#usage-based AI pricing
57 related articles
·3 min
Kimi K3 Launch: A 2.8 Trillion Parameter Flagship Model Makes Its Grand Entrance
Moonshot AI launches Kimi K3 with 2.8 trillion parameters and 1M token context. Google delays Gemini 3.5 Pro, AI coding tools upgrade collectively as competition shifts to coding and Agent capabilities.
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·3 min
Claude Max Subscription Extra Billing Controversy: Where Are the Subscription Benefit Boundaries?
Anthropic Claude Max subscribers find Claude Code only deducts Extra Usage Credits, sparking debate over subscription benefit boundaries and billing transparency.
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·3 min
Anthropic Claude Pay-As-You-Go Model Explained: The Credit-Based Billing Revolution and Its Impact on Users
Anthropic is migrating Claude from subscriptions to pay-as-you-go credits. This deep dive explains the mechanics, rationale, industry impact, and user strategies for this billing revolution.
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·3 min
Vibe Coding in Practice: Building a Personal Website with AI from Zero
Build a personal website with Vibe Coding even with zero coding background! Practical tips for collaborating with AI via Codex and DeepSeek: have AI restate needs, use screenshots, change one thing at a time, and deploy your site with ease.
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·3 min
LangSmith Triple Release: Harness, Sandboxes, and Eval Complete the Agent Engineering Toolchain
LangChain launches Harness, Sandboxes, and Eval integrated into LangSmith, creating the first complete Agent engineering toolchain from development to acceptance testing.
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·2 min
Cursor Usage Dropped Overnight? A Deep Dive Into the Auto Quota Anomaly
A Cursor user's Auto+Composer usage dropped from 16% to 8% overnight. Explore 4 possible causes: billing resets, silent rule changes, refunds, and UI bugs.
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·1 min
Cursor Forcing Fast Mode? A Deep Dive into the 6x Cost Overrun Problem
A Cursor user found Composer 2.5 running in Fast Mode despite disabling it, causing 6x usage overruns. We analyze the causes, cost impact, and how to protect your budget.
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·2 min
Pylva: An Open-Source Usage Billing Platform Built for AI Agents
Pylva is an open-source, self-hosted AI Agent billing engine with full usage tracking, flexible per-customer billing rules, and automated invoicing. A deep dive into its features and the economics of the Agent era.
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·2 min
Lovable's Valuation May Double to $13.2B as AI Coding Sector Heats Up Again
AI coding startup Lovable is reportedly in talks to raise $300M led by Menlo Ventures, potentially doubling its valuation to $13.2B. A deep dive into the business logic and risks.
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·3 min
Muse Spark 1.1 Released: Competing Through Ultra-Low Cost in a Crowded AI Tool Market
Muse Spark 1.1 launches with an ultra-low cost focus. We break down the pricing strategy, technical approaches behind it, and its real value for developers and small teams.
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·8 min
Fable 5 Opens to All Paid Users: How AI Storytelling Tools Are Reshaping Content Production
Fable 5, an AI storytelling platform, opens to all paid users and sparks debate on Hacker News. We analyze AI creation tools' practicalization trend across product positioning, competition, and access strategy.
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·3 min
GPT Flagship Model Integrates with Codex: A Deep Dive into 750 Tokens/sec Inference Speed
OpenAI's top flagship model integrates with Codex, hitting 750 tokens/sec on Cerebras wafer chips. We break down MoE architecture, subscription changes, and open-source advances from Hunyuan and Longcat 2.0.
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·7 min
App Builder: Generate Runnable Applications from a Single Sentence — A New Paradigm in AI Programming Tools
App Builder generates single-file runnable apps from natural language, with real-time sandbox preview and conversational revision. Deep analysis of its workflow, architecture, limitations, and costs.
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·3 min
Claude Cowork vs Codex: An In-Depth Multi-Dimensional Comparison
In-depth comparison of Claude Cowork and OpenAI Codex across UI, integrations, automation, design, and pricing to help you choose the best AI Agent tool.
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·3 min
Token Doomsday: The Industry Truth Behind AI Coding's Spiraling Costs
GitHub Copilot shifts from flat-rate to per-token billing, sending dev costs from $29/mo to $1,000+. Uber burns its annual AI budget in months. A deep dive into Token Doomsday.
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·3 min
Cursor Composer 2.5: The Secret Behind an Open-Source Model's Reinforcement Training to a Top-3 Coding Benchmark Ranking
Cursor built Composer 2.5 on Kimi K2 open-source model, ranking 3rd on coding benchmarks and surpassing K2.6. Deep dive into Cursor's data flywheel, product architecture, and pricing.
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·3 min
Microsoft Copilot Cowork Introduces DeepSeek: Multi-Model Architecture and Enterprise AI Agent Strategy Explained
Microsoft Copilot Cowork launches with multi-model architecture, considering DeepSeek V4 as a low-cost option. Deep dive into usage-based pricing, WebIQ search, and Microsoft's enterprise AI agent strategy.
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·2 min
Claude Fable 5 Hands-On Review: Double the Price — Is It Worth It?
Hands-on comparison of Claude Fable 5 vs Opus 4.8 on landing page design and website rebuilds. Detailed API pricing analysis and practical advice on whether double the cost delivers double the value.
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·1 min
Claude Code vs Codex vs Cursor vs Trae: In-Depth Comparison to Help You Pick the Right AI Coding Tool
In-depth comparison of Claude Code, Codex, Cursor, and Trae across workflow modes, core capabilities, and use cases to help developers pick the right AI coding tool.
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·2 min
OpenAI Codex Free Reset Card Test: Can Your Quota Really Be Fully Restored?
Hands-on test of OpenAI Codex free quota reset cards, verifying whether both weekly and 5-hour rolling quotas can be fully restored. Includes usage methods and invite-a-friend rules.
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