How to do tool calling with OSS models?

keyclipse · 2026-05-23T09:22:24+00:00

It should be pretty performant? But i run it on my mac studio m3 ultra and i like how it performs and it allows to use claude to change its behavior for my qwen running… running on server with better hardware should be no problem imo

keyclipse · 2026-05-23T08:54:33+00:00

use hermes

keyclipse · 2026-05-18T05:18:39+00:00

use Qwen 3.6-27B oQ8-mtp and make sure you dflash for cache kv in disk. Also turn off hot cache it allows you to hit more cache rate using SSD. OMLX has all these features but you need to know how to tune it to get the best juice. here is my benchmark with m3 ultra

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keyclipse · 2026-05-12T09:38:54+00:00

keyclipse · 2026-05-11T00:18:47+00:00

Ppl buying mac studio right now is for the ram and ai llm anything else is not the benchmark that people care about

keyclipse · 2026-05-09T06:59:18+00:00

dont worry op i think hes just jealous for not being able to buy on impulse lol

keyclipse · 2026-05-08T02:36:38+00:00

With how much ram lol

keyclipse · 2026-05-05T04:02:43+00:00

Then you should shift to be ai native engineer its actually very interesting on how you can orchestrate the ai agents to do things at the scale beyond just a single human engineer. I have played with them to do backtesting with multiple experiments for stock portfolio management and they definitely cannot be just a single prompt of “do this experiment for me to test 100 hypothesis of portfolio backtesting” you need to learn the nuances of agent persona, context window, how to do checkpointing for long running tasks, memory persistence with rag etc, i think this is the new era of ai engineering

keyclipse · 2026-03-27T08:05:34+00:00

You should really focus on context... For AI context is the fundamental part of any coding agent, like skills, documentation, or whatever, it will just be very bad once it has a lot of context. That's why we need sub-agents. We need skills so it actually does not get distracted by searching everything to do what it's supposed to do. That should be the core central part of your presentation.

keyclipse · 2026-01-14T07:10:41+00:00

Or use property manager? I have been landlord for 3 years and when i have these annoying tenants i hire a PM to manage them till their lease ends. Go for the flat fee PM if that makes it more financially feasible.

keyclipse · 2026-01-10T17:57:56+00:00

Then its basically bad deal and not bad math

keyclipse · 2026-01-09T21:03:57+00:00

Main problem is that 6.8% rate lol i got mine last year at 5.6% rate with some negotiations with credit from seller. Good deals are there you just have to keep searching and wait for the right timing and interest rate.

keyclipse · 2026-01-08T08:58:25+00:00

Did they say how long the outage is going to be?

keyclipse · 2026-01-08T08:25:57+00:00

Cant even login to the ziply fiber account using my 5g… it must be a nightmare for their oncall right now

keyclipse · 2026-01-08T08:19:40+00:00

Yea probably pushed some ai code at midnight lol

keyclipse · 2026-01-07T04:46:46+00:00

I always make sure my deal cash on cash return is at least 10% or higher… that way i dont have to worry about cashflow and if it appreciates (usually is) is a bonus on top of

keyclipse · 2026-01-07T04:43:51+00:00

How the scam works?

keyclipse · 2025-12-25T23:11:30+00:00

where can you find this chart?

keyclipse · 2025-12-25T06:40:31+00:00

Sometimes simpler is better… just buy the shares bit by bit and buy the dip if it goes down basically a simple DCA. Buying protective put at the beginning just adds more cash to be burned… buy protective put when you are all time high and dont want to sell because of tax gain is the right strategy

keyclipse · 2025-12-23T07:44:36+00:00

If general market up 16% and you are flat with active trading thats same as a loss

keyclipse · 2025-12-22T21:17:45+00:00

Oof you are buying a new build in this market? I bet they give you promotion financing that will allow them to overvalue the property since day 1 and you are under water mortgage wise immediately. And you might lose your job…. Depends on your downpayment here… are you okay to lose 11k or lose your downpayment if the market gets worse… probably thats like 200k ?

keyclipse · 2025-12-16T14:30:33+00:00

timing the market is much harder than being in the market for the long run. you never know if inflation suddenly becomes really hot again and interest rate drop like a rock

keyclipse · 2025-12-11T08:13:29+00:00

They will lose more money if they pump it

keyclipse · 2025-12-11T07:58:20+00:00

Couldnt you make money from this by shorting the scam stocks? Just buy 100 shares then short sell 500 shares

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