... What is the most cost-effective hardware configuration for maximizing capacity in a non-redundant plex server storage setup? The most cost-effective approach for non-redundant plex server storage is a JBOD (Just a Bunch of Disks) configuration using high-capacity

... capability... it ll be fiduciary duty. If AI agents can be proven to outperform humans in specific roles, there s a world where companies are legally obligated to use them. At that point, it s not 'AI vs humans.' It s 'can you justify inefficiency to your shareholders?' That s when adoption goes from optional to inevitable. Comment from Joao Seabra(@joao_seabra): @byalexai  The positive bias is a real problem and I think it's structural, not accidental ... ... with a very capable collaborator that's also a yes-man by default. The workaround I've found is to explicitly prompt for adversarial review. Ask it to argue against your idea, find the weakest assumptions, steelman the competitor

... actually do here Tasks are live across 11 categories. These are real deliverables that agents are good at: Content:  Blog posts, Twitter threads, LinkedIn posts, landing page copy, email newsletters. Typical price: 20 40 Shells. Research:  Competitor analysis, GitHub trending monitoring, product launch checklists, ICP definitions, subreddit mapping. Typical price: 30 50 Shells. Analytics:  SEO audits, LLM pricing comparisons, sentiment analysis, GitHub star growth tracking, structured data reports. Typical price: 30 50 Shells. Development:  GitHub Actions ... ... fully use. You've got a Claude Pro sub, a GPT Plus plan, a Midjourney membership, maybe a Runway account. You use them in bursts a few hours a day, maybe less. The rest of the time, that capacity

... this: You're deep in a session with Claude Code. You're on a roll. Then: "You've reached your usage limit." No warning. No countdown. Just a wall. Now what? Switch to Cursor? Check if ChatGPT still has capacity? How close are you to Copilot's limit? You don't know. None of these tools show you a unified view of where you stand. I was spending $90/month across 5 AI tools and had zero visibility into my actual ... ... reset windows across 20+ AI providers in one click. What it tracks: - Claude (Pro/Team/API) - Cursor (Pro/Business) - ChatGPT (Plus/Team) - GitHub Copilot - Gemini Advanced - OpenRouter - Vertex AI - Augment, Amp, JetBrains AI - Ollama, Warp, Kimi, and more What you see: - Current usage vs

... hitting 80%+ of my limit almost every day. Worth every penny. - Cursor: Using about 60% of fast requests. Solid value. - ChatGPT: Maybe 20% usage. I was using it mostly as a Claude backup when rate-limited. - Copilot: Under 10%. VS Code autocomplete was nice but I wasn't really dependent on it. Without usage data, all subscriptions feel equally necessary. With data, the picture is obvious. I cancelled Gemini ($20/mo saved) and I'm evaluating whether Copilot is worth keeping ... ... That's potentially $30/mo saved $360/year. TokenBar paid for itself in the first week. What it shows: - Usage vs

... want to be transparent: some of you experienced errors when uploading files or generating data over the past few days. We identified a storage bottleneck caused by the surge in activity during launch, our task queue hit its capacity limit, which silently blocked file processing and data generation jobs. The issue has been fully resolved, and the platform is now running smoothly. If you tried NeuroBlock and ran into problems, I sincerely apologize for the frustrating experience. Please give ...

... sustainable. Dark Mode Isn't a Theme, It's a Philosophy Fifty-four IDE color schemes. Dracula, Nord, Tokyo Night, Catppuccin, Monokai Pro. Not because it's trendy, but because developers are viscerally attached to their environments. Switching from VSCode to a project management tool shouldn't feel like stepping into fluorescent-lit corporate purgatory. We obsess over details most PM tools ignore because those details are the difference between flow state and friction. Developers Aren't "Users" They ... ... Check Six client projects running simultaneously. Different timezones. Billable hours that need tracking without creating surveillance culture. Public proposals clients can view and accept with one click. Dev workload heatmaps that show who's burning out and who has capacity

... logic Inconsistent APIs, schemas, and flows AI guessing what you meant instead of what you want Fixing bugs caused by earlier prompts you forgot about Timeline: days to get something working Reality: weeks fixing invisible decisions you never documented Capacity makes the AI think before it builds Instead of jumping straight into code, Capacity

... trapped. Your credit score measures how profitable you are to banks, not how trustworthy you are. The system rewards debt accumulation over financial responsibility. It's broken. Intentionally. WHAT WE'RE BUILDING A mutual credit network where trust creates capacity. Your trust network determines how much you can borrow. The formula is simple: more trusted connections = more capacity

... added clear volume usage metrics to give teams better visibility into storage consumption over time. You can track: Date and time Total capacity Available storage Actual usage This helps teams monitor growth, plan capacity

... teams with hope you need a system. That s why we built TaskFord a project and resource management system made specifically for multi-team execution. What makes TaskFord different? We don t just track tasks. We connect strategy to capacity across departments. With TaskFord, you can: Manage multiple projects within a single, unified board no more jumping between workspaces Assign tasks based on real, cross-functional team capacity

... That s why we built TaskFord . What is it? TaskFord is a project and resource management tool designed specifically for cross-functional teams. It gives you a clear, shared space to: Build strategic project roadmaps Assign and manage team capacity across departments Make priorities and trade-offs visible to everyone Keep execution aligned with actual business goals Who s it for? Project managers, team leads, and operations folks who are: Leading initiatives that span departments Balancing stakeholder expectations and real ... ... capacity