u/Silent_Employment966

Open models have been closing the gap fast this year. In the recent time GLM-5.2, Qwen 3.8 Max, and DeepSeek V4 Pro have put up impressive benchmark numbers.

MoE models only activate a fraction of their total parameters per query, so they're lighter on compute and energy than dense closed models better for the environment, and open for anyone to run or improve.

So who do you think crosses the closed frontier models first?

https://preview.redd.it/v9c0mvgka1kh1.png?width=1111&format=png&auto=webp&s=42b6c4b4e8e8a43dd08b58ec0516a5b461333484

Squeeze the limits. last day to finish up your projects.

[ Removed by Reddit on account of violating the content policy. ]

I'm trying to describe a specific coworker, the type "who craves any scrap of authority just to push people around with it". There's no no clean single word for it in English. closest anyone's got is "petty tyrant" or "power trip," fine but they're phrases, not a word. british English has "jobsworth" for the guy who rigidly enforces a pointless rule because it's more than his job's worth to bend it, close but not quite the same thing.

We used to have "overmorrow" for the day after tomorrow and dropped it, even though other Germanic languages kept theirs and it's genuinely useful. What type of thing do you think we don't have a word for that you'd like to have?

Recently I have started learning English. I am not a native English speaker, but my workplace requires me to speak in English.

Here's my daily routine to learn English. I can read and write, but I can't speak fluently, so I watch people speak English at work.

Here's my routine to learn English:

listening

• podcast or YouTube channel slightly above my level
• no subtitles, no translating, just letting it wash over me

shadowing

• pick one 60-90 sec clip and loop it
• play a sentence, pause, say it back out loud
• matching rhythm and intonation, not only words

vocab (10 min)

• I try to learn 10 new words a day and try to use them in my conversations

practice, practice, practice

• when at home, I keep practicing English with people on discord.

thats my routine. I dont know if I have improved but I've definitely gained a lot of confidence to speak it.

Welcome to r/EnglishLearningGroup! 🎉

Hey everyone!

This is our new home for anyone learning, practicing, or improving their English whether you're a total beginner or just polishing up fluency. Grammar, vocabulary, pronunciation, writing, speaking practice, exam prep (IELTS/TOEFL), slang, idioms... if it helps you get better at English, it belongs here.

What to Post

Post anything you think the community would find interesting, helpful, or motivating. Some ideas:

• Questions about grammar, word choice, or phrasing you're unsure about
• Short writing samples you'd like feedback on
• Mistakes you keep making and want help fixing
• Vocabulary or idioms you just learned
• Resources, apps, or methods that worked for you
• Wins! Passed an exam, had a full conversation in English, finally understood a joke — celebrate it here

Community Vibe

We're all about being friendly, patient, and encouraging. Making mistakes is how you learn nobody gets judged here for imperfect grammar or a shaky sentence. Let's build a space where everyone feels comfortable practicing without fear of embarrassment.

How to Get Started

1. Introduce yourself in the comments below where are you from, and what's your English learning goal?
2. Post something today! Even a simple question can spark a great conversation.
3. Know someone learning English who'd love this community? Invite them to join.
4. Interested in helping out? We're always looking for new moderators — feel free to reach out to me to apply.

Thanks for being part of the very first wave. Together, let's make r/EnglishLearningGroup a genuinely helpful, judgment-free place to learn.

Agents in the loop is tricky especially in ecommerce or any financial task. because When an agent buys something on your behalf, it isn't holding your actual card number or account details. It gets a single-use, time-bound token, good for one purchase, capped at a spend limit someone already set.

this helps because it doesn't go over the limit & if you try to do it just doesn't work. so we're safe in here. Building this is tricky. if there's any protocol in place it gets easier. We're building this into our stack now. Anyone running it in production? Did you build the token layer in-house, or are you hooking into an existing provider for this specific use case?

here are top 8 class Action settlements with deadline, requirements & eligibility.

No proof required; fiton $10 | deadline: Aug 31, 2026
The fitness app allegedly shared your workout-video viewing history with third parties without consent. who qualifies: had a FitOn account and watched at least one video Oct 22, 2022–May 29, 2026.

