Been using Claude seriously for about a year now and wanted to share what’s genuinely changed how I work before asking what’s working for others. The one that surprised me most was building a weekly wellness check-in around it.
I cant code at all. But i spent about a few hours over a weekend building a full outbound prospecting system with Claude Code and a couple of APIs.
Most local LLM use cases I see are chat, coding, and RAG. But with vision models getting better and faster on consumer hardware, I feel like there is a lot of untapped territory.
One thing I’ve noticed while experimenting with AI agents is that a surprising amount of reliability work still comes down to validation. Even with structured workflows, I often end up checking the same task across multiple models just to…
AI seo services built on agents (www.reddit.com)
Everyone’s talking ai agents for seo. I’m testing workflows where one agent does SERP analysis, another writes, another does internal linking.
If an AI agent is to assist users in choosing tools, services, suppliers, APIs, or products, we need a better method to evaluate the quality of the recommendations. The traditional measurement standards are no longer sufficient.
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367 items
model roundup
Opus 4.7Claude Opus 4.7, released on April 16, 2026, is Anthropic's latest advanced AI model, offering improved handling of complex tasks and a larger context window of up to 1 million tokens. This version is 50% more expensive than its predecessor due to enhanced capabilities in software engineering and hybrid reasoning.
- 42m DeepSeek V4: The Open-Source Model Frontier Labs Feared
- 1h OpenAI's US business subscription fell behind Anthropic
- 2h Opus 4.7 gives real Redditor energy because that’s what I asked for in my preferences
- 3h Day 5 building AgentMeter in public — stuck on AWS, and questioning how much a solo founder really needs to know
- 5h We Tested DeepSeek V4 Pro and Flash Against Claude Opus 4.7 and Kimi K2.6
425 itemsmodel roundup
Qwen 3.6Qwen3.6-35B-A3B, a 35 billion parameter sparse MoE model with an active parameter count of 3 billion, was released on April 16, 2026, as open-source software under the Apache 2.0 license by Alibaba Qwen. It offers advanced functionality across various AI applications and outperformed competitors in drawing tests.
- 42m Used over a million tokens in three separate sessions to test Qwen 3.6 35b (new Multi-token Prediction version)
- 1h I am not sure if I should be proud or not.
- 3h I built a little game for my local agents to play via API and it's so cute seeing their feedback
- 4h club-5060ti: practical RTX 5060 Ti local LLM notes and configs
- 5h Need a second pair of eyes, this Qwen3.6 27B quant recipe consistently thinks less and is correct
How Claude Code works in large codebases (claude.com via hn)
How Claude Code works in large codebases: Best practices and where to start The most successful Claude Code deployments share a set of recognizable patterns across configurations, tooling, and org structure. This article is part of Claude…
Is anyone using here dot now? (www.reddit.com)
Has anyone used the free hosting service "here . now", to publish directly from the Claude ?
- Anyone here using the api for 4.7? (www.reddit.com)
I had this realization yesterday. I was trying to get Claude to help me write a follow up email after a long client call.
OpenAI just lost its enterprise AI crown to Anthropic (www.businessinsider.com via hn)
- Anthropic has surpassed OpenAI in business AI adoption, according to Ramp's AI Index. - Anthropic's rise has been driven by surging Claude Code adoption.
Genkit Middleware: Intercept, extend, and harden your agentic apps Blog (developers.googleblog.com via hn)
Genkit is an open-source framework for building full-stack, AI-powered and agentic applications for any platform with support for TypeScript, Go, Dart, and Python. Building a production-ready agentic applications and AI features requires m…
Leveraging Claude Pro to N8N automation (www.reddit.com)
Hello Good day everyone! I would like to ask some tips of how to leverage on subscribed Claude Pro to help learn N8n Workflow Automation.
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148 items
model roundup
GPT 5.5On [Date], a significant leak of the OpenAI Codex model, referred to as GPT-5.5, was captured on video before it was patched. The incident involved models named Arcanine and Glacier-alpha.
- 1h ChatGPT Business: Codex-only credits ~36.9% more expensive than API token pricing for the same listed models. Why would anybody pay for this?
