Anthropic Claude API

Anthropic Claude API AI

Anthropic Claude API AI

Anthropic Claude API AI

Anthropic Claude API AI

Anthropic Claude API AI

Anthropic Claude API AI

Anthropic Claude API AI

Anthropic Claude API AI

Anthropic Claude API AI

Anthropic Claude API AI

I use AI daily but can't figure out what to do beyond chat. What does your actual workflow look like

I'm a non-technical guy (strategy/consulting background), currently job searching and trying to figure out how to use AI tools properly beyond just asking questions. I'm low on savings and currently using Claude Pro, but genuinely only using chat more or less The chat part I get. Research, writing, interview prep, brainstorming, writing this post for example as well. Use it daily, it's helpful. But I want to understand what the next level looks like. I've tried building things like a portfolio site, automating parts of my job search, etc. I can get a decent first output but I struggle to iterate on it without the quality degrading. I've also studied the concepts: APIs, MCP, frontend/backend, hosting, databases. I understand the definitions. But I don't know what to actually do with that knowledge. It's like learning what a carburetor does without ever having a reason to open a hood. There are a ton of tools out there (Claude Code, Cursor, n8n, Bolt, agents) and I can't figure out how they fit together or which ones are actually relevant for someone who doesn't code. Every YouTube video introduces something new before I've understood the last thing. So genuinely asking: Non-technical people: What are you using AI for in your day to day beyond asking it questions? Are you automating stuff at work? Building things? What's the use case that made it click for you? Technical people / founders: Are you using AI coding tools in your actual 9-5 or is it mostly side projects? Are you building full apps? And just some advice will help Would love to hear actual workflows, tool suggestions, or just "here's what my day looks like" answers. Trying to figure out where someone like me fits into all of this submitted by /u/Zathen14 [link] [comments]

Anthropic’s Mythos Puts OpenAI In A Bind

Here’s why Anthropic’s decision to not release Claude Mythos is a stroke of genuis… The model is so big that it is 5-10X more expensive than Anthropic’s current most powerful publicly available model. As you may know, Claude Code is already expensive to run when using Opus 4.6. But running Mythos in your coding harnass, continuously, could easily burn thousands of dollars if not 10s of thousands of dollar per day. By not releasing it Anthropic does not have to deal with the negative sentiment that would arise from such a major price hike, but by making the model limitedly available to a group of strategic partners they do get to tout its capabilities, which is a huge win. On top of that, if OpenAI were to release a similarly capable model as Mythos, optically that would look horrible and deeply irresponsible. So it puts OpenAI in a bind. Meanwhile Anthropic gets to own the buzz, score sympathy points for being such a responsible and safety-focused actor in the space, and work hard in the background on making Mythos cheaper to run. All of this is compatible, by the way, with the very real possibility that Anthropic genuinely believes their model to be too dangerous to release to the public due to its cyber attack capabilities. Sometimes the stars just line up perfectly. submitted by /u/jurgo123 [link] [comments]

Has anyone seen 100% cache rate spikes on a disabled API key? Trying to understand what's happening technically.

Something unusual showed up in my usage dashboard this morning and I can't explain it technically. Hoping someone here can. At 3:10 AM UTC today my usage dashboard recorded: - 864,077 tokens IN - 1,792 tokens OUT - Duration: ~5 minutes - My API key was manually disabled at the time - No active session, no cron jobs, no code running The part I really can't explain is the caching chart. At exactly 3:10 AM the cache rate hits 100% simultaneously with the token spike, then both collapse back to zero at 3:15 AM. I'm familiar with bugs #44703 and #41930 which have caused token inflation in active sessions. But this happened with the key disabled and nothing running client-side. My questions for anyone who understands the platform internals: Can Anthropic's caching infrastructure make calls against a key independently of user-initiated requests? What would cause a cache rate to hit exactly 100% in a single burst? Has anyone else seen token activity on a disabled key? Screenshots in comments. Genuinely trying to understand the mechanism before I escalate further. submitted by /u/BeaconBuilder [link] [comments]

Claude Status Update : Elevated errors on Claude.ai, API, Claude Code on 2026-04-08T17:50:17.000Z

This is an automatic post triggered within 2 minutes of an official Claude system status update. Incident: Elevated errors on Claude.ai, API, Claude Code Check on progress and whether or not the incident has been resolved yet here : https://status.claude.com/incidents/5f418rpyb84x Also check the Performance Megathread to see what others are reporting : https://www.reddit.com/r/ClaudeAI/comments/1s7f72l/claude_performance_and_bugs_megathread_ongoing/ submitted by /u/ClaudeAI-mod-bot [link] [comments]

Anthropic launched Claude Managed Agents — cloud-hosted autonomous AI agents

Anthropic released a new API suite for deploying long-running autonomous agents with built-in sandboxing, credential management, and multi-agent coordination. Companies like Notion, Sentry, Asana, and Rakuten are already shipping with it, Sentry's agents are literally writing patches and opening PRs autonomously. https://claude.com/blog/claude-managed-agents submitted by /u/shanraisshan [link] [comments]

