AWS GenAI for Operations Demos is a collection of deployable code samples showing generative AI applications for cloud operations, including security, cost optimization, resilience, and automation. Cloud operations teams can deploy the demonstrations as provided or adapt them to their environments.
Borrowing it
Nothing to install: this file belongs to aws-samples/sample-aws-genai-ops-demos. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/aws-samples/sample-aws-genai-ops-demos/main/.kiro/steering/native-agent-demo-guide.mdgit clone --depth 1 https://github.com/aws-samples/sample-aws-genai-ops-demosWrote 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.
[](https://agentmods.dev/instructions/aws-samples/sample-aws-genai-ops-demos/native-agent-demo-guide)<a href="https://agentmods.dev/instructions/aws-samples/sample-aws-genai-ops-demos/native-agent-demo-guide"><img src="https://agentmods.dev/badge/instructions/aws-samples/sample-aws-genai-ops-demos/native-agent-demo-guide/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/aws-samples/sample-aws-genai-ops-demos/native-agent-demo-guide"><img src="https://agentmods.dev/badge/instructions/aws-samples/sample-aws-genai-ops-demos/native-agent-demo-guide.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 5.1 | $0.07026 | $0.07026 |
| Opus 5.5 | $0.02810 | $0.02810 |
| Sonnet 5.5 | $0.01405 | $0.01405 |
| Haiku 4.5 | $0.00703 | $0.00703 |
Grade A, and why
native-agent-demo-guide 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 1mo 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.
The source is not reproduced here
Licensed MIT-0
The repository is licensed MIT-0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago Changed · +41 lines · +847 tokens per session d1c7c354a821
- 1mo ago Changed · +26 lines · +462 tokens per session 44f1c2de1022
- 1mo ago First seen · 359 lines · 5,717 tokens per session scan A 5a064887df00
native-agent-demo-guide is an instructions file published in the GitHub repository aws-samples/sample-aws-genai-ops-demos (67 stars, last pushed yesterday), licensed MIT-0. It adds 7,026 tokens to every session, about $0.0281 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-01.
native-agent-demo-guide compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| native-agent-demo-guideaws-samples/sample-aws-genai-ops-demos | Instructions file | 67 | yesterday | MIT-0 | A | 7,026 | Kiro |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |