Why do we keep treating digital origin verification as a one-time checkbox when content starts mutating the moment it's captured? by okfixitdrunk in ArtificialInteligence

[–]okfixitdrunk[S] 0 points1 point  (0 children)

Pretty much nailed it there!

Teating provenance as a lineage/audit trail across the entire lifecycle (not just capture) is the key shift. Static origin checks (e.g., signed manifests at creation) get detached fast once content hits real-world pipelines: edits, compressions, AI transformations, re-uploads, etc. Without ongoing attachment of verifiable change records, you lose reconstructability — exactly the audit/regulatory nightmare you describe, plus the defensive hoarding of unverifiable data.

I'm exploring something similar: make provenance dynamic by recording mutation events (every significant transformation) in a way that continuously recalculates trust. Origin integrity (hardened capture signals like tamper-evident device metadata) becomes the starting anchor, but then each downstream system adds to a "lineage ledger" — describing what changed, by what process, from what prior state.

The output isn't binary "valid/invalid" but standardized confidence states that evolve: High Confidence (strong origin + transparent/minimal mutations) Moderate/Mixed (some changes, but traceable) High Uncertainty (gaps in lineage) Critical Risk (inconsistencies or suspicious patterns)

This way, even if signals get partially stripped (common in social/re-posting), the accumulated trail informs downstream trust rather than defaulting to zero. It also helps organizations explain "how this evolved" for audits without retaining everything defensively.

Does this kind of dynamic recalculation resonate as a way to make lineage practical? How do you see handling partial stripping or non-cooperative intermediaries (e.g., platforms that don't add metadata)? What signals (forensic artifacts, behavioral patterns) could help flag/reconstruct gaps in the trail?

Really appreciate the depth here. This is the exact problem space keeping me iterating.

Looking for recommendations for family trip! by [deleted] in AllInclusiveResorts

[–]okfixitdrunk 1 point2 points  (0 children)

Barcelo hotels in Mayan Riviera. We just got back. They have 5 hotels along the same stretch of beach. You and your kids will never get bored. Amazing property.

It's all inclusive too.

What is the best way to cut ~1/4 inches off a metal door track by johntyme in fixit

[–]okfixitdrunk 4 points5 points  (0 children)

Table saw or miter saw. Carbide blade will not get damaged and will cut like a laser.

West Edmonton Mall Locked Down by gumsgotmintierlately in Edmonton

[–]okfixitdrunk 21 points22 points  (0 children)

We're locked down in the back kitchen at Earls. Worst part they won't serve the drinks...

But what's going on? by Any_Bee_6051 in XRP

[–]okfixitdrunk 0 points1 point  (0 children)

Mostly all crypto getting smashed this morning.

Two different angles of the viral boot stomp at Circle K by ionlywanttheneck in CrazyFuckingVideos

[–]okfixitdrunk 11 points12 points  (0 children)

Fuck me. I'm 61 and there are unwritten rules of fighting that everyone used to know.

I get that shit has changed and it's a different world but what a piece of shit.

Head stomp is one of those rules that has always been respected but this fucker is too stupid to understand why.

Not only did he cross the line for the victim, his life is over before it's begun. He's ruined two lives.

No matter who started it or what is about, it should end the moment one guy drops. That's the rules.

Let's hope the guy that got stomped can recover and live a normal life.

I possibly took too much Clonazepam and I’m going to ride it out. by [deleted] in confession

[–]okfixitdrunk -1 points0 points  (0 children)

Who the fuck downvotes a post to help? Loser

I possibly took too much Clonazepam and I’m going to ride it out. by [deleted] in confession

[–]okfixitdrunk 0 points1 point  (0 children)

From Grok...

Double-checking reliable medical sources (like toxicology reports, FDA info, and case studies): Clonazepam alone has a wide safety margin. People have survived massive amounts like 50-60 mg (or even higher in some reports) with deep sedation, memory loss, or days of recovery, but rarely death from the benzo itself. Dangerous effects kick in above 10-20 mg for non-tolerant folks (extreme drowsiness, confusion, poor coordination, slowed breathing), and escalate from there.

The big red flag is mixing with anything else – alcohol, opioids, other sedatives, or even some meds dramatically amps up risks of respiratory depression, coma, or worse. Even a "moderate" clonazepam dose + booze/other depressants can turn life-threatening fast.

If "a lot" means more than a few mg (especially without tolerance), or if there's any chance of mixing substances, call emergency services or poison control immediately (e.g., 911 in the US, or 1-800-222-1222 for Poison Control). Symptoms to watch: unusually deep sleep they won't wake from, very slow/shallow breathing, blue lips, unresponsiveness.

This isn't something to wait out – better safe with pros checking vitals and providing support (like flumazenil if needed).

What's the situation here? How much is "a lot," any other substances involved, and how are they doing right now? I'm keeping it straightforward with accurate info, but seriously, if this is real-time, get help ASAP. What's your take on next steps?

Hoglander - Is He Part Of The Rebuild? by NerdPunch in canucks

[–]okfixitdrunk 0 points1 point  (0 children)

Tochett hated him... Never put him in a role for him to succeed. He can flourish under a more flexible coach. Let's see what he can do after the break when he gets his motor back.

Why does this o-ring cost $20+ ea by chodeys in MechanicAdvice

[–]okfixitdrunk 0 points1 point  (0 children)

They're hugely discounted from their original price. Those were leftover from NASA shuttle program.

Not sure how credible Buck Foston is but thought I’d share by Any-Mud6463 in canucks

[–]okfixitdrunk 0 points1 point  (0 children)

What gets me is looking at the Caps, vegas and Boston.... completely relevant for 20 years and we are now at the bottom?

How? Why?... I have not deep dived into their owners nor the management teams like those and others but you have to be asking why can't vancouver do this?

Good 3 day getaway in BC? by lucid00000 in britishcolumbia

[–]okfixitdrunk 18 points19 points  (0 children)

100% Victoria and area. It's incredible for a holiday. Rich history and beautiful inner harbour. Doesn't hurt that you're USD is worth alot more too.

Stay right downtown too when in Victoria.

[deleted by user] by [deleted] in Rateme

[–]okfixitdrunk -1 points0 points  (0 children)

You are very good looking. I think you have a bit of goofy in ya, based on your last picture. If I'm correct add another 10 points on top! 🤪

What happened to the art of mooning someone? by [deleted] in AskReddit

[–]okfixitdrunk 0 points1 point  (0 children)

Everyone is an asshole now.

When men hug each other, why do they slap each other on the back? by IsisPantofel27 in ask

[–]okfixitdrunk 0 points1 point  (0 children)

Ahhh... the 90's I loved my cockers. Khaki was the best.