Before LangSmith LLM Gateway: An agent processes a request that includes a SSN. It now sits in LLM provider logs, in trace data, + possibly in downstream systems that consumed the response. With LangSmith LLM Gateway: Data is redacted from requests before it hits a model or
TOOLS
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Packt Workshop on Building Production-Ready AI Applications June 6
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Workshop hosted by @PacktPublishing @PacktDataML "Building Production-Ready AI Applications: Hands-On Workshop" on June 6 (2.5 hours) Register here for 40% OFF (my discount code automatically applied at checkout): http://
eventbrite.co.uk/e/building-pro… Learn to build, deploy, and secure -
Deep Agents v0.6 Introduces ContextHubBackend for Agent File Management
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New in Deep Agents v0.6: ContextHubBackend A versioned home for the files that power agent behavior, backed by LangSmith Context Hub, enabling context improvements from one run to the next.
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Replit Security Agent Automates Code Vulnerability Detection
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1. Run a Security Scan
— Replit ⠕ (@Replit) 28 mai 2026
Open Replit's Security pane and hit Run scan. The Agent audits your entire codebase to catch issues like SQL injection, XSS, and leaked credentials. Review the findings, accept the ones that matter, and they get sent straight to Agent for auto-fixes. Takes… pic.twitter.com/oH4gCpfIIk1. Run a Security Scan Open Replit's Security pane and hit Run scan. The Agent audits your entire codebase to catch issues like SQL injection, XSS, and leaked credentials. Review the findings, accept the ones that matter, and they get sent straight to Agent for auto-fixes. Takes
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Securing Vibecoded Apps in 4 Steps with Replit
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How to secure your vibecoded app in 4 steps Speed without security is a liability. Here's how to ship without leaving the back door open using Replit. Open thread ↓
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Claude Dynamic Workflows Accelerate Code Migrations
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Big migrations and refactors are some of a team's most important work, and the easiest to push off to a "better time" since they'd tie up engineers for a quarter. With dynamic workflows, Claude can now land that kind of work in days or weeks. More:
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Claude Code Ships Dynamic Workflows for Complex Tasks
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We also shipped dynamic workflows in Claude Code (research preview), for tasks too big for one pass. Make sure to default to auto mode so Claude isn't stopping for permissions. It's token-intensive, so save it for your biggest jobs: migrations, refactors, perf optimization,
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Claude Code User Shares Experience with Opus 4.8 Fast Mode
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Fast mode for Opus 4.8 is much more affordable now. Try it out in Claude Code, I've found it changes how I use Claude. Fast mode for interactive work where I want rapid responses, normal mode for longer async tasks where I don't need results right away.
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Anthropic Releases Claude Opus 4.8: Faster, Cheaper, and Smarter
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ANTHROPIC ACABA DE LANZAR CLAUDE OPUS 4.8
— Nico (@nicos_ai) 28 mai 2026
Y puede que sea su mejor modelo hasta la fecha:
→ 2.5x más rápido y 3x más barato con modo /fast
→ Trabaja SOLO como un ingeniero senior, sin que lo supervises
→ Lanza cientos de subagentes en paralelo para completar tareas complejas… https://t.co/QSIQ1rvfpo pic.twitter.com/2cNoRMTRDgANTHROPIC JUST RELEASED CLAUDE OPUS 4.8 And it might just be their best model to date: → 2.5x faster and 3x cheaper with /fast mode
→ Works ONLY like a senior engineer, no supervision needed
→ Launches hundreds of subagents in parallel to handle complex tasks on its own And -
User compares AI model 4.8 to 4.6, highlighting collaboration strengths
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„4.8 understands nuances better, feels much more natural to talk to, and is overall a stronger collaborator on everything from coding to knowledge work.“ So big. Is 4.8 being our good old friend 4.6 just better?? Testing time