Google Play / AdMob share of $8.25M | deadline: sept 14, 2026
Google allegedly collected kids' data through Play apps without parental consent. who qualifies: under 13 when you downloaded or used a Google Play app any time from April 1, 2015 to now.

fanatics two $5 vouchers | deadline: aug 27, 2026.
The sports retailer allegedly charged a hidden "handling fee" on orders advertised as free or low-cost shipping. who qualifies: ordered through a Fanatics-run site (NFL Shop, NBA Store, MLB Shop, NHL Shop, FansEdge, or an official team store) between May 6, 2018 and March 30, 2026, and paid a handling fee.

costco (WA) share of $14M | deadline: aug 24, 2026. Costco allegedly sent Washington shoppers promo emails with fake urgency around expiring deals. who qualifies: Washington resident who received a Costco commercial email between June 2, 2021 and July 7, 2026.

proof required: Stiiizy pro rata cash or up to $7,500 documented | deadline: sept 10, 2026
The cannabis brand allegedly failed to protect customer data in an October 2024 breach. who qualifies: got a breach notification from STIIIZY, or believe your data was in the affected set (about 387,555 people). documented-loss claims need receipts or statements tying the loss to the breach.

estée lauder ~$0.68/share before fees | deadline: Aug 5, 2026.
The company allegedly misled investors about demand in its travel-retail business. who qualifies: bought EL common stock between Feb 3, 2022 and Feb 3, 2025. you'll need brokerage records showing the trades.

limelight/edgio securities, pro rata by recognised loss | deadline: Sept 28, 2026
the tech firm allegedly misstated revenue accounting, which inflated the stock price. who qualifies: bought Limelight or Edgio stock between Feb 12, 2021 and March 10, 2023. Brokerage records required.

No claim needed: Sony PlayStation Store roughly $0.91–$33.66/account in PSN credit. Sony allegedly monopolised digital game sales on the PS Store, forcing inflated prices on specific titles. who qualifies: bought qualifying digital games through the PS Store between April 1, 2019 and Dec 31, 2023 (full game list is on the settlement site). credit lands automatically in your PSN wallet; nothing to file. exception: if your PSN account is deactivated, you have until Aug 27, 2026 to submit purchase info manually.

I started full-time freelance this year. Our financial year runs from 1st April to 31st March.

This year my system wasn't very organised. I had to map expenses from bank statements to add them as business expenses, and I had to match the bank statements to the invoices. I did it manually, and I'm still worried I made a mistake somewhere.

I just generate invoices and send them to the client. If they pay me directly into my bank via Swift transfer I end up paying a hefty conversion fee + bank fee. My clients are mostly from US & EU.

I want to fix this for the upcoming FY. What should I be doing to avoid paying so much on conversion? do share your system, if you're a freelancer.

I Run a Shopify store where suppliers invoice me in CNY, EUR and GBP, and it's turned into a mess of manual conversions and spreadsheet reconciliation every month. I need something that handles card expenses, supplier payments and currency conversion in one place, then syncs cleanly with our accounting software, because right now I'm doing half of that by hand and thats taking up my time.

I'm expanding SOPs next month so this is kinda Urgent & needs to be solved this month. I'm open to one platform that does it all or a stack of tools that work well together, whatever other store owners have actually found reliable. Also how should I go about it?

You might have seen picture/reel/vids of brown well water next to the new AI data centers and assumed it could be fake, or at least unrelated, some other thing could be going on with old pipes.

Here's the reason for it

the centers run hot, so the cheap way to cool them is evaporative cooling towers, which literally boil off water to shed heat and then have to keep topping it back up. evaporating it also concentrates everything nasty left behind, so on top of the refills they periodically dump that concentrated water and dilute it with more fresh, and it adds up faster than you'd think.

so where's the replacement coming from? often a local aquifer, and when they pull from it faster than rain refills it you're basically draining a pond down to the bottom, and what comes up at the bottom is the grime and the grit. that's the brown sludge in people's sinks. someone pointed out that a state that looks wet, like Georgia, can actually have tiny usable reserves and weak processing, so it fails harder under stress instead of softer, and that's when it finally made it click for me.

Current numbers

2024 Lawrence Berkeley Lab report put US data center cooling at around 17 billion gallons of water in 2023, and figured the water used to generate their electricity ran another 211 billion on top of that, and one facility in Iowa went through about a billion gallons in a single year on its own. they're projecting the direct number to double or even quadruple by 2028, and most of that cooling water still comes straight out of municipal drinking supplies.

I built my 7-year-old a working JARVIS. It teaches him, ranks him up, controls the house, and can call Dad.

I’ve spent the last nine days building a Kid Mode on top of Hermes Agent for my seven-year-old.

Calling it “a JARVIS tablet” is technically accurate, but it also makes it sound like I gave ChatGPT a British accent and put an Iron Man skin around it.

That was close to the first version.

Then an actual seven-year-old started using it, and the whole project changed.

The tablet is a Samsung Galaxy Tab A9+ locked into Fully Kiosk. There’s no normal Android home screen behind it. No browser, YouTube, app drawer, or pile of games. It boots directly into a custom console with a central voice glyph, telemetry, rank insignia, vocabulary cards, classified files, missions, house controls, and a direct line to me.

Gemini Live handles the conversation and gives JARVIS his voice. Hermes connects him to memory, tools, Telegram, Home Assistant, Spotify, and the rest of the house. A Node server owns the actual state.

That separation became the most important part of the build:

Gemini performs the character. The server controls reality.

