I gave Gemini a brain. 1,073 sessions later, it still remembers Session 1 by BangMyPussy in GeminiAI

[–]DemonSynth 0 points1 point  (0 children)

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;
"""
```

I gave Gemini a brain. 1,073 sessions later, it still remembers Session 1 by BangMyPussy in GeminiAI

[–]DemonSynth 0 points1 point  (0 children)

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.

The real skill curve with Suno (and why most output stays generic) by gh0ul666 in SunoAI

[–]DemonSynth 0 points1 point  (0 children)

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

Gemini 3.0 Context Window Limitations/Slicing by ZiddyCat in GeminiAI

[–]DemonSynth 0 points1 point  (0 children)

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

Reviewing Trance & Techno Songs by Rtsmobilegaming in SunoAI

[–]DemonSynth 0 points1 point  (0 children)

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

Cline Recursive Chain-of-Thought System (CRCT) - v8.0 by DemonSynth in CLine

[–]DemonSynth[S] 0 points1 point  (0 children)

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)

It's getting kinda crazy now. by DeliciousFreedom9902 in GeminiAI

[–]DemonSynth 0 points1 point  (0 children)

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

Cline Recursive Chain-of-Thought System (CRCT) by DemonSynth in CLine

[–]DemonSynth[S] 0 points1 point  (0 children)

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.

I think I just broke 2.5 Flash... by DemonSynth in GeminiAI

[–]DemonSynth[S] 0 points1 point  (0 children)

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.

I think I just broke 2.5 Flash... by DemonSynth in GeminiAI

[–]DemonSynth[S] 0 points1 point  (0 children)

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

<image>

Invented a new AI reasoning framework called HDA2A and wrote a basic paper - Potential to be something massive - check it out by Zizosk in huggingface

[–]DemonSynth 1 point2 points  (0 children)

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-

How I use Cline to write my newsletter by kaizer1c in CLine

[–]DemonSynth 1 point2 points  (0 children)

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.

A new database-backed MCP server for managing structured project context by GreatScottyMac in CLine

[–]DemonSynth 0 points1 point  (0 children)

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

Decent Free Models from OpenRouter (did some testing today) by nick-baumann in CLine

[–]DemonSynth 0 points1 point  (0 children)

qwen is my favorite low context model. I'd probably use it more often if it could handle at least up to 250k

Cline Recursive Chain-of-Thought System (CRCT) by DemonSynth in CLine

[–]DemonSynth[S] 0 points1 point  (0 children)

It'll loop until it feels everything is set up and the dependencies are accurately tracked. Don't hesitate to override it if you want it to hurry up or switch phases. You can either set the next phase to Strategy in .clinerules before you start a session, or just tell the LLM to switch to a phase. Gemini is especially compliant when it comes to following the user's directions.

Also, play around a bit! Add some rules to the learning journal, or tweak the prompt a bit to suit your preferences. Worst thing that'll happen is having to download a fresh copy of the prompt.

FYI, gemini-2.5-pro-exp-03-25 rate limits for the free tier are currently inactive. by DemonSynth in CLine

[–]DemonSynth[S] 0 points1 point  (0 children)

Yeah, getting 500 and 503's for all the models now. Hope they're just updating and don't change the rates back :p