Generative AI for Beginners .NET is a hands-on course that teaches .NET developers to build applications using generative AI models and related tools. Its lessons use practical samples covering scenarios such as chat, audio transcription, agents, and local AI. The catalogue entries are add-ons associated with the course repository.
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.
npx skills add microsoft/Generative-AI-for-beginners-dotnet --skill release-processgit clone --depth 1 https://github.com/microsoft/Generative-AI-for-beginners-dotnetWrote 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/skills/microsoft/generative-ai-for-beginners-dotnet/release-process)<a href="https://agentmods.dev/skills/microsoft/generative-ai-for-beginners-dotnet/release-process"><img src="https://agentmods.dev/badge/skills/microsoft/generative-ai-for-beginners-dotnet/release-process/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/skills/microsoft/generative-ai-for-beginners-dotnet/release-process"><img src="https://agentmods.dev/badge/skills/microsoft/generative-ai-for-beginners-dotnet/release-process.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 | $0.00016 | $0.02606 |
| Opus 5.5 | $0.00006 | $0.01042 |
| Sonnet 5.5 | $0.00003 | $0.00521 |
| Haiku 4.5 | $0.00002 | $0.00261 |
Grade C, and why
release-process scanned grade C with 1 finding 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.
Recursive force deletehighDestructive command
rm -rf with a variable or a broad path is one typo away from removing the wrong tree.
rm -rf node_modules packages/*/node_modules This is a copy
100% identical to release-process — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 218 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Release Process
Earned knowledge from the v0.9.0→v0.9.1 and v0.9.4 incidents. Every agent involved in releases MUST read this before starting release work. See also:
.github/skills/release-process/SKILL.mdfor the Copilot-facing runbook.
SCOPE
✅ THIS SKILL PRODUCES:
- Pre-release validation checks that prevent broken publishes
- Correct npm publish commands (never workspace-scoped)
- Fallback procedures when CI workflows fail
- Post-publish verification steps
❌ THIS SKILL DOES NOT PRODUCE:
- Feature implementation or test code
- Architecture decisions
- Documentation content
Confidence: high
Established through the v0.9.1 incident (8-hour recovery) and reinforced by the v0.9.4 release delay (PRs #1042, #1043, #1044). Every rule below is battle-tested.
Context
Squad publishes two npm packages: @bradygaster/squad-sdk and @bradygaster/squad-cli. The release pipeline flows: dev → preview → main → GitHub Release → npm publish. Brady (project owner) triggers releases — the coordinator does NOT.
Rules (Non-Negotiable)
1. Coordinator Does NOT Publish
The coordinator routes work and manages agents. It does NOT run npm publish, trigger release workflows, or make release decisions. Brady owns the release trigger. If an agent or the coordinator is asked to publish, escalate to Brady.
2. Pre-Publish Dependency Validation
Before ANY release is tagged, scan every packages/*/package.json for:
file:references (workspace leak — the v0.9.0 root cause)link:references- Absolute paths in dependency values
- Non-semver version strings
Command:
grep -r '"file:\|"link:\|"/' packages/*/package.json
If anything matches, STOP. Do not proceed. Fix the reference first.
3. Never Use npm -w for Publishing
npm -w packages/squad-sdk publish hangs silently when 2FA is enabled. Always cd into the package directory:
cd packages/squad-sdk && npm publish --access public
cd packages/squad-cli && npm publish --access public
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 First seen · 218 lines · 16 tokens per session scan C 38134fe27547
release-process is a skill published in the GitHub repository microsoft/Generative-AI-for-beginners-dotnet (3,145 stars, last pushed today), licensed MIT. It adds 16 tokens to every session and 2,606 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it C with 1 finding (recursive force delete). It is 100% identical to release-process, differing in 0 lines, and is treated as a copy.
Other skills, from other repositories
release-announcement
Write a release announcement — changelog, blog post, in-app note, or social post — that leads with user impact, names the audience, and includes upgrade/migration steps without filler.
release
Fully automate a release with version-bump and childhood.
release-notes
Generate user-facing release notes from tickets, PRDs, or changelogs. Creates clear, engaging summaries organized by category (new features, improvements, fixes). Use when writing release notes, creating changelogs, announcing product updates, or summarizing what shipped.
multi-agent-release-manager
Cleans up the workspace, formats code, runs presubmit checks, and uploads CLs to Gerrit.
pack-submit
Package one of this agent's own skills as a standalone community pack and submit it to the aeon registry as a PR.
release-helper
Ensures configuration and code changes are released correctly. Use PROACTIVELY whenever you edit config.json, change any setting, or fix a configuration bug in this project, so the change reaches production.