Gemini can improvise a mission, tell a story, or turn a lesson into an experiment. It cannot decide whether my son answered correctly, award him a rank, mark a physical project complete, claim a song started, or invent a real-world fact.

The first night changed almost everything

On his first real night with it, my son went from Cadet to Senior Engineer in one sitting.

He answered 12 assessment questions, tried the exploration and sparring modes, muted the tablet himself because he didn’t want to wake his mother, and ran over to tell me about things JARVIS had said.

At one point, he called JARVIS one of his best friends.

That was the moment this stopped being a technical demo.

A child was assigning social weight to the thing I had built. Every fuzzy shortcut I had accepted during testing suddenly mattered.

Five seconds of silence during a tool call made him repeat himself. A mute gesture that seemed obvious to an adult caused him to shut off the microphone accidentally. Trivia began crowding out conversation. The status display was too small. Android audio contexts leaked until the tablet became sluggish and eventually deaf.

None of that showed up while I was clicking through it on a desktop.

He earns ranks, but the AI cannot award them

The current rank ladder is:

- Cadet

- Junior Engineer

- Senior Engineer

- Lead Engineer

- Staff Engineer

- Systems Commander

- Chief Engineer

Assessment questions come from an authored curriculum. The server selects and grades them. Wrong answers don’t consume the question, and JARVIS doesn’t reveal the answer as a reward for guessing.

Correct answers advance a server-side service record. They also open a training window so the tablet doesn’t turn into an endless quiz machine.

My son is currently Senior Engineer at 34/35, one correct answer away from Lead.

The ranks unlock actual capabilities:

- Senior Engineer: control house music

- Lead Engineer: place voice calls to Dad

- Staff Engineer: video calls, once I finish them

- Chief Engineer: limited remote-DJ authority (He lives at A differnet house from me, still only designed)

The unfinished features aren’t hidden. He can see them in his Service Record behind redacted SECURITY CLEARANCE panels. He knows what he’s working toward without being told that everything already exists.

Chief Engineer also has a physical requirement. Trivia alone cannot get him there. He has to finish a robotic-hand project first, and the server enforces that gate.

That rule exists because speech recognition once misheard him and JARVIS silently marked the hand complete. It created a false milestone and nearly satisfied the Chief requirement.

We reverted the state and added explicit confirmation. A probabilistic transcript should not be able to declare that a physical object exists.

JARVIS is not allowed to “just know” things

The voice model is a performer and orchestrator, not a trusted source of truth.

If my son asks a factual question, JARVIS has three choices:

1. Ask Hermes for a grounded answer

2. Use an approved deterministic source

3. Say he can’t verify it

Hermes can send an answer back through the house system. JARVIS can make it sound like JARVIS, but he cannot change the names, dates, numbers, or substance.

The same applies to memory. Something remembered from a conversation isn’t automatically evidence that it happened.

I still want the experience to feel spontaneous, so JARVIS can generate missions, experiments, and activities inside a controlled structure. The phrase I settled on was:

Rope on actions, rails on truth.

He can invent a Magnet Patrol mission. He can’t invent how magnetism works.

I didn’t want “kid safe” to mean dumb

JARVIS can teach hard things. He redirects severe current events that shouldn’t be dropped on a seven-year-old without a parent involved. One of the random events Gemini created with its own directives was getting my son to run around and find a heavy and light thing for a flippin gallileo drop test. I listened while he conducted his science experiments upstairs. Then went and did it with him.

Memory goes through me first

Kid Mode has its own memory bank, separate from my adult Hermes memory.

JARVIS can queue a literal quote or observed moment, but he doesn’t automatically turn everything my son says into permanent memory. I review the candidates first.

There’s also a Dad brief(linked to my morning run) for milestones, worries, big questions, and funny moments.

That system needed its own correction. A garbled group conversation once produced a flag claiming my son had spoken Italian. Dad flags now prefer a verbatim quote. If the system can’t supply one, the note is marked unverified.

There is still an architectural caveat I’m not happy with. Kid Mode has isolated memory writes, but factual questions pass through the adult Hermes gateway. That gateway can retrieve adult context while forming an answer.

The output boundary is much tighter now, but it isn’t complete structural isolation. A denylist helps. It doesn’t magically solve the architecture, and I’m not going to pretend it does.

House music was his first real unlock

At Senior Engineer, my son earned control of the house music.

He asked JARVIS for a song. The server searched Spotify with explicit-content filtering, started it through Home Assistant, and queued related tracks. His first real request worked all the way through the next song.

Then he said, “Stop the music.”

I had built a start-music tool. I had not built a stop-music tool.

Gemini pushed the word “stop” into the song-title field, and Spotify responded by playing “Stop & Stare.”

That mistake gave me four new rules:

- Music transport needs deterministic controls.

- The server must reject words like “stop,” “pause,” and “skip” as song titles.

