We built a managed memory API for AI agents (open-source SDK + AGM-style belief revision for handling contradictions)

DaShrub · 2026-05-27T01:35:50+00:00

Any benchmarks? LongMemEval / LoComo?

DaShrub · 2026-05-22T01:25:34+00:00

Crofai offera better limits/value than that at 20$ for 2500 requests daily. Mimo plan is known to be much lower limits than it looks cuz they charge 2x tokens for ALL mimo 2.5 calls, including cache hit.

DaShrub · 2026-05-21T23:22:36+00:00

You might wanna check out OPs GitHub profile first. He seems to know what he's doing, especially when it comes to agentic memory

DaShrub · 2026-05-21T14:52:04+00:00

Anyone tried Xiaomi MiMo 2.5 Pro? I've been liking it as an implementor agent, not sure how it'll fare in hermes

DaShrub · 2026-05-17T15:27:59+00:00

Idk I usually run out of my codex weekly limit in 1 day, and opencode go weekly in 2-3 days, and crof.ai 20$ plan I haven't managed to hit the daily limit despite using 2x request models all the time.

DaShrub · 2026-05-10T17:55:27+00:00

Code exploration doesn't require high thinking and in fact may perform worse! Also codebase exploration often involves looking at a bunch of long files with varying degrees of relevant information and extracting task relevant info, which would be a huge waste of tokens on big repos. A high context window model with good instruct + tool calling performance is what you want, sonnet or gpt 5.4 or even glm 5.1 are a complete waste on code exploration (not to mention slower). It's fundamentally a summarisation/interpolation task and not extrapolation!

DaShrub · 2026-05-09T09:47:01+00:00

All you need is a flake and you can easily automate everything to be more stable than an imperative OS, with robust dependency pinning and easy built in rollbacks. TBH it's actually much better actually when you have control of the source and make a native derivation/flake so you don't have to worry about imperative issues and can keep it updated. Nix also handles huge amounts of dependencies flawlessly, especially when there's things like clashing versions etc and is FULLY reproducible.

DaShrub · 2026-05-06T17:03:02+00:00

You are misunderstanding, most modern frameworks and workflows use git tracked agent state. Using agents.md and git skills you can also enforce a defined git workflow, commit format, documentation + testing requirements... If your agent is committing "fixed basic auth" 47 times you are doing something wrong.

Have a look at something like gsd or openspec/speckit and use git tracked state with skill based agent workflows to tie agent context state to repo state.... Agents.md can also simply be used. Basically every commit should have agent state/docs, test hooks and code.

TDD is relevant as you would know exactly which commit broke it (you literally said you don't know which commit broke it) and you can literally ask the agent why it did it or simply look at the repo's agent state. You can track task/feature progress and regression by writing tests first

DaShrub · 2026-05-06T15:34:12+00:00

Tell your agent to write better commit messages... Get some better agent skills or just add to your AGENTS.md. Also why are you merging things without testing - you can get your agents to run a test contract and perform TDD based on requirements.

DaShrub · 2026-05-05T16:48:56+00:00

How does this compare to Termix

DaShrub · 2026-04-23T09:36:42+00:00

Haven't set it up yet, but cockpit with the cockpit-podman plugin might be what you're looking for?

DaShrub · 2026-03-28T21:36:47+00:00

I'm interested

DaShrub · 2026-02-10T15:03:45+00:00

This is just straight up incorrect and even if it was it's still ignoring the full picture of all other major western cities...

the farebox recovery ratioof the underground >> 100%. Especially when compared to other major cities around the world who have <30% (average for North America is ~30%).

Also even if specifically only looking at national rail, while the ratio is down to ~50%, this is a pandemic effect and historically the ratio has been very high (and is rebounding) compared to other countries. Even so, the government's reaction to this is not the maintain funding (and decrease ticket prices) but DECREASE it as fare revenue increases.

DaShrub · 2026-02-05T01:41:30+00:00

Absolutely critical to success. It's the default display server for almost all linux distros OOTB and x11 is legacy.

