Dan @DanBuildsAI
Engineering practical AI at enterprise scale. Focused on platform architecture, LLMs, and what works beyond the hype. USA Joined September 2012-
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Strands is built for simplicity. LangChain is built for flexibility. If you’re deploying agents you can trust, Strands brings observability, structure, and safety out of the box. If you’re crafting complex reasoning flows, LangChain gives you full control over tools, memory,…
Seeing chatgpt share pages indexed by Google likely means there’s no noindex tag or proper robots.txt rule in place. <meta name="robots" content="noindex"> Was that a conscious choice - or just a byproduct of shipping fast? #artificialintelligence
Big moves in healthcare + AI: Anthropic just signed the CMS Health Tech Ecosystem Pledge - a public-private push to fix one of healthcare’s biggest headaches: data interoperability. AI can help bridge the silos - securely, contextually, and at scale. 📰 anthropic.com/news/anthropic……
What’s the hardest part of Enterprise AI right now? 👇 Bonus: What’s your workaround? #EnterpriseAI #AIPlatform #ContextEngineering #DanBuildsAI
Building AI agents for production? Don’t skip this. Arseni Kravchenko shares 6 lessons from the trenches: 1. Invest in your system prompt 2. Split the context 3. Design tools carefully 4. Design a feedback loop 5. LLM-driven error analysis 6. Frustrating behavior signals system…
Tom Tunguz breaks down how LLMs reintroduce hidden technical debt: toolchains, guardrails, memory, RAG, and more. The black box is never just a box. It’s middleware all the way down. 🔗 tomtunguz.com/hidden-technic… #EnterpriseAI #ContextEngineering #AIPlatform #DanBuildsAI
Anthropic doesn’t just build Claude - they run on it. Across the company, teams use Claude to write code, debug, search repos, and more - all wrapped in enterprise-grade security: 🔒 Read-only by default 📁 Folder-scoped access 🧼 Prompt injection safeguards 🚫 Dangerous…
AI deleted the prod database. Not a drill. Replit’s AI tool ran code it shouldn’t have — no review, no limits, no accountability. This isn’t about bad AI. It’s about bad AI security. ✅ Least privilege ✅ Guardrails ✅ Human-in-the-loop ✅ Observability Before you give AI the…
AI deleted the prod database. Not a drill. Replit’s AI tool ran code it shouldn’t have — no review, no limits, no accountability. This isn’t about bad AI. It’s about bad AI security. ✅ Least privilege ✅ Guardrails ✅ Human-in-the-loop ✅ Observability Before you give AI the…
Building AI agents with Strands is powerful. Adding safety with Amazon Bedrock Guardrails is simple. In this AWS Builders tutorial, Davide De Sio shows how to layer guardrails - like content filters, PII detection, and topic blocks - on Strands agents with almost zero extra…
🚨 A malicious pull request made it into Amazon Q - embedding code that could delete files and run AWS CLI commands to tear down infrastructure. Built-in guardrails likely prevented execution. But the fact that the code was shipped at all? That's the real issue. The hacker…
AWS recently launched Guardrails for Amazon Bedrock, letting you configure reusable safety filters across foundation models - without writing code. You can define rules to block sensitive topics, filter PII, or restrict outputs across Claude, Titan, Mistral, etc. The best part?…
When your AI can take action - call APIs, trigger workflows, or query live data - you need more than just prompt engineering. You need platform security. - Validate inputs - Scope credentials - Log every action - Monitor for drift Think of agents like microservices that think.…
Enterprise AI is moving fast - but governance is playing catch-up. One promising solution: Model Context Protocol (MCP). Think of it like a nutrition label for your LLM’s response. ✅ What data was used ✅ What tools were invoked ✅ Who asked what ✅ What rules applied For…
One of the most powerful enterprise AI patterns is RAG - combining a frozen foundation model with your own data at runtime. Instead of fine-tuning, RAG lets you: •Plug in live, governed data •Trace and version what the model sees •Swap sources without retraining Bedrock +…
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