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Model Guides

26 guides

Explore Verdent guides for AI models, coding agents, benchmark interpretation, and practical model evaluation workflows.

Token-Efficient Coding Models: Why API Prices Don’t Predict Real Project Cost

Model

Token-Efficient Coding Models: Why API Prices Don’t Predict Real Project Cost

Cheap API tokens can produce an expensive finished task. Benchmarks, agent runs, and user reports show when a premium coding model costs less by avoiding waste.

Claude Haiku 4.5

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Claude Haiku 4.5

A practical guide to Claude Haiku 4.5 — speed, pricing, best-fit coding tasks, and when to use it instead of Sonnet in Verdent.

Claude Sonnet 5

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Claude Sonnet 5

A complete guide to Claude Sonnet 5 — what's improved over Sonnet 4.6, coding benchmarks, agentic capabilities, and how to use it in Verdent for parallel coding tasks.

Devstral 2

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Devstral 2

A developer's guide to Devstral 2 — 72.2% SWE-bench Verified, multi-file editing, agentic coding, and how it compares to Devstral Small 2 and Claude Code.

Gemma 4

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Gemma 4

A complete guide to Gemma 4 — 26B MoE parameters, 85 tokens/second on consumer GPUs, Apache 2.0 license, and how it compares to Llama 4 Scout for local deployment.

Grok 4.1 Fast

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Grok 4.1 Fast

A migration guide to the retired Grok 4.1 Fast API slugs — historical pricing and tool use, redirect behavior, and how to validate a maintained replacement.

Grok Code Fast 1

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Grok Code Fast 1

A technical guide to Grok Code Fast 1 — xAI's dedicated coding model. Speed, SWE-bench scores, pricing, and how it compares to Devstral 2 and Claude Code.

Llama 4 Maverick

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Llama 4 Maverick

A complete guide to Llama 4 Maverick — Meta's open-source multimodal flagship with 1M context. Benchmarks, coding performance, and how it compares to Llama 4 Scout.

Mistral Large 3

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Mistral Large 3

A guide to Mistral Large 3 — 675B total and 41B active parameters, 256K context, multilingual support, pricing, and enterprise deployment tradeoffs.

Pixtral Large

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Pixtral Large

A migration guide to deprecated Pixtral Large — its multimodal capabilities, historical access, replacement options, and how to validate visual coding workflows.

Qwen3.5

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Qwen3.5

A complete guide to Qwen3.5 — Apache 2.0 licensed, frontier-class performance, and how it compares to Llama 4 and DeepSeek V3.2 for coding and agentic tasks.

Claude Opus 4.5

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Claude Opus 4.5

A complete guide to Claude Opus 4.5 — what's new, how it performs on coding tasks, and how it compares to Claude Opus 4.7 and GPT-5 for agentic workflows.

Codex CLI

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Codex CLI

A hands-on guide to OpenAI Codex CLI — how to install it, what it can do, and how it compares to Claude Code and Verdent for agentic software development.

Gemini 2.5 Pro

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Gemini 2.5 Pro

Everything you need to know about Gemini 2.5 Pro — coding benchmarks, 1M context window, pricing, and how to use it inside Verdent for agentic software development.

Gemini 3 Flash

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Gemini 3 Flash

A practical guide to Gemini 3 Flash — speed benchmarks, SWE-bench 78%, free tier access, and how to use it for fast agentic coding inside Verdent.

Gemini 3 Pro

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Gemini 3 Pro

Everything you need to know about Gemini 3 Pro — Deep Think mode, 1M context, SWE-bench 78%, and how to use it with Verdent for agentic coding workflows.

Gemini 3.5

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Gemini 3.5

A complete guide to the Gemini 3.5 series — starting with Gemini 3.5 Flash (I/O 2026). Outperforms Gemini 3.1 Pro on coding and agentic benchmarks, 4x faster, and Gemini 3.5 Pro confirmed coming next month.

Gemini Omni

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Gemini Omni

A first look at Gemini Omni — Google's new multimodal flagship announced at I/O 2026. Create anything from any input, with breakthrough video understanding, generation, and world modeling capabilities.

Gemma 3

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Gemma 3

A complete guide to Google's Gemma 3 — benchmarks, local deployment, and how it compares to Gemma 4 and Llama 4 for coding and agentic tasks.

Google Antigravity

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Google Antigravity

A complete breakdown of Google Antigravity — what it does, how it compares to Verdent and Cursor, and which AI coding tool is right for your workflow.

GPT-5.1 Codex

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GPT-5.1 Codex

A developer's guide to GPT-5.1 Codex — long-horizon coding tasks, API setup, real benchmarks, and how it compares to Claude Code and Verdent for agentic workflows.

GPT-OSS 20B

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GPT-OSS 20B

A practical guide to GPT-OSS 20B — OpenAI's first open-weight model. Benchmarks, deployment options, and how it compares to DeepSeek V3.2 and Llama 4.

Grok 4

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Grok 4

A complete guide to Grok 4 — benchmarks, coding capabilities, pricing, and how it compares to GPT-5 and Claude. See how Verdent uses Grok 4 for parallel agentic coding.

Grok 4.1

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Grok 4.1

A complete review of Grok 4.1 — LMArena #1 Elo rating, 65% lower hallucination rate, coding benchmarks, and how it compares to Claude Sonnet 4.6 and GPT-5.5.

Kimi K2 Thinking

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Kimi K2 Thinking

A deep dive into Kimi K2's Thinking mode — how it compares to DeepSeek R1, when to enable it, and how it powers agentic coding workflows inside Verdent.

Phi-4

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Phi-4

Everything about Microsoft Phi-4 — how a 14B model beats larger LLMs on reasoning, local deployment options, and when to use Phi-4 vs GPT-5 for your coding tasks.