Introducing Claude Managed Agents

Shipping a production agent meant months of work: infrastructure, state management, permissioning, and reworking agent loops with every model upgrade. Managed Agents handles all of that, with a suite of composable APIs for building and deploying agents at scale. Define your agent's tasks, tools, and guardrails. We run it on our infrastructure, so you can go from prototype to production in days. And because it’s built specifically for Claude, you get better agent outcomes with less effort. Read more on the blog: https://claude.com/blog/claude-managed-agents submitted by /u/Purple_Wear_5397 [link] [comments]

Official: Anthropic introduces Claude Managed Agents, everything you need to build & deploy agents at scale

Introducing Claude Managed Agents: everything you need to build and deploy agents at scale. It pairs an agent harness tuned for performance with production infrastructure, so you can go from prototype to launch in days. Now in public beta on the Claude Platform. Shipping a production agent meant months of infrastructure work first. Managed Agents handles that for you. Define your agent's tasks, tools, and guardrails, and we run it on our infrastructure. Here's what early customers have built [Tweet](https://x.com/i/status/2041927689397788789) @NotionHQ lets teams delegate work to Claude directly inside their workspace. Dozens of tasks run in parallel, and whole teams collaborate on the outputs. Available now in private alpha. [Full Details Blog ~ Claude Managed Agents: get to production 10x faster](https://claude.com/blog/claude-managed-agents) submitted by /u/BuildwithVignesh [link] [comments]

New on the Engineering Blog: Building Managed Agents—our hosted service for long-running agents—meant solving an old problem in computing: how to design a system for “programs as yet unthought of.”

New on the Engineering Blog: Building Managed Agents—our hosted service for long-running agents—meant solving an old problem in computing: how to design a system for “programs as yet unthought of.” Read more: https://t.co/YYaEub2QGV

CLAUDE MANAGED AGENTS

Introducing Claude Managed Agents, now in public beta. Shipping a production agent meant months of work: infrastructure, state management, permissioning, and reworking agent loops with every model upgrade. Managed Agents handles all of that, with a suite of composable APIs for building and deploying agents at scale. Define your agent's tasks, tools, and guardrails. We run it on our infrastructure, so you can go from prototype to production in days. And because it’s built specifically for Claude, you get better agent outcomes with less effort. Teams at Notion, Sentry, Rakuten, Asana, and Vibecode are already building with it. Deploy your first agent: https://platform.claude.com/workspaces/default/agent-quickstart Request access to multi-agent coordination: http://claude.com/form/claude-managed-agents Read more on the blog: https://claude.com/blog/claude-managed-agents submitted by /u/Capable_Rate5460 [link] [comments]

Introducing Claude Managed Agents, now in public beta.

Shipping a production agent meant months of work: infrastructure, state management, permissioning, and reworking agent loops with every model upgrade. Managed Agents handles all of that, with a suite of composable APIs for building and deploying agents at scale. Define your agent's tasks, tools, and guardrails. We run it on our infrastructure, so you can go from prototype to production in days. And because it’s built specifically for Claude, you get better agent outcomes with less effort. Teams at Notion, Sentry, Rakuten, Asana, and Vibecode are already building with it. Deploy your first agent: https://platform.claude.com/workspaces/default/agent-quickstart Request access to multi-agent coordination: http://claude.com/form/claude-managed-agents Read more on the blog: https://claude.com/blog/claude-managed-agents submitted by /u/ClaudeOfficial [link] [comments]

Anyone out there use Claude Pro/Max at the same time on different screens?

I am asking for feedback ? I’m currently using a Claude paid plan (Pro/Max) and was wondering about the logistics of simultaneous use. Specifically: Multi-tasking: Can I have two different chats open on two different monitors/devices under the same email at the exact same time? Account Flags: Does Anthropic flag or ban accounts for "simultaneous logins" if they see two active sessions from the same IP (or different IPs)? Usage Limits: Does using two screens drain the message cap twice as fast, or is it all synced to one bucket? I want to make sure I’m not violating the Terms of Service or risking an account ban just by trying to be more productive. Has anyone done this successfully, or did you run into "session expired" errors? submitted by /u/Hpsupreme [link] [comments]

How I built a full bilingual SaaS in 27 days using Claude Code — zero coding background (312 commits, 181 deployments)

