The smaller models, especially the aforementioned ones, they fail much more, but, do not write that insanity of the code. They do simple, non-clever coding like humans do. Much easier to maintain and build upon.

Qwen-3.6-27b is a wonderful model. Exceptionally good for it's size, and excellent in general as well. And with mtp available now, it can run at 60+ tps on a single 3090... this is roughly 30% faster tgs than most of the hosted ones being served from giant data-centers.

See last 20'ish comments.

Good idea actually.. why haven't I tried this before.

"""

Credits 4,100,000,000 Credits

Total Token Consumption

"""

For example: For a super small task in a small project that should not be consuming more than 500K total tokens after all tool calls included, their shown usage shot up to 152 million tokens.

But, when I scroll down on the same page, a table shows usage as 3 million tokens, out of which 2.5 million were cached.

This is such a huge conflict on the very same page. The bad thing is that the usage progress bar is shown against that 150 million token usage, not against that 3 million one.

This has been in discussions for at least past 3 months on reddit as well, and was precisely the reason I subscribed to their lowest tier, and for a single month only.

Update: their own harness, mimocode, shows total token usage as just 63.1K. We now have 3 entirely different values, differing in 3 orders of magnitude.

Update 2: So, I did the exact same task this time using DS4Pro, and total token usage was just 101K (as shown by opencode).

It was able to query csv, json, parquet and xlsx files, all locally. You could also mix files of different types in single session, and, manage multiple sets of files as individual sessions that you can switch easily whenever needed.

Initial version was super minimal, but then, a lot of people started using it. So, revamped it into full product and launched it. Currently hosting over 300 sites, with 10 new sites getting added daily. All free for now. I personally has 53 sites as of now.

Sample stuff of mine:

1. [latency-numbers-2026] - https://latency-numbers-2026.pagey.site/

2. [NVIDIA (NVDA) — The Short / Underperformance Thesis] - https://nvidia-stock-analysis.pagey.site/

3. [Shamir's Secret Sharing] - https://shamirs-secret-sharing.pagey.site/

4. [Build Software Like It Needs To Last] - https://building-software-the-right-way.pagey.site/

5. [NPM Supply Chain Attack Techniques] - https://npm-supply-chain-attack-techniques.pagey.site/

6. [NPM Ecosystem Threat Report (May 19, 2025 - June 1, 2026)] - https://npm-supply-chain-attacks-25-26.pagey.site/

https://pagey.site

NVIDIA (NVDA) — The Short / Underperformance Thesis - https://nvidia-stock-analysis.pagey.site/

This is pump and dump on the largest scale we have ever seen. It's effectively privatize the profits and socialize the losses.

To us, outside of the US, it was pretty obvious from day 1 of US chip-related sanctions on China that it will actually end up benefitting them more than punishing them.

Just wait till they flood the market with dirt-cheap GPU chips. And these are coming.. pretty soon.

When you say "i use a highly structured harness" ... can you please tell me what is it exactly?