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 aaif/community-events --skill aaif-speaker-biogit clone --depth 1 https://github.com/aaif/community-eventsWrote 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/aaif/community-events/aaif-speaker-bio)<a href="https://agentmods.dev/skills/aaif/community-events/aaif-speaker-bio"><img src="https://agentmods.dev/badge/skills/aaif/community-events/aaif-speaker-bio/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/aaif/community-events/aaif-speaker-bio"><img src="https://agentmods.dev/badge/skills/aaif/community-events/aaif-speaker-bio.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 | $0.00051 | $0.00427 |
| Opus 5 | $0.00026 | $0.00214 |
| Sonnet 5 | $0.00010 | $0.00085 |
| Haiku 4.5 | $0.00005 | $0.00043 |
Grade A, and why
aaif-speaker-bio 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 12d 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.
What it actually says
AAIF Speaker Bio
Produce TWO versions of a speaker bio for an AAIF in-person event:
- a 60-80 word third-person bio, and
- a one-line version, max 18 words.
House voice: share the practice, never sell the product. Warm, concrete, builder-to-builder. No hype or superlatives. Signal, not numbers. The draft gets you ~90% there — edit before it ships. Never include emails, phone numbers, door codes, or attendee names that are not already public in any post, slide, or message.
Input (from the event tracker)
- Name :
[SPEAKER NAME] - Role/team :
[ROLE] @ [COMPANY/TEAM]OR[CURRENTLY BUILDING X] - Works on :
[WHAT THEY WORK ON] - Shipped :
[NOTABLE / SHIPPED WORK] - Talk :
[TALK TITLE] - Links :
[@HANDLE / URL]
Example (tested — match this format and voice)
Maya Chen, Agentic AI Night:
Bio: Maya Chen is a Staff Engineer on a payments platform, where she keeps tool-calling agents reliable once they leave the demo and hit real traffic. The past year she has lived in what changes past ten million tool calls a day — retries, idempotency, and the failure modes nobody warns you about. She brings those lessons back to the community, and shares her notes at @mayabuilds.
One-liner: Maya Chen, Staff Engineer on payments — tool calling at scale, and what broke at 10M requests a day.
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.
- 12d ago First seen · 37 lines · 51 tokens per session scan A e3e48d1819c2
aaif-speaker-bio is a skill published in the GitHub repository aaif/community-events (10 stars, last pushed 2d ago), licensed MIT. It adds 51 tokens to every session and 427 once invoked, about $0.0003 per session on Opus 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 2026-08-31.
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