Borrowing it
Nothing to install: this file belongs to ashishpatill/tell-proof. 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/ashishpatill/tell-proof/master/.cursor/skills/tell-user-session-learn/SKILL.mdgit clone --depth 1 https://github.com/ashishpatill/tell-proofWrote 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/ashishpatill/tell-proof/tell-user-session-learn)<a href="https://agentmods.dev/skills/ashishpatill/tell-proof/tell-user-session-learn"><img src="https://agentmods.dev/badge/skills/ashishpatill/tell-proof/tell-user-session-learn/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/ashishpatill/tell-proof/tell-user-session-learn"><img src="https://agentmods.dev/badge/skills/ashishpatill/tell-proof/tell-user-session-learn.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 | $0.00040 | $0.00354 |
| Opus 5.5 | $0.00016 | $0.00142 |
| Sonnet 5.5 | $0.00008 | $0.00071 |
| Haiku 4.5 | $0.00004 | $0.00035 |
Grade A, and why
tell-user-session-learn 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.
What it actually says
tell-user-session-learn
End-user loop (browser / local machine). Makes Tell better for this user across sessions.
This is not the developer corpus loop (agency-run-learn + research/design-data.local.json).
| Loop | Who | Where | Improves |
|---|---|---|---|
| User session | Ashish (product user) | localStorage tell:user-design-profile |
His directions, priorities, tools |
| Dev corpus | Tell maintainer | TELL_DESIGN_DATA / design-data.local.json |
Shared engine memory, gates, seeds |
What is remembered (user machine only)
- Preferred art-direction preset
- Recent voice/text phrases + action categories → priority weights
- Soft bans from phrases ("no purple", "less shadow")
- Tool prefs (voice, MCP, live capture)
Schema: UserDesignProfile in @tell/schema
Lib: apps/web/src/lib/user-session-learn.ts
Rules
- Never write user profiles into the Tell git repo or design-data checkout.
- Never upload user profiles unless the product later adds an explicit account sync.
- Developer corpus must stay gated (
isDevCorpusEnabled) — no Vercel/public demo pulls.
Agent prompt
Use tell-user-session-learn when changing how Tell remembers a founder's taste.
Keep developer design-data learning separate (agency-run-learn + design-data.README).
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 · 39 lines · 40 tokens per session scan A 5a6fe38f6164
tell-user-session-learn is a skill published in the GitHub repository ashishpatill/tell-proof (2 stars, last pushed 22d ago), licensed MIT. It adds 40 tokens to every session and 354 once invoked, about $0.0002 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 2026-09-03.
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