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Probabilistic Margin of Safety

https://bayramovanar.substack.com/p/probabilistic-margin-of-safety-engine
1•Bayramovanar•12s ago•1 comments

Show HN: Accent AI – real-time speech clarity drills (pronunciation,stress etc.)

https://apps.apple.com/us/app/accent-ai-pronunciation-coach/id6747029788
1•wabiosdev•19s ago•0 comments

ANN v3: 200ms p99 query latency over 100B vectors

https://turbopuffer.com/blog/ann-v3
1•jascha_eng•19s ago•0 comments

ngn/k

https://codeberg.org/ngn/k
1•tosh•3m ago•0 comments

The CPU Performance of Nvidia GB10 with the Dell Pro Max vs. AMD Ryzen AI Max+

https://www.phoronix.com/review/nvidia-gb10-cpu
1•rbanffy•3m ago•0 comments

An In-Depth Look at Pipe and Splice Implementation in Linux Kernel

https://blogs.oracle.com/linux/pipe-and-splice
1•tanelpoder•3m ago•0 comments

Show HN: A Chrome extension that dings when ChatGPT is done "thinking"

https://github.com/rumblelab/chatdinger
1•mooball•4m ago•1 comments

Is Nvidia Assembling the Parts for Its Next Inference Platform?

https://www.nextplatform.com/2026/01/16/is-nvidia-assembling-the-parts-for-its-next-inference-pla...
1•rbanffy•4m ago•0 comments

Empty

https://trufa.dev/blog/empty.html
1•Trufa•5m ago•0 comments

Physicists place sodium atoms in a 'Schrödinger's cat state'

https://phys.org/news/2026-01-metal-clumps-quantum-state-physicists.html
1•fcpguru•5m ago•0 comments

What's new in Java 26 for us, developers

https://www.loicmathieu.fr/wordpress/informatique/java-26-whats-new/
1•loicmathieu•6m ago•0 comments

Venezuela Statehood Thought Experiment

https://booksven.com
1•ARho24•6m ago•1 comments

People imperiled through sign-in links sent by SMS

https://arstechnica.com/security/2026/01/millions-of-people-imperiled-through-sign-in-links-sent-...
1•Brajeshwar•7m ago•0 comments

Hand stencils discovered in an Indonesian cave are oldest-known rock art

https://www.abc.net.au/news/science/2026-01-22/oldest-rock-art-hand-prints-sulawesi/106245480
1•Brajeshwar•7m ago•0 comments

Accurate and efficient thermal modeling for 2.5D/3D heterogeneous chiplets

https://arxiv.org/abs/2512.05823
1•PaulHoule•8m ago•0 comments

Waymo begins much-anticipated service in Miami

https://www.cbsnews.com/miami/news/waymo-service-miami-dade-january-2026/
2•blinding-streak•11m ago•0 comments

Show HN: Local voice-to-text app that types keystrokes (works in RDP/Citrix)

https://dictaflow.vercel.app/
2•ryanshrott•11m ago•1 comments

Are laser-based spark plugs a viable option?

https://www.eetimes.com/are-laser-based-spark-plugs-a-viable-option-for-igniting-ice-fuel/
1•Thorondor•12m ago•0 comments

Show HN: Opinionated, zero-config blocker for Reels and Shorts

https://chromewebstore.google.com/detail/no-distractions-remove-re/looidefpafaogockjglamdijbaocichg
3•smravec•13m ago•2 comments

One-Off Verified Transpilation with Claude

https://will62794.github.io/verification/llms/compilation/2026/01/20/bespoke-compilation.html
1•we6251•13m ago•0 comments

Private-Credit Investors Are Cashing Out in Droves

https://www.wsj.com/finance/investing/private-credit-investors-are-cashing-out-in-droves-bc1e8cbc
4•JumpCrisscross•14m ago•0 comments

Raising An Agent (Episode 9) [video]

https://www.youtube.com/watch?v=2wjnV6F2arc
1•tosh•15m ago•0 comments

GPTZero finds 100 new hallucinations in NeurIPS 2025 accepted papers

https://gptzero.me/news/neurips/
38•segmenta•16m ago•3 comments

The science of addiction: Do you always like the things you want?

https://www.bbc.com/news/stories-55221825
1•srid•17m ago•0 comments

Remotion 3.0: Build videos programmatically with React

https://github.com/remotion-dev/remotion
1•luthiraabeykoon•18m ago•1 comments

Show HN: OopsAgain – a small iOS app to stop forgetting birthdays

https://testflight.apple.com/join/VnugUCbA
1•n0rthk1n9•19m ago•0 comments

OpenAI seeking investments from Middle East sovereign wealth funds

https://www.cnbc.com/2026/01/21/openai-seek-investments-from-middle-east-for-multibillion-dollar-...
2•ralusek•21m ago•2 comments

Marketing Skills for Claude Code

https://github.com/coreyhaines31/marketingskills
1•zoooey•22m ago•0 comments

Ghost in the Wi-Fi

https://josephmate.github.io/2026-01-20-ghost-in-the-wifi/
2•todsacerdoti•22m ago•0 comments

OpenAI will try to guess your age to serve ads on ChatGPT

https://www.theregister.com/2026/01/21/openai_bets_on_age_prediction/
2•apwheele•23m ago•0 comments
Open in hackernews

Show HN: An account protection API beyond disposable email blocks

https://trustpath.io/en
1•enginyoyen•1h ago

Comments

enginyoyen•1h ago
Hi HN,

I built TrustPath.io after seeing the same problem pattern across multiple projects: freemium abuse and lack of proper account protection.

The usual approach is to start by blocking disposable emails, which appears to be an easy win, but in reality you need more signals than just disposable domains. It's still possible to create accounts using real Gmail accounts created in bulk.

Disposable email detection catches some of them. The others that looked "legitimate" on the surface slipped through the cracks.

-------------------------

TrustPath.io combines the signals that actually matter:

• IP intelligence (datacenter IPs, proxies, impossible travel)

• Behavioral patterns (signup velocity, usage anomalies)

• Email intelligence (not just disposable—also bulk-created, suspicious domains)

• Device fingerprinting (same device = multi-accounting)

We also offer a dashboard where you can actually see what's going on in your system, giving observability—meaning every request you make creates an overall image of your system.

-------------------------

What it does:

One API call at signup/login returns a risk score (0-100) plus breakdown of what triggered it, with a state approve, review, or decline.

Current use cases:

• SaaS platforms stopping trial abuse

• Referral programs preventing bonus farming

• Marketplaces blocking multi-accounting

• Anyone tired of the same user creating n number of accounts

-------------------------

What I'd love feedback on:

1. What account abuse are you seeing? (curious if others face the same patterns)

2. Would you rather build this in-house or use an API?

3. Any concerns about device fingerprinting from a privacy/UX perspective?

-------------------------

Happy to go deep on the technical implementation if anyone's interested.