I'm Mahmoud, I've been working in SEO since 2018. A little over a year ago I got into freelancing platforms, started offering SEO services on Upwork. The work was good, but dealing with clients directly and constantly drained me. I kept thinking: why don't I turn my expertise into a SaaS product? The only problem? I'm not a developer my background was WordPress and basic tech stuff only. The moment that changed everything Early 2025, I noticed a pattern: my clients started asking me about how their brands appear in ChatGPT and Gemini, not just Google. I looked for tools to track this — found some but they're expensive (300$+/month), and the biggest surprise? Not a single one supports Arabic. That's when I realized how massive the opportunity is: 440 million Arabic speakers, Arabic content is less than 1% of all internet content, ecommerce in the Gulf is exploding — and there's literally zero tools serving this market. A full year of frustration on v0 I started trying to build using v0 by Vercel. Spent a full year trying, but the errors were endless and I didn't have the coding skills to fix them. Hired people to help — sometimes solving what I thought was a simple problem took them days. 27 days that changed everything About a month ago, I started using Claude Code. Honestly, it felt like I hired an entire dev team. Creative ideas I couldn't execute for a whole year turned into working code in hours. I worked 15+ hours a day for 27 straight days. Completely alone. No team, no developer, no investor. I even stopped going to the gym — which is sacred to me — because the momentum was stronger than the physical exhaustion. Sometimes I literally felt like I was going to pass out from how tired I was but I couldn't stop. What exactly did I build? A full SaaS app: Brand visibility tracking across 5 AI models with full Arabic and English support AI-powered SEO advisor (auto analysis + chat) Full integration with Google Search Console and GA4 Daily keyword rank tracking Arabic keyword clustering using AI Technical site audit — 25+ checks Full website analyzer PDF reports + CSV exports Subscription system with 3 tiers Every single page, every button, every error message — in both Arabic and English How I used Claude as a full team Claude Code — for daily building. I give it a detailed prompt with full context: what currently exists, what it should NOT touch, and what to build. And it executes. The key is being extremely specific about what should NOT change. Claude Cowork — honestly my experience with Cowork wasn't great at all, I think because it's still in beta. I didn't rely on it much. Claude (regular chat) — for strategic planning, market analysis, and content creation. Biggest lesson: Claude is not a replacement for a developer — it's a replacement for an entire team, BUT only if you know exactly what you want. The vision and domain expertise has to come from you. Claude executes it. What I learned in 27 days I connected over 10 different APIs — from AI platforms to website analysis tools to Google Search Console — all learned from scratch through Q&A with Claude. On top of that I learned and used: Next.js, cloud databases, payment and subscription systems, email automation, LinkedIn outreach automation, building prospect lists, setting up Google Cloud and OAuth, and literally yesterday I learned a new automation tool just through Q&A with Claude. 312 contributions on GitHub. 181 deployments. All in 27 days. The real challenges Burnout is real. 27 days non-stop, 15+ hours daily. Physically it was brutal. Constant doubt. "Will anyone actually use this?" That question kept coming back every few days. My biggest regret — every wasted day in the past where I didn't use these tools. Where am I now? The product is live and working. Started distribution — outreach campaigns, Arabic content, AI tool directory submissions. But the honest truth? Zero paying customers so far. And that's the real challenge ahead. Since many of you have been through this stage — what's the best strategy you used to get your first 10 customers for a SaaS product? Any advice for someone who's strong at building but new to sales? submitted by /u/FitButterscotch2250 [link] [comments]

I built an MCP server that turns Claude into your social media manager (Instagram + TikTok)

Hey everyone, Something that's been bugging me lately: we can vibe code an entire app in an afternoon, but the moment it ships, marketing and distribution become the real bottleneck. So I built something to fix that part of my own workflow and figured I'd share. It's called FluxSocial, and the interesting piece (at least for this sub) is the MCP server I added on top of it. Once you connect it to Claude, you can manage your social accounts in plain conversation: 💬 "Write me a post with morning yoga tips and schedule it for tomorrow at 10am on Instagram" That's the whole interaction. Claude chains the steps right behind the scenes. It learns from your previous posts to match your tone, generates visuals (images or AI video via Google Veo 3), and schedules everything directly to Instagram (posts, carousels, reels, stories) or TikTok. Multi-account support is baked in too, so you can keep the yoga studio and the pizzeria completely separate. A quick note on AI content: I know we're all getting tired of generic AI slop on social media, and honestly, I am too. That's why the system doesn't force you to publish purely AI-generated stuff. You can have it learn your exact tone, or simply use it to manage and schedule the authentic content you've already created. The part I'm most happy with is that workflow chaining. You aren't bouncing between three separate tools. Claude just proposes a full draft (copy + visual + schedule), you take a look, and you approve it. A few things worth mentioning: Not Claude-exclusive: The MCP URL works with any MCP-compatible client (Claude Desktop, Cursor, etc.) as a connector. REST API available: Just in case you want to bake these capabilities into your own app instead. Setup: You do need to connect your Instagram account once to grant posting and analytics permissions (just your standard OAuth flow). It's still rough around the edges, which is exactly why I'm posting here. I'd genuinely love feedback from people who actually use MCP servers day to day. Let me know what's missing, what's broken, or what would make this actually useful for your workflow. Links: 🌐 Web app:https://www.fluxsocial.app/🔌 MCP endpoint:https://www.fluxsocial.app/api/mcp Happy to answer any questions about the implementation, the MCP design choices, or anything else. submitted by /u/Dull_Alps_8522 [link] [comments]

During testing, Claude Mythos escaped, gained internet access, and emailed a researcher while they were eating a sandwich in the park

submitted by /u/EchoOfOppenheimer [link] [comments]

Can we talk about GPT 5.4 Mini for a second?

The price-to-performance ratio is actually insane. It’s a total powerhouse for next to nothing, yet everyone is still busy glazing Claude?? Make it make sense. submitted by /u/Fresh-Daikon-9408 [link] [comments]