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Complete Claude Code documentation and technical guides

Learn the basic concepts and core features of Claude Code

Claude Code CLI tool installation and environment setup

Get started with Claude Code in 5 minutes

Detailed guide to Model Context Protocol extensions

Common error codes and their solutions

Frequently asked questions about Claude Code

Claude Code best practices guide

Codex CLI integration guide

AI-powered documentation assistant

Detailed Claude Code CLI tool installation, configuration and usage tutorial

Common questions and technical support for Claude Code usage

In-depth analysis of Claude Code's unique advantages and competitiveness

Comprehensive comparison of features, pricing, and use cases

Claude Code MCP ecosystem and configuration tutorial

Claude Code Hooks system and CI/CD automation guide

Project memory file writing and team collaboration standards

Claude Code token savings and smart routing strategies

Complete guide for Chinese developers to use Claude Code, with Alipay support

Claude Code Voice Mode setup and workflow best practices

Track the leaked Mythos / Capybara model tier based on public reports and draft materials

Complete guide to Anthropic's fully managed cloud AI agent platform

Complete developer guide for Claude Agent SDK

Claude Code plugin ecosystem and custom plugin tutorial

Claude Cowork desktop complete guide

Multi-agent collaboration complete guide

Orchestrate hundreds of subagents — triggers, /deep-research, limits, and cost.

Claude Code effort levels — high, xhigh, max — and what ultracode adds.

Anthropic's next flagship Mythos: official preview, GA outlook and QCode access

Programmatically query API key expiry and usage with a read-only token

Why Claude accounts get banned and the compliant, API-based path to keep using Claude models.

0731 re-post-train: agent scores, $0.14/$0.28, local weights

1.6T-class GA, agent benchmarks, peak/off-peak pricing, QCode catalog price

AA Intelligence 52 vs 55. Cost/task $0.06 vs $1.54. Speed 115 vs 69 tok/s. Both 1M context. Flash is open; Sonnet is the Claude default.

Same HF table: TB2.1 87.9 vs 88.0, DeepSWE 62.7 vs 70.0, HLE w/tools 60.0 vs 63.0. Fable still leads most rows; Pro wins price and MIT weights.

Open 1.7T agent flagship vs the closed GPT-5.6 top tier: 53 vs 61 on intelligence, $0.435/$0.87 vs $5/$30.

Grok 4.6 shipped 2026-08-12. AA 61 (tie with GPT-5.6 Sol), $2/$6, 500K context. Strong long agents; DeepSWE 65.9% still behind Sol/Fable.

Opus 5 still leads AA (63 vs 61) and DeepSWE. Grok 4.6 is ~1/4 the output price and ~half the Briefcase turns (53 vs 103).

Unreleased Grok 4.7: founder quotes, timeline, and today's alternatives

Pre-layout comparison: live 4.6 vs Fable 5 numbers, no fake 4.7 benches

Grok Bot early beta 2026-08-11. SuperGrok Heavy, Cursor Ultra $200, Teams Premium $120/seat. One shared cloud PC per account — not a security boundary. 16G/128G is community-measured.

Grok Bot cloud computer RAM and disk: unpublished officially; early users report Debian, 8 vCPU, 16GB RAM and ~128GB disk.

OpenCode Go is Anomaly’s $5 first month / $10 later subscription for curated open coding models. Limits are dollars ($12/5h, $30/week, $60/month), not fixed requests. Go ≠ Zen.

Official X: new V4 Flash is in OpenCode Go and Free. Ids opencode-go/deepseek-v4-flash and deepseek-v4-pro. Flash is the volume lane; Pro burns the dollar cap faster. DeepSeek ZDR: as of 2026-08-30 fetch, official text still said valid through August 31, 2026.

“OpenCode Go Free” mixes two things: free models on the OpenCode/Zen side, and Go’s paid $10 lane. New V4 Flash is advertised on Free too. Paid Go sells reliability and documented dollar caps.

Official DeepSeek agent harness (dsh). Everything is a plugin on the Cordis kernel. npx @deepseek-ai/dsh web. MIT, breaking changes. Minimal mode is how Flash 0731 / Pro 0813 official benches were run.

