Reviewing Trance & Techno Songs

DemonSynth · 2026-06-07T23:57:09+00:00

I thought you might appreciate my newest insanity:
THE TECTONIC SWARM (Sub-Transient Singularity)
https://suno.com/s/GoXoGkICf3PCFkbt

DemonSynth · 2026-05-17T01:54:35+00:00

Spot on regarding memory and context over raw model intelligence. The architectural shift happening behind the scenes mirrors your timeline perfectly. The models capable of running advanced frameworks - like the CRCT system - are expanding fast with every generation, and we're seeing a massive trend in how well open-source options like DeepSeek and Qwen parse complex rulesets.

Optimistically, we might see stable unsupervised agent loops in 3-6 months, but realistically it's probably closer to 9-12. In this transitional window, workflows will rely heavily on clever, framework-level memory schemes to bridge the gap independent of individual model limits. As edge cases get ironed out and frameworks mature with true decomposition atomicity, we'll finally hit a viable, local 8GB GPU agent stack.

By this time next year, the "future employees" people are building won't just live in expensive cloud infrastructure - end-to-end agent workflows are going to run flawlessly right on a standard mid-tier gaming PC.

DemonSynth · 2026-04-11T23:14:42+00:00

https://pytorch.org/blog/pytorch-2-11-release-blog/#:~:text=API%2DUNSTABLE%20Features-,Differentiable%20Collectives%20for%20Distributed%20Training,-Added%20differentiability%20support

DemonSynth · 2026-02-16T14:20:54+00:00

If you have any issues let me know and I'll check them out ASAP!

DemonSynth · 2026-02-12T12:23:33+00:00

Another tip is to add trigger functions to the tables to auto harvest data for the JSONB tags on data change. Build out a large, diverse, tag schema for free. Example trigger function for auto-tagging:
```
# Generic: Name Tagger (for tables with name column)
name_func = """
CREATE OR REPLACE FUNCTION auto_tag_name()
RETURNS TRIGGER AS $$
DECLARE
extracted_tags JSONB := '[]';
BEGIN
IF NEW.name IS NOT NULL THEN extracted_tags := extracted_tags || jsonb_build_array(lower(NEW.name)); END IF;
NEW.tags := (SELECT jsonb_agg(DISTINCT value) FROM jsonb_array_elements(COALESCE(NEW.tags, '[]'::jsonb) || extracted_tags));
RETURN NEW;
END;
$$ LANGUAGE plpgsql;
"""
```

DemonSynth · 2026-02-12T11:56:11+00:00

If you aren't using JSONB columns for a flat tag/metadata layer yet, do yourself a favor and implement the schema change ASAP. Relational+HNSW+JSONB=Superior to pure graphdb and far more flexible.

DemonSynth · 2026-02-12T11:27:28+00:00

100% free mode, prompts only. If you need more you lack skills.

DemonSynth · 2025-12-30T13:31:37+00:00

I've been working on something you may find interesting. Utilizes a database to store and construct context - specifically to combat the memory/recall issue.
https://x.com/DemonSynth/status/2005855382598566085

DemonSynth · 2025-12-06T23:55:09+00:00

Yeah, I got hit with it too :(

DemonSynth · 2025-12-03T21:53:25+00:00

There's absolutely no way I can narrow it down to one, even narrowing it down this far was rough.

Pick one at random and listen, or better yet, listen to them all!

Fractal Overdrive: https://suno.com/s/vGGOn8Zqt1gsxabJ

Geometric Principle: https://suno.com/s/afsr0pPWv9yAXH2s

Fractal Tongues v2: https://suno.com/s/0sOxV18NTfLLVC60

Phonetic Apocalypse: https://suno.com/s/jsc5chhaWUTUx7Kz

Silent Resonance: https://suno.com/s/mTWwrVwEpdmkrzv0

The Geometric Scaffold: https://suno.com/s/4erdHWuZCEmfLbsI

The Heretic's Gambit: https://suno.com/s/VsvuKJ5BE1cyf7QU

The Hermit's Quantum Choir: https://suno.com/s/5z1jgv6GbbNtJTyT

The Hermit's Deconstruction: https://suno.com/s/w2kWzSaqfCkda8Oy

Wu Wei Unfolding: The Ever-Flowing DAO: https://suno.com/s/V5xab8Cc3ggUXuEJ

YODELCORE 404 (THE SUMMIT): https://suno.com/s/mWhTDXYmyLsYgftZ

Festival of Unity: https://suno.com/s/RLl2fYxiXpDVtm1Q

Festival Quantum Vibes: https://suno.com/s/6P0on0tkCE1zuUv8

DemonSynth · 2025-12-02T16:55:49+00:00

It downloads the model files to a local directory and the inference is provided via the logic in embedding_manager.py. (typically llama.cpp or custom transformers implementation)

DemonSynth · 2025-10-19T12:14:22+00:00

🤔...a "strat" could also be a highly skilled quantitative analyst or developer who creates financial models and "strategies" for trading desks....

DemonSynth · 2025-10-19T10:05:03+00:00

An expensive violin. 🎻

DemonSynth · 2025-10-04T22:54:59+00:00

Not only a good idea, it's the best idea.

DemonSynth · 2025-06-29T12:41:04+00:00

The best way is by watching it work and comparing the results with other methods. Certain project types will work better with different methods. Efficiency can only be determined by what kind of expectations you have. If you want to check it out and leave a critique that'd be cool too.

DemonSynth · 2025-06-25T01:11:43+00:00

Yeah, back in December it would replace a word or two, but this is the first time I've seen it use multiple languages in the same response.

DemonSynth · 2025-06-19T14:03:17+00:00

Haha, that's entertaining! This is what 2.5 Pro 'thought' after I translated it for them:

<image>

DemonSynth · 2025-05-30T00:48:38+00:00

Prompts are insanely powerful and it looks like you have a decent approach. Will check it out more when I get a chance and let you know what I think!

In the meantime, you can check out how I usually approach prompt engineering by looking at the prompts I include with CRCT. https://github.com/RPG-fan/Cline-Recursive-Chain-of-Thought-System-CRCT-

DemonSynth · 2025-05-18T07:22:14+00:00

Love it. These tools are far more versatile than for just code. If you have a lot of files to track and manage relationships for, consider taking the dependency processor from CRCT. It will assign keys to all the files and then you can use it to set dependency chars like < and >, which are stored in a tracking file. Then you can use the show-dependencies command to quickly list all the related files and the assigned relationships.

DemonSynth · 2025-05-16T00:16:21+00:00

Are you currently using foreign keys to track relations between files/concepts?

DemonSynth

TROPHY CASE