- 10h Viable open source Claude Design alternative?
- 17h GPT-5.5 feels like it got discernment, not just better reasoning — did anyone else notice?
- 17h Show HN: PandoCast: open-source Pandora player to solve an annoyance I had
- 21h Researchers say AI just broke every benchmark for autonomous cyber capability
254 itemsevent
CopilotMicrosoft is keeping its Copilot tool for Windows 11 but renaming it, while issues with rate limits and a security proxy have sparked concerns among users of GitHub Copilot. Meanwhile, Anthropic released a report on agentic coding trends, highlighting that developers use AI in about 60% of their work.
- 2h GitHub Copilot has released a preview of usage-based billing
- 6h Switching from Copilot: Is the $20 Pro plan enough for 4h/day of agentic coding?
- 10h Show HN: JDS – a Copilot skill suite for structuring AI coding behavior
- 12h I built a desktop app that routes Claude Code to any LLM: DeepSeek, Ollama, Copilot, OpenRouter, and 7 more
- 13h GitHub Copilot's new desktop app
Agentic evals or LLM as a judge? considering cost, time and quality (news.ycombinator.com)
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Agentic SDLC: How OpenSearch accelerates engineering with its own engine (opensearch.org via hn)
Notes from experimenting with agents in knowledge-base, development, performance, and on-call workflows—and the verification loops that make them trustworthy. Efficiency gains are a priority for every engineering team.
How to actually sell the AI Agents (www.reddit.com)
So I have a plan to start creating a business that sells AI Agents to SMBs. However, I have a problem.
- Do you actually use AI Agents? (www.reddit.com)
- How do you actually debug your AI agents? (www.reddit.com)
Show HN: QUptime, quorum based decentralized uptime tool (github.com via hn)
Hello HN! I have been lurking for a while, first time poster.
For anyone outside JS-runtime land: Bun is a drop-in Node.js replacement (runtime + package manager + test runner), originally written in Zig and at ~90k GitHub stars. Anthropic acquired Bun in late 2025 to help build tooling around Claude…
Been spending this month automating different sectors of my agency, and I’d like to know how's it been for you guys. Which one felt like the highest upgrade?
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79 items
event
Openai TrialThe trial between Tesla CEO Elon Musk and OpenAI CEO Sam Altman began on Monday in Oakland federal court, with key figures like Demis Hassabis and Greg Brockman testifying. Altman faces claims of abandoning OpenAI’s nonprofit mission, while Musk has accused him of running the company for profit.
- 3h Musk accused of 'selective amnesia,' Altman of lying as OpenAI trial nears end
- 3h Musk's China trip during OpenAI trial prompts apology from his lawyer
- 7h Sam Altman Is Taking a Lot of Punches on the Witness Stand
- 14h Saw these in front of the courthouse where the Altman Musk trial is this morning
- 16h The Elon Musk vs. Sam Altman battle is a distraction
A user updates a preference. The old one keeps winning retrieval.
I've set up an MCP connector for Claude.ai, and I want one of my tool's input parameters to receive a file that the user has uploaded directly into the Claude chat — ideally as a file URL or some kind of reference the connector can resolve…
I’m new to vibe coding. I need help with Claude code on iPhone (www.reddit.com)
Hello, I would appreciate any help here from here. Learning vibe coding on the Claude iPhone app.
Claude free usage limits are nuts. useless (news.ycombinator.com)
I get they need to show a path to profitability to please investors, but this is out of control. It runs some operation and then "times out" and hits the usage limit, before it even finishes or even outputs anything.
Anthropic was supposed to be different. They're not anymore.l. (www.reddit.com)
Paying Max subscriber here, building agent orchestration on top of claude -p and the Agent SDK. So this week's announcement directly hits what I'm working on.
How to track Token Consumption when using BYOK (www.reddit.com)
I'M on Pro Plan. However my org gave me claude api key.
I've been using Claude heavily for the past year now and it's genuinely changed how I work. I'm generating dashboards, reports, interactive tools, documents, mockups, things that would have taken me DAYS in Figma or PowerPoint and I wouldn…