What is ai-native-development?

Patterns for building applications around language models, including retrieval-augmented generation, embeddings, vector databases, and agent workflows. Retrieval-augmented generation lets a model answer using information fetched from a separate knowledge base.

Use them to integrate a language model, create vector search, build retrieval pipelines, design agents, and develop AI-first applications.

They help developers choose and connect the main parts of an AI feature instead of treating the language model as an isolated component.

ai-native-development — Command for coding agents by ArieGoldkin: Patterns for building applications around language models, including retri

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods

npx agentmods add commands/ariegoldkin/claude-forge/ai-native-development

Clone the repo

git clone --depth 1 https://github.com/ArieGoldkin/claude-forge

Or install atk, the plugin that ships this one along with the rest of its 16 skills, 25 commands, 1 agent, 1 hook.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/commands/ariegoldkin/claude-forge/ai-native-development.svg)](https://agentmods.dev/commands/ariegoldkin/claude-forge/ai-native-development)

Your own site

<a href="https://agentmods.dev/commands/ariegoldkin/claude-forge/ai-native-development"><img src="https://agentmods.dev/badge/commands/ariegoldkin/claude-forge/ai-native-development.svg" alt="Measured on agentmods" height="20"></a>

Per session 75 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 111 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. Scan, not verified.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5	$0.00075	$0.00111
Opus 5	$0.00037	$0.00056
Sonnet 5	$0.00015	$0.00022
Haiku 4.5	$0.00007	$0.00011

Measured 3d ago against content hash 504a8ac77fc6, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

ai-native-development scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/ai-toolkit/commands/ai-native-development.md · 12 lines

What it actually says