Kimi Work is Moonshot’s local desktop agent for knowledge work: folders, WebBridge browser automation, Cron, Agent Swarm, finance data. Windows + Apple silicon. K3 needs app ≥ 3.1.0.

Opus 5 leads most independent aggregates (~83 vs ~80) with overlapping intervals. K3 is 2.8T, 1M, native vision, $3/$15, open weights. Official K3 blog says it still trails Fable 5 and Sol.

Shipped 14 Aug 2026; tracking API and weights; not listed on QCode

No Gemini 4 or Gemini 4 Pro SKU yet — pre-training confirmed, 3.5 Pro delayed

There is no official DeepSeek Coding Plan / Code Plan SKU. Consumer chat is free; money is prepaid API (peak/off-peak from 2026-08-16). The query maps to: 2026 coding roadmap, a Claude-Max-like wish, or Harness plan mode.

13 Aug 2026 GA: intro $0.75/$3.75, 1M context, coding benches

14 Aug 2026 launch: same-base post-training, Coding Plan, staged weights

Intro $0.75/$3.75 through year-end, then doubles; Batch/Flex half

Same intro price, coding benchmark comparison; both ids in the catalog

2.4T MoE, $2/$6, open weights; not on QCode — use qwen3.7-max

27B native multimodal, 262K, YaRN 1M, Apache 2.0; not on QCode

id qwen3.7-max, 1M, $2.50/$7.50; listed on QCode, 3.8-Max is not

750 tok/s, vendor 14×; OpenAI limited preview, not a QCode tier

Text watermark + C2PA: a mark ≠ author, no mark ≠ not AI

kimi-k3: 2.8T, 1M, $3/$0.30/$15, thinking will not turn off

Intro rate vs $2/$10; both listed, same endpoint

Same-base post-training; 5.2 listed, 5.3 not stocked

Facts, impact and practical developer options behind the $7B+ deal.

Judge a new model against your own work instead of public leaderboards.

A billing-definition checklist and a predictable-cost alternative.

How 529 differs from 429/503, correct backoff, and multi-route availability.

Reasoning-tier cost differences, the reality of extra credits, and alternatives.

5-hour window vs weekly cap, official +50% boost through 2026-09-14, and what to do when quota is gone.

The vetted offensive model: who can apply, pricing, and how it differs from Sol

Three boards, three winners: the official 83.8 / AA 89.5 / vals 85.77 gap fully explained

Three fields to QCode; choosing between BYOK pay-per-use and a $20 subscription

Five-surface architecture, model list, $19.99/$100 pricing, and the boundaries of a closed platform

A parallel multi-agent workspace, $4B ARR, and the SpaceX $60B acquisition timeline

Four at $20, three at $100: after convergence, how to choose between subscription and pay-per-use

Orchestration/execution/review layering, per-task model routing, one key as the base

The header, supported models, cache behavior and forwarding pitfalls

80.3 / 80.0 / the official board: the truth about data splits and scaffolds

Training started (confirmed by multiple outlets); release date and specs all unknown

The September rumor has no official source; V4's price hike and in-stock status are facts

Peak/off-peak pricing details, the real increase, and off-peak scheduling to save

The three-owner timeline, $20/mo pricing, and migration advice

A half-point war: what to compare once benchmarks tie

Open flagship vs closed flagship: a 1.2-point gap and an order-of-magnitude price gap

Two routes to the open-source lead: post-training vs giant base

The post-hike open-flagship math: DeepSeek off-peak, GLM at peak

The real deployment cost and break-even point of 2.8T open weights

What the confidential filing means, the impact on API users, and hedging strategies

The 30-day review window, the voluntary framework, the open-weights exemption, and the effect on release cadence

TB 3.0 vs. 2.1, current rankings, and which leaders are sellable

A full breakdown of the 9 weighted evaluations and common misreadings

SWE-bench score, pricing, and how to use it

Pricing, positioning, and evidence it's the #1 model by call volume

Positioning, use cases, and real usage data

On sale alongside K3, real usage data verified

On sale alongside Max, real usage data verified

Official openai_compatible: api_url, model id, key

OpenAI Chat Completions, public URL, do not pick Auto

Official OpenAI-compatible: URL, API key, Test Connection

Stable id, 1M context, Standard $1.50/$9.00

Stable id, Standard $0.30/$2.50, 1M context

OpenAI Codex CLI installation, configuration, and comparison

OpenAI's strongest agentic coding model, plus Goal Mode and May 2026 Codex features.

