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UnAutomating the Economy: More Labor but at What Cost?

https://www.greshm.org/blog/unautomating-the-economy/
1•Suncho•5m ago•1 comments

Show HN: Gettorr – Stream magnet links in the browser via WebRTC (no install)

https://gettorr.com/
1•BenaouidateMed•6m ago•0 comments

Statin drugs safer than previously thought

https://www.semafor.com/article/02/06/2026/statin-drugs-safer-than-previously-thought
1•stareatgoats•8m ago•0 comments

Handy when you just want to distract yourself for a moment

https://d6.h5go.life/
1•TrendSpotterPro•9m ago•0 comments

More States Are Taking Aim at a Controversial Early Reading Method

https://www.edweek.org/teaching-learning/more-states-are-taking-aim-at-a-controversial-early-read...
1•lelanthran•11m ago•0 comments

AI will not save developer productivity

https://www.infoworld.com/article/4125409/ai-will-not-save-developer-productivity.html
1•indentit•16m ago•0 comments

How I do and don't use agents

https://twitter.com/jessfraz/status/2019975917863661760
1•tosh•22m ago•0 comments

BTDUex Safe? The Back End Withdrawal Anomalies

1•aoijfoqfw•25m ago•0 comments

Show HN: Compile-Time Vibe Coding

https://github.com/Michael-JB/vibecode
5•michaelchicory•27m ago•1 comments

Show HN: Ensemble – macOS App to Manage Claude Code Skills, MCPs, and Claude.md

https://github.com/O0000-code/Ensemble
1•IO0oI•30m ago•1 comments

PR to support XMPP channels in OpenClaw

https://github.com/openclaw/openclaw/pull/9741
1•mickael•31m ago•0 comments

Twenty: A Modern Alternative to Salesforce

https://github.com/twentyhq/twenty
1•tosh•33m ago•0 comments

Raspberry Pi: More memory-driven price rises

https://www.raspberrypi.com/news/more-memory-driven-price-rises/
1•calcifer•38m ago•0 comments

Level Up Your Gaming

https://d4.h5go.life/
1•LinkLens•42m ago•1 comments

Di.day is a movement to encourage people to ditch Big Tech

https://itsfoss.com/news/di-day-celebration/
3•MilnerRoute•43m ago•0 comments

Show HN: AI generated personal affirmations playing when your phone is locked

https://MyAffirmations.Guru
4•alaserm•44m ago•3 comments

Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manager Containers

https://github.com/paolobietolini/gtm-mcp-server
1•paolobietolini•45m ago•0 comments

Launch of X (Twitter) API Pay-per-Use Pricing

https://devcommunity.x.com/t/announcing-the-launch-of-x-api-pay-per-use-pricing/256476
1•thinkingemote•46m ago•0 comments

Facebook seemingly randomly bans tons of users

https://old.reddit.com/r/facebookdisabledme/
1•dirteater_•47m ago•1 comments

Global Bird Count Event

https://www.birdcount.org/
1•downboots•47m ago•0 comments

What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
2•soheilpro•49m ago•0 comments

Jon Stewart – One of My Favorite People – What Now? with Trevor Noah Podcast [video]

https://www.youtube.com/watch?v=44uC12g9ZVk
2•consumer451•52m ago•0 comments

P2P crypto exchange development company

1•sonniya•1h ago•0 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
2•jesperordrup•1h ago•0 comments

Write for Your Readers Even If They Are Agents

https://commonsware.com/blog/2026/02/06/write-for-your-readers-even-if-they-are-agents.html
1•ingve•1h ago•0 comments

Knowledge-Creating LLMs

https://tecunningham.github.io/posts/2026-01-29-knowledge-creating-llms.html
1•salkahfi•1h ago•0 comments

Maple Mono: Smooth your coding flow

https://font.subf.dev/en/
1•signa11•1h ago•0 comments

Sid Meier's System for Real-Time Music Composition and Synthesis

https://patents.google.com/patent/US5496962A/en
1•GaryBluto•1h ago•1 comments

Show HN: Slop News – HN front page now, but it's all slop

https://dosaygo-studio.github.io/hn-front-page-2035/slop-news
7•keepamovin•1h ago•1 comments

Show HN: Empusa – Visual debugger to catch and resume AI agent retry loops

https://github.com/justin55afdfdsf5ds45f4ds5f45ds4/EmpusaAI
1•justinlord•1h ago•0 comments
Open in hackernews

Show HN: Shadow Report – Why your "black box" redactions aren't hiding anything

3•cd_mkdir•2w ago
Hello HN,

In high-conflict litigation, "black box" redactions are often a disaster waiting to happen. I realized that many people (and even law firms) use civilian-grade tools that leave "Ghost Layers"—original text layers or metadata underneath the digital ink.

I built the Shadow Report as a free forensic tool to prove this. You can upload a redacted page, and it scans for:

Ghost Text Layers: Checking if the searchable PDF layer still exists beneath the redaction blocks (using pypdf layer inspection).

Metadata Leaks: Extracting Author/Producer info that reveals who actually drafted the document.

Image Fingerprints: Scraping EXIF data that can geo-locate or time-stamp "anonymous" evidence.

Backstory: This is a component of a larger project called Exit Protocol. I started it after a friend was quoted $50k for a forensic accountant to trace "separate property" in a divorce. The math they use—the Lowest Intermediate Balance Rule (LIBR)—is deterministic, but accountants do it manually in Excel. I automated the LIBR math to handle 10k+ transactions via Celery/Postgres.

Stack:

Django 5.0 (Monolith) / Postgres pypdf & Pillow for the forensic scanning Celery for async processing of massive bank discoveries Air-gapped "BYOK" model for law firms (Docker)

I'd love feedback on:

Are there other "Ghost Layer" detection methods I should implement (e.g., color-space delta analysis)? For those in LawTech: How do you handle "PDFs from hell" (scanned, rotated, handwritten notes)? I'm currently using a custom OC-3 implementation.

Try the Redaction Check: https://exitprotocols.com/redaction-check/

Main Site: https://exitprotocols.com/

Comments

cd_mkdir•2w ago
If you’ve ever had to prove which dollars in a drained bank account belong to you vs. a spouse, you’ve run into the Lowest Intermediate Balance Rule (LIBR). It’s a 50-year-old legal precedent (See v. See, 1966) that is a nightmare to calculate manually.

I’m a dev who got frustrated seeing forensic accountants charge $500/hr to do this in spreadsheets. So I built Exit Protocol to automate the forensic tracing and "impeachment" of financial lies.

cbbas1•2w ago
This lines up with something I’ve also seen a lot — most failures aren’t clever reconstruction attacks, they’re just leftover text layers or metadata that never got removed.

I took a simpler approach and built a small browser-only audit tool that just answers one question: is this PDF still leaking extractable content at all?

It doesn’t try to unredact or guess text, just flags whether text layers, hidden characters, or metadata are still present so you know whether the redaction actually worked.

https://audit.reactpdf.app

Curious if you’ve run into cases where PDFs look clean at the layer/metadata level but still leak via other mechanisms.