... plans multi-step tasks, calls tools, checks its own output, and keeps going without hand-holding. Demos include autonomously playing Factorio and building a working CAD editor (with its own AI copilot inside). Coding: 80.3% on SWE-Bench Pro vs 69.2% for Opus 4.8. Knowledge work: top scores on GDPval-AA, ahead of Opus, GPT-5.5 and Gemini 3.1 Pro. Long context + vision: noticeably stronger on long documents and multi-turn work. The interesting twist: it ships with hard guardrails ... ... under 5% of sessions. The unrestricted version (Mythos 5) stays limited to vetted security orgs. Availability: API now ($10/$50 per M tokens), and included free on Pro/Max/Team/Enterprise subscriptions until June 22 - after that it needs usage credits until capacity

... works: 1. Enter your project name, description, deadline, and total hour budget 2. Add your team with roles and weekly availability 3. AI distributes the work matching tasks to the right people based on skills, workload, and capacity 4. Review and tweak reassign any task with one click before approving 5. View the schedule hourly ... ... daily, or weekly layout per team member 6. Track who s carrying the load leaderboard and workload charts show contribution at a glance Why it s different: Built for managers, not just individuals AI explains why each task was assigned Capacity

... that understands the difference between your local machine, your cloud GPU, and your third party API and moves each request to the right one automatically. Three directions. One routing layer. Local to cloud. When your local inference is at capacity, routing picks up the overflow and sends it to your cloud endpoint. Your app never sees the difference. Cloud to local. When local capacity

... unified view so you can plan smarter, balance workloads, and actually see what s happening. What You Can Do With It 1 See Everything in One Timeline Get a clear, calendar-based view of tasks, projects, and team capacity. No more guessing who s overloaded or who s available. 2 Drag, Drop, Plan Reassign tasks, split work, or schedule new items directly from the timeline. It syncs instantly with Jira no double work. 3 Prevent Burnout Before It Happens ... ... indicators show: Balanced Light Overloaded 4 Add Real-Life Context Track vacations, sick leaves, days off, and internal events that Jira doesn t show natively. Plan with reality in mind. 5 Manage Teams and Individuals Switch between: Team timeline (capacity

... 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

... 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. It can do it, but you have to force the frame. It won't volunteer the hard truth unprompted. That's still a human problem, though. You have to know how to ask. The day agents start flagging strategic risk without ... ... them. If you have strong judgment, you now have an army. If you don't, you have a very productive way to go in circles. Full autonomy is a question of whether agents can develop genuine taste and the capacity

... 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 ...

... sparked an interesting thought experiment: how likely is it that we ll see AGI (AI that thinks and learns like a human) within the next five years? The report highlights a fascinating divergence: the view from money vs. the view from science. Money : the probability inferred from trillions poured into data centers, Nvidia chips, and servers. Investors seem to be betting that AGI is inevitable. Science : the probability inferred from research papers and AI development models. Experts are far more ... ... might be ahead of reality. Expect volatility, overpromised outcomes, and valuable lessons along the way. Meanwhile, AI continues reshaping work, attention, and human behavior. I d love to hear the community s perspective: Are you seeing this money vs

... 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