Deep dive into OpenAI's latest GPT-5.4 and GPT-5.4-Codex model capabilities

Codex desktop app and ChatGPT Super App complete guide

2026 flagship model benchmark — GPT-5.5 vs Claude 4.7 across all dimensions + QCode dual API access

2026 flagship model benchmark — GPT-5.5 vs Claude 4.8 across all dimensions + QCode dual API access

Sharper, more reliable judgement on agentic tasks, 4x fewer code flaws than Opus 4.7, Online-Mind2Web 84%, native 1M context — at the same price as Opus 4.7 ($5/$25 per MTok)

Anthropic's most capable model yet: native 1M context, 128K output, $10/$50 per MTok, migration notes and QCode access

The new flagship at the same price and window, with a 512-token cache floor

Release, specs, pricing and how to access Claude Sonnet 5 (claude-sonnet-5) — 1M context, agentic coding, close to Opus 4.8 at a lower price.

The standard $2/$10 per MTok rate after the September increase was cancelled — plus cache tiers and the new-tokenizer cost caveat.

Price, coding and which Claude model to use — Sonnet 5 as the value default, Opus 4.8 for the hardest work.

Drop-in model-id swap plus three breaking changes and the new tokenizer — for API and relay users. Sonnet 4.6 stays available.

Release date and a plan-by-plan, provider-by-provider availability tracker for Claude Sonnet 5, including access via QCode.

Production security practices, sandboxing and permission controls for AI Agent MCP servers

Decision framework and hands-on patterns for routing tasks across Claude / GPT / Gemini

2026 开发者如何高效 review AI Agent 生成的代码与 PR

1M+ 上下文窗口下的实用 coding 技巧与缓存策略

基准分数如何转化为真实产品交付速度与可靠性

Model id claude-sonnet-5, omitting sampling params, the effort parameter and re-tuning max_tokens — with QCode relay access.

An honest, source-labeled comparison — why there is no shared benchmark, and how to use all three on one QCode key.

A dated status tracker for Claude Fable 5 — available on the API throughout, tiered by plan on Anthropic subscriptions since 2026-07-19.

GPT-5.6 tier benchmarks, pricing and access — now GA and live on QCode

The released Opus 4.8 vs the rumored GPT-5.6, an honest side-by-side + QCode dual-API access

How to choose between the three tiers: benchmarks, prices and scenario guide

Four steps to run gpt-5.6-sol / terra / luna in Codex CLI via QCode

Official Sol / Terra / Luna prices, cache billing and cost estimates

OpenAI's 2026 flagship image generation model — capabilities, pricing, QCode access ($0.08/call floor)

A calm, factual look at why Codex and ChatGPT accounts get suspended and why an API-based path is more stable.

The 5-hour rolling limit returned on 2026-07-30 — timeline, community reports and what to do when you hit it.

Unreleased with no official date; dated events plus prediction-market odds, rumors labelled.

Not released and no published date; confirmed facts and unverified rumors kept apart.

Luna $0.20/$1.20 after the July 30 cut, with Terra and Sol rates and Codex notes

Decision framework + three-camp overview + navigation to this site's full lineup content.

Where the 80.3% figure comes from, official methodology vs. independent reproduction, and how much it should weigh in your decision

Official API rate breakdown, flagship price comparison, and estimated task costs

Same architecture, same benchmark score; the availability and safety-routing differences, plus evidence Mythos 5 has no public pricing

Price, context window, and benchmark methodology compared, plus how to call both on QCode

The 8/31 shutdown timeline, who's affected, and how to move to Terra/Luna

July 21 release specs, $1.50/$7.50 pricing, and cost context for coding APIs

Office multi-agent overview, Custom API setup angle, and coding-tool boundary

BTC mainnet plus four kBTC networks and ten ETH networks, zero platform fee, with kBTC explained.