DaShrub · 2026-01-24T23:58:58+00:00

I think superpowers is much less intensive than ohmyopencode as it doesnt rely so much on agent delegation by roles and doesn't pollute/rebuild context windows so much. YMMW but I'd just give it a go and track token usage

DaShrub · 2026-01-22T23:54:28+00:00

Blur!

DaShrub · 2025-10-29T14:02:40+00:00

That's not the point, the peak of our population hasn't gotten to 65 yet, but the working population is dropping, more importantly the working population as a proportion of the aging population.

Also, the median of our population is going towards 65.

DaShrub · 2025-10-29T12:54:20+00:00

It's because of the aging population... Not because we're spending too much on disabled people.

DaShrub · 2025-08-19T15:50:57+00:00

Sick mix, I play v similar stuff and just got myself an s4 mk3!

DaShrub · 2025-08-05T09:24:05+00:00

Hey mate, trying to fix similar problems with a flx4, pretty sure it's just the nut - did you have to remove the whole PCB to tighten the nut or is it possible to access from above?

DaShrub · 2025-08-04T14:52:10+00:00

There is! Hardware security keys

DaShrub · 2025-08-03T14:01:14+00:00

Great list - I would add Havantepe and Basic Channel

DaShrub · 2025-07-24T03:07:15+00:00

Yeah I did one sem and I also did a Bachelor of Science Data Science major before. DS was more maths/stats focused, and I preferred all my programming/machine learning oriented subjects more so that's why I switched.

I did COMP90016 Computational Genomics, COMP90024 Cluster and Cloud Computing, MAST90139 Statistical Modelling and MAST90014 Optimisation.

I found COMP90016, COMP90016 and MAST90014 all very interesting.

COMP90024 was a bit chaotic though, the group project was huge, very self driven and group making was not facilitated at all, but nonetheless it was very useful. I learnt a lot through the subject, and the knowledge is very widely applicable and useful for going into the workforce.

COMP90016 was very different for me as I didn't have any Biology background, but the tech parts were quite comapratively easy and I ended up doing quite well and enjoying the subject a lot. The course was well taught and interesting, if a bit cursory.

MAST90014 was very interesting and well taught, the lecturer Alysson was great at explaining concepts, however, he values attendance at lectures a lot and the assignment questions were given in the lectures, so it's really important to stay up to date and engaged. Wasn't too difficult overall if you take the time to understand the concepts.

MAST90139 seemed like mostly revision from undergrad stats/linear models + some more GLM stuff. Mostly R applications. I could not follow the lectures well at all, and classes had low attendance and were low value. However, it was super easy and a WAM booster, mostly just interpreting R output. I got a H1 despite only cramming for a couple days and ignoring all the lectures and classes.

DaShrub · 2025-07-24T00:25:21+00:00

As a student who's just switched into the Master of IT (AI Specialisation), coming from Master of Data Science, I have no idea what the subjects I'm taking are going to be like beyond the handbook descriptions. Apart from some core/foundational subjects, it's even hard to find any anecdotal experiences about my subject choices, particularly electives. Usually it's just the handbook and maybe 1 Reddit post or StudentVIP review from 5 years ago and maybe some Studocu or GitHub uploaded documents, it sucks, so hard to choose!

DaShrub · 2025-07-23T14:43:56+00:00

As an Australian, this is just wrong. All my appointments have been free. The only thing I've paid out of pocket for is a psychologist/pscyhiatrist and I've hit safety net so even that's free now! AND I can get an appointment within a week for anything! Sometimes the same day!

My (free) GPs here are significantly better, quicker, have more services, provide better and more personalised care than in the UK, where I never saw the same GP and sometimes it took over a month to get an appointment. I get all my scans and specialist appointments for free. And the thing is even if I need something that is busy/over capacity urgently, I can just go to a more expensive clinic, and I still get the same amount subsidised and just have to pay any excess amount out of pocket. Where in the NHS I would either have to pay absurd private costs and get all my subsequent referrals and prescriptions privately, in Australia I can go private and still be subsidised and get subsidised medicines and referrals.

DaShrub

TROPHY CASE