Building multi-Region resiliency for AWS CloudFormation custom resource deployment
TutoSartup excerpt from this article:
Both Regions read from and write to the Global Table with strong consistency... Yet, when it comes to building resilient, multi-Region deployments with custom resources, customers quickly discover a gap: there is no built-in multi-Region support... While single-Region deployments can achieve high resilience, multi-Region architectures become essential for organizations that need to meet specific...
Both Regions read from and write to the Global Table with strong consistency... Yet, when it comes to building resilient, multi-Region deployments with custom resources, customers quickly discover a gap: there is no built-in multi-Region support... While single-Region deployments can achieve high resilience, multi-Region architectures become essential for organizations that need to meet specific...
Architecting offline-first generative AI applications for edge deployments using AWS services
TutoSartup excerpt from this article:
Generative AI offers a promising path to address this, but deploying these capabilities in industrial environments introduces a distinct architectural challenge: how do you bring the power of large-scale AI to locations where cloud connectivity is unreliable or unavailable? The answer lies in an offline-first architecture, one that moves AI inference to the edge while using cloud services for mo...
Generative AI offers a promising path to address this, but deploying these capabilities in industrial environments introduces a distinct architectural challenge: how do you bring the power of large-scale AI to locations where cloud connectivity is unreliable or unavailable? The answer lies in an offline-first architecture, one that moves AI inference to the edge while using cloud services for mo...
Iran Tensions Revive Worries Over Inflation and Rising Yields
TutoSartup excerpt from this article:
In late February, the US 10-year Treasury yield was trending lower, dipping below 4... The macro outlook at the time suggested the benchmark yield would dip even lower in the coming weeks, a view supported by the downside trending behavior that month... 28, the bombs started falling on Iran, an event that reversed the 10-year yield’s slide—a turnaround that has strengthened in July......
In late February, the US 10-year Treasury yield was trending lower, dipping below 4... The macro outlook at the time suggested the benchmark yield would dip even lower in the coming weeks, a view supported by the downside trending behavior that month... 28, the bombs started falling on Iran, an event that reversed the 10-year yield’s slide—a turnaround that has strengthened in July......
Extract Real Estate Listings into Google Sheets with n8n and AI
TutoSartup excerpt from this article:
Every platform structures its markup differently, key details like price and availability are usually rendered client-side after JavaScript runs, and class names shift with every redesign... Instead of reading the raw DOM and guessing where the price lives, it captures the fully-rendered page with Snapshot Site and hands that to an AI extractor that reads the listing the way a person would... Cap...
Every platform structures its markup differently, key details like price and availability are usually rendered client-side after JavaScript runs, and class names shift with every redesign... Instead of reading the raw DOM and guessing where the price lives, it captures the fully-rendered page with Snapshot Site and hands that to an AI extractor that reads the listing the way a person would... Cap...
Turn Any Rendered Web Page Into Structured Data With the Analyze API
TutoSartup excerpt from this article:
The v3/analyze endpoint takes the other route: it renders the page like a browser would, captures it, and hands back a structured payload describing what rendered, in one call...com", "format": "png", "width": 1280, "height": 720, "waitForDom": true, "enableSummary": true, "enableQuality": true }'The response bundles the rendered screenshot with the structured data: { ...
The v3/analyze endpoint takes the other route: it renders the page like a browser would, captures it, and hands back a structured payload describing what rendered, in one call...com", "format": "png", "width": 1280, "height": 720, "waitForDom": true, "enableSummary": true, "enableQuality": true }'The response bundles the rendered screenshot with the structured data: { ...
Do more with AWS WAF labels using dynamic label interpolation
TutoSartup excerpt from this article:
Managed rule groups such as AWS WAF Bot Control and AWS WAF Fraud Control account takeover prevention (ATP) attach labels that describe what they found... A label can record that a request came from a known bot category or that it matched a credential-stuffing pattern... You can also use labels to build tiered policies: a low-confidence bot signal might trigger a CAPTCHA challenge, whereas a high...
Managed rule groups such as AWS WAF Bot Control and AWS WAF Fraud Control account takeover prevention (ATP) attach labels that describe what they found... A label can record that a request came from a known bot category or that it matched a credential-stuffing pattern... You can also use labels to build tiered policies: a low-confidence bot signal might trigger a CAPTCHA challenge, whereas a high...
Exploring self-distilled reasoning for supervised fine-tuning with Amazon Nova
TutoSartup excerpt from this article:
When you fine-tune a model using Supervised Fine-Tuning (SFT), creating high-quality chain-of-thought (CoT) reasoning traces for your training data is often impractical and can be prohibitively expensive... As a result, you might choose to skip reasoning during SFT and train with only inputs and outputs... However, reasoning is a key capability of the Amazon Nova 2 family of models, and it’s bee...
When you fine-tune a model using Supervised Fine-Tuning (SFT), creating high-quality chain-of-thought (CoT) reasoning traces for your training data is often impractical and can be prohibitively expensive... As a result, you might choose to skip reasoning during SFT and train with only inputs and outputs... However, reasoning is a key capability of the Amazon Nova 2 family of models, and it’s bee...