frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

What AI Accountability Looks Like (I Built It)

https://forgeforward.substack.com/p/what-ai-accountability-actually-looks
2•forgeforward•1h ago

Comments

forgeforward•1h ago
Wayne Kirkman here. I wrote "The AI Subscription Tax" a few weeks back about paying $200/month to beta test unreliable AI. The response was: okay, so what's the fix? This is the fix. I built ASCERTAIN — a governance layer with seven validation gates, mandatory citation requirements, and bias detection. Every response passes through FORGEGATE before delivery. No unsourced assertions allowed. The unicorn test case in the article shows it working: the AI tried to assert "unicorns are legendary creatures" without citation. The SOURCE gate caught it, penalized the quality score, and forced the model to provide Wikipedia and Science.org sources instead. If one developer can build this as a side project, the $200/month vendors have no excuse. Happy to answer questions about the architecture or the Five Pillars framework.

Show HN: PFAS Reporting 2026 – Triage tool for the EPA's 2011–2026 lookback rule

https://pfasreporting2026.com
1•todaycompanies•32s ago•0 comments

NexPhone: Android, Linux, and Windows 11 in a single device

https://nexphone.com/
1•gessha•1m ago•0 comments

Show HN: Find what you should play next

https://gamebrain.co
1•dsky•1m ago•0 comments

The Truth About Toilet Swirl

https://www.smartereveryday.com/toiletswirl
1•ColinWright•1m ago•0 comments

Get Closer So I Can Hear the Birds

https://terratauri.com/blog/get-closer-so-i-can-hear-the-birds/
1•terramauthe•3m ago•0 comments

Show HN: Ably AI Transport – a transport layer for agentic apps

https://ably.com/docs/ai-transport
1•mchristensen•4m ago•0 comments

Face Shape Detector

https://whatismyfaceshape.net/
1•adilblati3•5m ago•1 comments

Show HN: Tandem – open-source cross-platform AI coworker (Tauri)

1•frumu•9m ago•1 comments

Show HN: TerabyteDeals – Compare storage prices by $/TB

https://terabytedeals.com
1•vektor888•9m ago•0 comments

Oldest Cave Art Discovered in Indonesia

https://www.barrons.com/news/world-s-oldest-cave-art-discovered-in-indonesia-3ddd2a48
1•wjb3•10m ago•0 comments

Typeframe PS-85 – portable inspired by Alien

https://www.typeframe.net/docs/ps-85
2•vpribish•10m ago•1 comments

Show HN: An Ishihara (colorblindness) test generator

https://connorboyle.io/ishihara/
1•connorboyle•12m ago•0 comments

What if AI is both good and not that disruptive?

https://deadneurons.substack.com/p/what-if-ai-is-both-really-good-and
1•nr378•12m ago•0 comments

Grok exposes detailed account suppression information

https://twitter.com/realstewpeters/status/2013848860771144075
3•gravisultra•13m ago•1 comments

TV Screen Type Explained [video]

https://www.youtube.com/watch?v=8x1imoz5nrs
1•debesyla•14m ago•0 comments

Yes, code review is the bottleneck, no you're not doing it right

https://cognition.ai/blog/devin-review
1•agtestdvn•14m ago•1 comments

eBay Explicitly Bans AI "Buy for Me" Agents in User Agreement Update

https://www.valueaddedresource.net/ebay-bans-ai-agents-updates-arbitration-user-agreement-feb-2026/
3•bdcravens•16m ago•0 comments

My First Product Launch

https://veloblanco.global/
1•TBaronG•16m ago•1 comments

NeurIPS accepted research papers with 100 AI-hallucinated citations

https://fortune.com/2026/01/21/neurips-ai-conferences-research-papers-hallucinations/
1•Jimmc414•16m ago•0 comments

Spain's rail network under scrutiny after second deadly crash in three days

https://www.theguardian.com/world/2026/jan/21/spain-rail-network-scrutiny-after-second-train-crash
1•geox•18m ago•0 comments

I Built a Localhost Tunneling Tool in TypeScript – Here's What Surprised Me

https://softwareengineeringstandard.com/2026/01/20/i-built-a-localhost-tunnel-in-typescript-and-h...
1•aussieguy1234•22m ago•0 comments

Stevey's Birthday Blog

https://steve-yegge.medium.com/steveys-birthday-blog-34f437139cb5
2•squirrel•23m ago•0 comments

Beam Bots – Resilient Robotics

https://beambots.dev/
3•lawik•24m ago•0 comments

High-Availability Feature Flagging at Databricks

https://www.databricks.com/blog/high-availability-feature-flagging-databricks
3•bcongdon•25m ago•0 comments

Safety, Efficiency, and Workload of Predictive Display in Simulated Teledriving

https://www.mdpi.com/1424-8220/26/1/221
1•PaulHoule•28m ago•0 comments

Comparing 15 AI video models side-by-side using identical prompts

https://lmarena.ai/?chat-modality=video
2•leanvector•29m ago•2 comments

A macOS cache cleaner for browser and dev and AI caches (Clean / DeepClean)

https://clutterfall.app
1•darekhta•30m ago•2 comments

Spotify won court order against Anna's Archive, taking down .org domain

https://arstechnica.com/tech-policy/2026/01/annas-archive-said-spotify-scrape-didnt-cause-domain-...
7•voxadam•31m ago•2 comments

All talks from SF Ruby Conference 2025 are now live (videos)

https://sfruby.com/talks/
1•camimirabal•32m ago•1 comments

Freestyle Linked Lists Tricks

https://nullprogram.com/blog/2025/12/31/
1•mattjhall•33m ago•0 comments