What belongs in the tool schema instead of the reviewer prompt?

Where do you draw the line between something an agent should be told not to do and something its tools should make impossible?

One paper appendix gives a clean example. An author agent built an intraday feature around a full-day volume denominator. A reviewer agent focused on the causal-sounding intent and approved it, even though the implementation read future bars.

The later AQuA design moved that boundary into the action space. The agent composes a fixed set of causal operators, and the full-day normalizer is not available as a valid expression.

A reviewer is useful when the failure is visible and it has a genuinely different basis for judgment. A schema is stronger when the invalid candidate should never exist. Adding another model can make a pipeline look checked without changing that action space.

The restriction only closes this route inside the admitted language. It is not proof that the whole system is leakage-free.

For agent systems you have worked on, what property stopped living in the prompt and became a type, permission, or tool constraint instead?

reddit.com
▲ 7 r/mcp

Where should MCP permissions live: client, repo, or workspace?

The number of MCP servers is not the confusing part. The awkward bit is deciding who should own their configuration and permission boundaries once work moves between clients.

The client can own everything, which keeps each setup isolated. The repo can own it, which makes project context portable. Or the workspace can own it, which makes reuse easier but creates a much bigger surface to reason about.

holaOS makes that third option concrete in its official marketplace UI: the project documents one workspace where MCP servers, skills, and integrations can be reused. What the supplied README and UI do not establish is how finely those permissions can be scoped.

For people who switch MCP clients, where has this boundary worked best? What belongs with the repo, and what should never leave a client-specific config?

“Runs on one DGX Spark” needs the runtime path attached

The official configuration is more useful than the phrase “runs locally.”

Ling-3.0-flash has official INT4 and FP4 variants. The same release says both run end to end on one DGX Spark through a Spark-adapted SGLang path. That gives independent testers a concrete starting point.

The release also says quantized-model efficiency and accuracy are still evolving. That keeps the claim fairly narrow for now.

What would you check first: accuracy after quantization, sustained throughput, or whether the setup works through another runtime?7yA%ew

u/Affectionate-File-26 — 3 days ago

Three days from open weights to a usable local stack

Short version. Ant Group's InclusionAI put the weights out under plain MIT. Mainline local tooling didn't recognise the architecture and refused to load it. Three days later there was a community build ladder and a patched runtime that loads it. Three days is not a long time.

Neither of those came from the lab. Clip is one of the public runs on that stack.

Whether Ling 3.0 Flash is any good is a separate argument, and the launch benchmarks are still only the lab's own.

Time from release to usable is the number I'd start tracking. It's one release though.

u/Affectionate-File-26 — 6 days ago

How do people keep a small home from feeling stale without leaving the windows open?

I've been trying to figure out why my apartment still feels stuffy even though I run an air purifier most of the day.

The purifier definitely helps with dust, so I don't think it's useless. The weird part is that opening the window for ten minutes makes the room feel better almost immediately.

I can't really leave it open all day ecause of street noise and pollen, so lately I've been looking at other ways to bring some outside air in.

cozeware freshflow came up while I was searching for window setups. I haven't used it, and honestly I don't know much about this type of system yet.

for people who have tried window ventilation before, what ended up mattering most in actual use? airflow, noise, sealing, filters, or something else?

reddit.com
u/Affectionate-File-26 — 7 days ago

I moved the boring 80% of my agent loop onto a free model for a week. Here's what actually broke.

Setup was simple. Plan and review stayed on what I already pay for. Everything mechanical went to Ling-3.0-flash, which Ant's lab put out under MIT last week and which is free on OpenRouter right now.

What worked: file reads, greps, mechanical edits, running a command and reshaping the output for the next step. Fast, and it stopped burning plan-tier usage on things a linter could have caught.

What broke: long chains where earlier steps had already changed the repo. It would act on the state as it was three steps ago, confidently, and nothing complained until the build did. Shorter leashes fixed most of it. The typed side of the repo went noticeably better than the JS side, which tracks.

I'm not going to pretend it replaces the good model. It replaces the part of the job I was overpaying for.

Anyone else split it this way, and where does yours fall over?

There is always a cheaper stack, so I'll save everyone the trouble: what I'd actually want to hear is where yours breaks, not what it costs. Free endpoint is inclusionai/ling-3.0-flash:free on OpenRouter if you want to try the same split.

u/Affectionate-File-26 — 14 days ago
▲ 34 r/LLM

Ling-3.0-flash weights actually landed, MIT, bf16 + fp8, no gguf so its sglang/vllm forks for now

A while back there was a thread here on AntLing-3.0-flash where someone asked what machine you'd need for it, and the answer then was api only. That changed on Aug 4, inclusionAI put the open weights up under MIT, inclusionAI/Ling-3.0-flash for bf16 and inclusionAI/Ling-3.0-flash-fp8 for the quantized one.

Specs are the same as what got posted before, 124B total 5.1B active, 1/64 sparse moe, 512 routed experts + 1 shared with 8 activated. Attention is hybrid linear from the start of pretraining rather than bolted on after, 35 KDA layers to 7 gated MLA. Benchmark table is their own reported figures, not anything I ran, they list AIME 2026 93.2 and SWE-bench Pro 56.6 and claim parity with their own 1T Ring-2.6-1T at about 8% of the active params. They also published their own quant degradation numbers, GPQA-diamond 84.97 bf16 / 84.00 fp8 / 83.65 int4 / 82.42 fp4, though only the bf16 and the fp8 are actually up, int4 and fp4 are just rows in a table so far.