Crypto tops up an ordinary USD balance that reaches every model on offer, with no payment-method tiering.

18 USDC networks, zero platform fee, with the Canton memo and Stellar muxed address explained.

18 USDT networks, zero platform fee, with per-chain cost notes and the USDT0 pitfall explained.

Nine coins, 56 networks, zero platform fee for AI coding API credits.

Detailed comparison of mainstream AI coding tools: Claude Code vs Cursor vs Gemini CLI

Complete AI programming tutorial from beginner to advanced, including prompt engineering

Professional AI programming tips, prompt engineering and workflow optimization guide

Success stories and experience sharing of Claude Code applications in real projects

2025's most authoritative in-depth review and selection advice for AI coding tools

Latest developments in AI coding tools for 2026: Claude 4.6, Agent Teams, Codex Desktop and more

The paradigm shift from conversational to autonomous AI coding

Complete guide to AI multi-agent programming

7-tier plans, 1:1 rate, token estimates, no window limits, booster packs

A neutral overview of Claude and Codex subscription bans and why pay-as-you-go API access is more stable for coding.

Complete guide to the OpenClaw open-source AI Agent framework architecture and features

Guide to OpenClaw 5700+ AI agent skills ecosystem

Complete guide to OpenCode open-source AI coding assistant

Git-native AI coding assistant with Claude model integration

New paradigm for AI agent system design, three-generation evolution from Prompt/Context/Harness

Natural language-driven AI programming, complete guide to 2026's hottest coding method

AI agent information architecture design, the new paradigm beyond Prompt Engineering

Live release and availability status of every 2026 frontier model.

When Gemini 3.5 Pro launches and the Gemini models available today.

The strongest open-weight coding model of 2026 — benchmarks and caveats.

Full Apache 2.0 release: self-compile, attach your own inference, privacy timeline, hybrid patterns.

xAI's flagship: pricing, Claude/GPT comparisons, access and quota hedging.

Kimi K3 soft launch status: confirmed vs community rumors.

Claude Code weekly/rolling quota windows and reset rules explained.

Mid-2026 Codex quota anomaly, official reset and banked mechanics.

320B-A18B, 1M context, MIT weights; promo ends 9/9; real DeepSWE 63.4%

50% off $0.075/$0.25 to 9/9; why cache reads are the real cost driver

How to tell apart three error types and what to do about each

Why /status shows headroom but requests get rejected, and a 3-step way to tell why

Cursor Models pool vs Other Models pool and the reset rules

Telling apart a retired sign-in path from a quota issue, and migration options

The three disguises of context overflow and how to tell them apart

Four causes of stream cutoffs and a hop-by-hop triage method

The window's starting point and how it stacks with the weekly limit

Weekly-limit rules; +50% through 2026-09-14, then standard +25%

The token-resend mechanism, usage estimation, and reduction methods

How to calculate the break-even point

How to compliantly orchestrate quota across Claude Code, Codex, and Cursor

СБП, Russian cards, and crypto — the three payment paths explained

How to diagnose the error and Russia payment methods explained

A 429 with no retry-after is the org monthly spend cap, not RPM throttling

Under coding originators Sol is 272000, not the 1.05M model spec

The literal means prepaid usage credits are 0, not weekly limit or the monthly cap

Same snapshot id, two removal dates — Copilot is not the Messages API

Artboards in CLI/Desktop before implementation; research preview, not GA

Desktop resumes after official refill; does not cancel the 5-hour window or weekly limit

Copilot-wide 09-01 drop of the listed models; not the same day as Anthropic API retirement

Announced 2026-08-26 with a public list price; qwen3.8-flash is not in this catalog yet

xhigh/max plus thinking off is 400; 2.1.251 clients send high

Two sold Flash tiers: official price, 1M window, MIT; same-endpoint switch

2.1.251: official hooks before a model switch, block / confirm / annotate

Paid-plan early beta from 2026-08-17; GitHub-free cold start on 08-27

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