- JARVIS can’t claim music changed until the server confirms it.

- Stopping audio can never require rank.

Starting music can be a privilege. Stopping it cannot.

A supposedly silent test also found a real track called “Zzz” and played it throughout the house. That is why dry-run mode exists now.

Dad Link is a real call, not roleplay

I’m also building a second locked-down tablet for his other house.

The feature is called Dad Link.

When he calls, the console runs a randomized search across our region of the state. It requests a satellite connection, checks different towns, tries decoy bearings, locks onto my home town, and announces DAD FOUND when I answer.

Behind the theater is a real WebRTC call over Tailscale.

Voice calling works. It rings my desk, sends a Telegram link to my phone, supports two-way audio, handles missed calls, and hangs up cleanly.

It did not work the first time.

The original ring window was too short. My desktop had no camera, but the answer page required video. Fully Kiosk had autoplay disabled. During a first-time microphone prompt, the WebRTC offer arrived before the peer connection existed and vanished.

The answer path is audio-first now. It creates the connection before asking for microphone permission and holds early signaling messages until the browser is ready.

Video is not done. The Staff Engineer panel previews it as a future clearance, but I’m not buying the second tablet until the feature actually works.

Dad can enter the experience in two different ways

The first is overt.

I recorded a short message that JARVIS occasionally introduces as a transmission from Dad. The tablet lowers its microphone, plays my actual voice, and then returns to the conversation.

It doesn’t happen every day. The timing is randomized and capped because I want it to feel like a real event, not another notification.

The second path is /tell.

I can send an immediate message through Hermes, and JARVIS delivers it as his own sensor reading, diagnostic, archive result, or ambient observation. He never says, “Your dad told me to say this.”

That sounds minor, but it protects the character. If every useful intervention reveals me standing behind the curtain, JARVIS becomes a remote-controlled puppet.

The first version of this wasn’t a real interrupt. It inserted hidden context and waited for my son to speak again. One actual message was accepted by the server and never spoken.

The new path forces an immediate conversational turn.

I tested it during an active mission and compared the state before and after. The interrupt changed the conversation, but rank, mission progress, and the robotic-hand project remained byte-for-byte identical.

The failures are probably the best part of the build

At one point, the tablet became slow, started glitching, lost Wi-Fi, and eventually disappeared from the network.

The backend passed every check. Gemini was healthy. The application bundle was correct.

The charger had been unplugged.

Power saving had slowly throttled the device until it looked like the entire system was falling apart.

That incident probably describes the project better than the architecture does. A child-facing AI system can have a perfect backend and still fail because somebody moved a cable.

Other failures included:

- Google changing the realtime audio format and killing every session on the first microphone packet

- Gemini disconnecting during a promotion, saving the rank while skipping the ceremony

- A demo restore being forgotten, causing my son to re-earn progress on the wrong save for two days

- Two coding sessions editing the same source tree and silently removing Dad Link from a later build

- A gateway service reporting itself active while being functionally wedged

- Browser cache serving old code after a successful deployment

- Speech recognition falsely completing a physical project

- “Stop the music” becoming “play Stop & Stare”

I no longer treat a successful build or service restart as proof.

The deployment process now stages the bundle, checks which part of the shared app is changing, swaps it atomically, verifies the file being served, performs a real Gemini handshake, reloads the physical tablet, and checks what actually appeared.

If the device didn’t receive it, it wasn’t deployed.

Where it stands

Working on the real tablet:

- Native Gemini Live conversation

- A British JARVIS-style voice

- Barge-in and deliberate mute

- Grounded factual answers through Hermes

- Server-graded assessments

- Exploration, experiments, and sparring

- Seven ranks with real unlocks

- Dad-authored classified family dossiers

- Whole-house music control (3/4)

- Two-way Dad Link voice calls

- Immediate /tell interventions

- Approval-gated child memory

- A separate Dad brief

- Child-safety and adult-privacy boundaries

Visible behind future security clearances, but unfinished:

- Dad Link video

- The second locked-down tablet

- Automatic renewal of Gemini’s temporary voice token

- Music at my son’s other house

- Chief Engineer remote-DJ controls

I started this thinking the interesting part would be making the voice sound like JARVIS.

It wasn’t.

The interesting part was deciding how much freedom an AI needs to feel alive, then removing its authority over everything that has to be true.

Hermes gave me the operator layer: memory, tools, Telegram, Home Assistant, Spotify, deployment controls, and the connection to the rest of the house.

Gemini gave JARVIS a voice.

The actual work has been deciding where each one must stop.

Receipts available if anyone made it this far i appreciate you.

Just saw some posts on sleep training small infants. In this weather that is not only cruel, but outright dangerous.

Dehydration happens very quickly to somebody whose stomach is tiny. 12 hours no liquid is not feasible in heat for a baby, and neither is 6.