For the local folks the annoying part, no gguf and no llama.cpp at release, model type is bailing_hybrid with custom code, so its their sglang fork or their vllm fork. Their own examples are tp-size 4 for bf16 and tp-size 2 for fp8, which is nowhere near a 64Gb box. Anyone got the fp8 up yet, or are we all waiting on someone to do a Q4?

u/Affectionate-File-26 — 15 days ago

Paid a premium for a client lunch, just to be annoyed by a stupid QR menu.

Had a lunch meeting with a major prospective client today. I specifically picked a high end, upscale spot to treat him and build a professional relationship. We sat down expecting actual hospitality, but instead of handing us menus, the server simply pointed at a MenuForma QR sticker on the corner of the table, mumbled "Scan that for the menu," and walked away.

The client grabbed his phone and scanned it right away, and the menu loaded up instantly. I figured I'd pull out my phone and scan too, thinking since the interface loaded so quickly, I could just use the dish previews on my own screen to walk him through the options and make recommendations.

The first ten minutes completely threw off my rhythm anyway. Instead of me guiding the ordering process, the detailed photos and ingredient breakdowns on his screen let him casually tap through and order two or three items on his own. I didn't even get a chance to open my mouth or suggest a dish, bypassing the whole hosting dynamic.

The rest of the meal felt just as cold no servers introducing dishes or checking in on us. We were left awkwardly talking purely about work the whole time, making the atmosphere feel super formal and distant.

Then came the checkout. Because the payment interface allows direct payment on each phone, while I was still navigating the UI trying to figure out how to combine the bill on my phone, the client just looked at his screen and tapped to pay for his own portion in a flash. A business lunch I specifically set up to host and impress a client turned into a cold, transactional split check situation.

Offloading the entire dining process to guests' phones might cut corners for casual fast food, but it ruins the experience for actual hosting. Restaurants shouldn't compromise basic hospitality just to save staff effort; even with a digital system, handing over physical menus by default should be the absolute baseline, shouldn't it?

reddit.com
u/Affectionate-File-26 — 16 days ago

Best IPTV Service 2026 – After Months of Testing 20 IPTV Providers, Here's Why I Finally Chose Smartiflix

can anyone else give me an honest opinion on this?

reddit.com
u/Affectionate-File-26 — 28 days ago

Help me identify what exact model is this Enermax power supply I bought from China. Trying to match it from databases from SPL's psu tier list and Enermax website but can't find the exact match. So i would know if it is a good quality psu.

Front says GP650

Back says EGC650

it is full modular.

u/Affectionate-File-26 — 1 month ago

Building a worship pedal board around Valeton GP-5, there's a flexible pedal in the middle, still can't decide what to put there. Any recommendations?

Flanger, DS-1 and Joyo Chorus in the actual photos are just placeholders.

Here's the chain:

> Rowin Compressor (always on)

> FLEX

> Mooer Tender Octaver X2

> Caline Pure Sky

> Valeton GP-5:

Noise Gate

PRE-FX

Distortion

Amp Model

Cab Sim

Modulation

Delay

Reverb

> Ammoon Pockverb

u/Affectionate-File-26 — 3 months ago

this ocho toleran d&d looks so sick, is it good for someone's first 7-string or do y'all have other suggestions?

hyping myself that i'm ready to explore the 7-string world

u/Affectionate-File-26 — 3 months ago

Just sharing another tipid hacks para sa mga gitarista na gusto mag downsize ng pedal board para mas portable ang rig, you can get M-vave chocolate plus for 900 pesos

Shopee Choice Global has a bundle sale, just bundle 2 more cheap items with the M-vave and you'll instantly get 15% off, tapos stack mo pa Shopee voucher and coins mo

Then Valeton GP-5 for 2.7k, pwede maging 2.5k yan kung madami ka coins

Mas mura pa kaysa sa mga benta sa 2nd hand market. GG!

u/Affectionate-File-26 — 3 months ago

Top Nordic IPTV Provider 2026 for UK, Sweden, Norway, Denmark & Finland | 4K Sports & Smart TV Support

During the past year I tested several IPTV providers looking for stable UK and Nordic channels with strong sports coverage, high uptime and compatibility with all IPTV apps.

Recently I started using [IPTV Nordics] and it has been one of the more reliable IPTV services for users in the UK, Norway, Sweden, Denmark and Finland.

If you are searching for:

* IPTV UK 2026
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this service might be worth checking.

## Nordic & UK Channels Included

The IPTV package includes a large selection of live TV channels and VOD content:

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Channels are available in HD, Full HD and selected 4K quality depending on the stream.

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I tested the service on multiple devices without issues:

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Any device supporting IPTV players or M3U playlists should work fine.

## Recommended IPTV Apps

Apps that worked best for streaming stability and EPG support:

* TiviMate
* IPTV Smarters Pro
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These apps are also commonly recommended by Nordic IPTV users for better streaming performance.

## Sports Coverage

Main reason many users choose Nordic IPTV services is sports access:

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Sports streaming quality has been stable with minimal buffering on most major events.

## Easy IPTV Setup

Setup supports:

* Xtream Codes API
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Installation only takes a few minutes on most IPTV apps and Smart TVs.

## Final Review

For users searching:

* Best IPTV UK
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* IPTV Norway Reddit
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* Stable IPTV for Firestick
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* Scandinavian IPTV Provider
* IPTV with UK & Nordic Channels
* Premium IPTV Europe

This has been one of the better IPTV options I tested recently for Scandinavian and UK content.

reddit.com
u/Affectionate-File-26 — 3 months ago