspace link
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Firecrawl LinkedIn scraping works only when logged in
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ok weird because firecrawl playground definitely looks like it can grab the data from linkedin BUT its because its my fucking own profile and im logged in i guess. i use socialdata and proxycurl for APIs – they dont have MCPs yet and i dont fancy making them…
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Analytics Tools Help Healthcare Staff Save Lives Daily
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After losing their mother over an avoidable issue, Michael and Steven Rothman knew change was needed. Partnering with @spacelabs and SAS, they ensure medical staff have the tools to save lives daily. Read the full story: http://
2.sas.com/601226aTy #SASanalytics #HealthCare -
Cohere CEO on AI Self-Scaling When Human Data Gets Too Expensive
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Intéressant :
— VISION IA (@vision_ia) 16 avril 2025
Le PDG de Cohere, Aidan Gomez, affirme que lorsque les données humaines deviennent trop coûteuses, l’IA apprend à s’auto-scalabiliser.
Pourquoi embaucher 100 000 médecins quand 100 suffisent ? Il suffit d’entraîner l’IA sur des signaux fiables — puis de générer 1… https://t.co/vcR0DH1REoIntéressant : Le PDG de Cohere, Aidan Gomez, affirme que lorsque les données humaines deviennent trop coûteuses, l’IA apprend à s’auto-scalabiliser. Pourquoi embaucher 100 000 médecins quand 100 suffisent ? Il suffit d’entraîner l’IA sur des signaux fiables — puis de générer 1
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RAG: The Future of Trustworthy AI-Powered Decision Making
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Why is RAG the future of trustworthy AI? Real-time. Reliable. Explainable. RAG bridges live data with LLMs to deliver accurate, current, and compliant responses—without constant fine-tuning. Read more: https://
aryaxai.com/article/what-i
s-retrieval-augmented-generation-rag-the-future-of-ai-powered-decision-making-by-aryaxai
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Enterprise Agentic AI Adoption: Managing Risk and Complexity
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CIOs face mounting pressure to adopt agentic AI — but skipping steps leads to cost overruns, compliance gaps, and complexity you can’t unwind. Read more about scaling #agenticAI across the enterprise with control, clarity, and confidence: https://
bit.ly/42cAQ7M #enterpriseAI -

SAS Certification Skills for Data Analytics AI and Machine Learning
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SAS Certification proves you’ve got the skills that employers want—whether you're breaking into data analytics, AI or machine learning. Start your certification journey today. http://
2.sas.com/60122ER5Y.