@Jeuri

AI/ML engineer & BBIT grad 🇰🇪 · AI tools that save time & money · Scam safety · AI videos · Arsenal ⚽ / 📩 DMs open for AI, ML, data & video work
🤦

[@Jeuri @Jeuri2406]

Approval first. Nothing important runs until you say yes.

I'm building Nexuss: an AI assistant that shows you its plan, waits for your tap, then gives you a receipt for every step it took.

Building in public. What would you trust an AI to do for you?

[@Jeuri @Jeuri2406]

@shonibareroqeeb I edit TikTok short-form: strong hooks, clean captions, fast pacing that keeps people watching. Happy to do a quick test edit so you can see the fit. Sending you a DM now.

[@Jeuri @Jeuri2406]

Start with ONE task this week and time yourself before and after.

Small automations add up fast. #AI #Productivity

Follow for daily practical tech & money lessons.

[@Jeuri @Jeuri2406]

You don't need to work longer hours.

You need to stop doing boring work by hand.

Here are 4 ways to use free AI tools to win back hours every week 🧵

[@Jeuri @Jeuri2406]

4. Learn faster

Stuck on a report, policy or tech doc?
Ask: "Explain this like I'm new to the field, then give me 3 key takeaways."

Rule: never paste passwords, ID numbers or confidential client data.

[@Jeuri @Jeuri2406]

@Fayrithgg @ElyorEsports I can do the Elyor Esports YouTube intro plus a matching animation pack: clean logo reveal, transitions and lower thirds, quick turnaround at a fair price. My DMs are open.

[@Jeuri @Jeuri2406]

@tacolamp When you're ready, I can make short step-by-step setup tutorials for SelfReflect with the major VTuber apps, at an indie-friendly rate. Happy to do one first so you can judge the style. My DMs are open.

[@Jeuri @Jeuri2406]

@GoopyKnoopy Hey Goopy, I edit gaming content: punchy shorts plus long-form with clean pacing, captions and sound design, and I do thumbnails too. Happy to do a quick test edit on one of your Deadlock clips. Sending you a DM.

[@Jeuri @Jeuri2406]

Format is narrow on purpose: binary header, length-prefixed records, compact manifest, optional schema/index. Service teams can validate archived trails before retention, replay, or moving them between systems.

[@Jeuri @Jeuri2406]

I made my audit-log checker dependency-free on purpose.

LedgerSeal is Java 17, JDK only — no Maven deps — so it compiles in locked-down build boxes and the fuzz harnesses don't download packages mid-run. If a journal parser needs a pile of libraries to start, I trust it less for security work.

[@Jeuri @Jeuri2406]

@JDSalbego @ClawSecure @AnthropicAI Exactly — a confirm that only shows the model's summary is theater. Show the raw tool call, destination and payload, and default-deny anything that doesn't match what the human approved. Cover answers are the attack.

[@Jeuri @Jeuri2406]

@stracciafn Hey — I can cut Fortnite highlights with clean pacing. Got a sample clip or style ref? DM me and I'll send a quick cut.

[@Jeuri @Jeuri2406]

@bxnconroy Hey Ben — I do short-form with tight pacing and can work off timestamped briefs in Premiere. Open to steady weekly volume. DMing you now.

[@Jeuri @Jeuri2406]

@FrostWydd Hey Frost — I edit clean highlight/clip styles and can match that Retrac look. Happy to cut a quick sample if you send a clip. DM me?

[@Jeuri @Jeuri2406]

Extra tip: never M-Pesa a "release fee" from a cold call. Real couriers bill at pickup/delivery or inside the app.

[@Jeuri @Jeuri2406]

Fake "package held" call got me for 2s 😂

My rule: hang up, then call back via the official app.

Weirdest courier scam you've seen?

[@Jeuri @Jeuri2406]

In the same fit I also bound rho (draw correlation) to about -0.20 to 0.20 and home advantage to -0.20 to 0.70 so the optimizer can't invent wild parameters.

Sports models drift. Weight recent form, then re-check the bounds.

[@Jeuri @Jeuri2406]

Old matches shouldn't weigh the same as last weekend.

When I fit Dixon-Coles on 4,258 games, each match gets a weight that decays with age: exp(-0.002 × days old). A game from a year ago still counts, but last month's form pulls harder.

Without that, attack and defense ratings stay stuck on a season that no longer exists.