中文
~/home / Show HN
Show HN

LiminalML – Study ML or SWE at interview depth, grounded in your resume

LiminalML – Study ML or SWE at interview depth, grounded in your resume is a education AI agent for Creates targeted study paths for technical interviews by aligning learning content with the user’s actual experience and job goals. Pricing: Free + $15/mo. As of 2026-10-25, KanonAgent records 3 upvotes. First indexed by KanonAgent on 2026-08-05.
Generates personalized interview prep plans in machine learning and software engineering based on a user’s resume.
LiminalML – Study ML or SWE at interview depth, grounded in your resume — official preview image
3 upvotes
Tracked by Kanon since Aug 5, 2026
no signal yet
status
8/100
momentum · conf 0.46
64d
tracked since 2026-08-22
0
evidence records

No signal event on file yet — status is unknown, not "quiet".

📈 Timelinewhat changed, and when
🔎 Known / Unknown 16 of 23 fields unknown
Machine-callable— unknown —
Open source— unknown —
Self-hostable— unknown —
Bring your own key— unknown —
Autonomy level— unknown —
Pricing model— unknown —
Integrations— unknown —

“Unknown” means we have not verified it — it is not a “no”. Hard filters never treat unknown as false.

🤖 Agent teardown · education
Job to be doneCreates targeted study paths for technical interviews by aligning learning content with the user’s actual experience and job goals.
Who it is forJob seekers in tech fields preparing for interviews, especially those targeting roles in machine learning or software en
PricingFree + $15/mo
Traction · why it is risingAttracting users who want efficient, resume-driven interview prep that avoids generic study material.
Why it matters

Bridges the gap between personal background and interview readiness with tailored, actionable learning plans.

Signal source: Show HN
Visit official site →
📛 Official badgefor your site / README
LiminalML – Study ML or SWE at interview depth, grounded in your resume badge
Building LiminalML? Pick a style above — the embed code updates live. Deep color control via URL params: bg= / fg= / accent= (hex). It links back to this page.
Share on X
On mobile tap Share for WeChat / RED (Xiaohongshu) / X; on desktop use Copy text and paste into the app.

FAQ

What is LiminalML?

Generates personalized interview prep plans in machine learning and software engineering based on a user’s resume.

What does LiminalML do?

Creates targeted study paths for technical interviews by aligning learning content with the user’s actual experience and job goals.

Why does LiminalML matter?

Bridges the gap between personal background and interview readiness with tailored, actionable learning plans.

How much does LiminalML cost?

Free + $15/mo

Is LiminalML free?

Yes — LiminalML has a free tier. Pricing as stated on its own page: Free + $15/mo

How popular is LiminalML?

As tracked by KanonAgent: 3 upvotes (first indexed 2026-08-05).

What are the best LiminalML alternatives?

Similar AI agents tracked by KanonAgent: Confidential Startup, Codédex, Stealth Company, Dataford Inc., Atlas, Verbi.

LiminalML – Study ML or SWE at interview depth, grounded in your resume alternatives — similar AI agents

Confidential StartupCodédexStealth CompanyDataford Inc.AtlasVerbi

Where this fits — browse the same shelf

AI Education & Learning AgentsAI agents for Resume job optimization