skill-testfree2023-airein-model-guide · by Install
$ agentstack add skill-testfree2023-airein-model-guide ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Links to your public security report.[](https://agentstack.voostack.com/security/report/skill-testfree2023-airein-model-guide) Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Model Selection & Context Management
Model Selection Strategy
Haiku 4.5 (90% of Sonnet capability, 3x cost savings):
- Lightweight agents with frequent invocation
- Pair programming and code generation
- Worker agents in multi-agent systems
Sonnet 4.6 (Best coding model):
- Main development work
- Orchestrating multi-agent workflows
- Complex coding tasks
Opus 4.5 (Deepest reasoning):
- Complex architectural decisions
- Maximum reasoning requirements
- Research and analysis tasks
Context Window Management
Avoid last 20% of context window for:
- Large-scale refactoring
- Feature implementation spanning multiple files
- Debugging complex interactions
Safe in late context:
- Single-file edits
- Independent utility creation
- Documentation updates
- Simple bug fixes
Build Troubleshooting
If build fails:
- Fix build/type errors with minimal diffs; re-run the project build
- Analyze error messages
- Fix incrementally
- Verify after each fix
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: testfree2023
- Source: testfree2023/airein
- License: Apache-2.0
- Homepage: https://github.com/testfree2023/airein#readme
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.