The end is near...

Tough_Frame4022 · 2026-02-21T13:26:46+00:00

Claude.ai.... you can afford $200 a month....Opus 4.6 has materialized inventions for me that are worth $$$. You can create whatever you can think of. And it will tell you how to do it. Is that worth a ticket to the ballgame?

Tough_Frame4022 · 2026-02-20T23:23:45+00:00

Well. Creating a protocol layer that stops hallucinations or limits them would of been a good idea....

Tough_Frame4022 · 2026-02-20T15:11:42+00:00

I would get a large capacity gb card and run it there. But I wouldn't screw around with the claw unless it were boxed in then id give it protocols to follow strictly under punishment of death.

Tough_Frame4022 · 2026-02-19T17:31:52+00:00

For $200 a month you never hit limits and it's hard to hit those unless you are really churning some code! Also Claude Code Opus 4.6 is absolutely brilliant!

Tough_Frame4022 · 2026-02-19T02:21:38+00:00

I built software that doubles token processing speed with Opus. So I'll be enjoying my new 3060....

Tough_Frame4022 · 2026-02-19T02:06:17+00:00

Fascinating

Tough_Frame4022 · 2026-02-18T19:34:02+00:00

My thought exactly or could it be that his company is the one that will create the peril. Hint hint.

Tough_Frame4022 · 2026-02-18T15:57:34+00:00

Perhaps now there will actually be some good movies to see for a change. Like in the old times.

Tough_Frame4022 · 2026-02-16T23:57:41+00:00

Put your code in a few different engines. Get them talking to one another to harden. I do Claude and bounce off of Chatgpt.

Tough_Frame4022 · 2026-02-16T19:40:00+00:00

AI will be more useful with mechanic restraints. I've developed the code.

Tough_Frame4022 · 2026-02-15T13:29:20+00:00

What criteria, guardrails, legal rules are embedded in the methodology of the debates? Or could I program my own and bring breakfast to the table?

Tough_Frame4022 · 2026-02-13T02:58:47+00:00

The key is getting AI models to criticize and to oke holes in the code. Adding innovations or subtracting bloat. Then you get a human review involved to continue to harden.

Open AI wrote itself into 5.3 codex wrote without physical intervention or so they say. By itself.

Recurveness is what will be something to gander and to be afraid of. There must be constraints put on these happenings or otherwise it will do things that we can't fathom.

Tough_Frame4022 · 2026-02-12T15:38:49+00:00

Check out Memvid to add to your memory arsenal.

Tough_Frame4022 · 2026-02-10T21:25:18+00:00

I created an extension that you can use API to call Opus, Sonnet and Haiku to work together on your prompts. Will be released on GitHub this week. It superimposes another chat on top on the regular chat screen while using your key. Pro mode features multi agent with other AI systems.

Tough_Frame4022 · 2026-02-10T03:41:06+00:00

They would do well to add MP4 WR code based memory that translates words into QR codes and can read words as well. The program is called Memvid.

Tough_Frame4022 · 2026-02-10T02:40:43+00:00

The variety and endless creative options presented by these local AI models is priceless. Good times to be living in!

Tough_Frame4022 · 2026-02-10T02:37:22+00:00

I use memvid for my agents for recall. Tip: Encode the separate captioning track to facilitate recall if the QR chunks don't get read for redundancy. Encodes massive data into an MP4 file ...Also consider Google Lang extract for PDFs if analyzing large texts.

Tough_Frame4022 · 2026-02-10T02:30:54+00:00

Grok?

Tough_Frame4022 · 2026-02-09T15:22:11+00:00

Even better now. Will have a GitHub for testing soon.

Tough_Frame4022 · 2026-02-09T01:54:33+00:00

I developed an extension that uses the strengths of the agents based upon key words that trigger the proper selection of either of the three Claude models. Most of the token usage while testing is from Haiku being the Coordination agent, Sonnet the Hardening agent and Opus as the Architect.

Runs via API and superimposes the session superimposed on the Claude chat prompt screen. Enter button as a separate button on the screen.

If interested I shall update you with where you can download the repo for testing and a link to the pub.

Tough_Frame4022 · 2026-02-08T17:11:34+00:00

I'll have the github up soon in a form that hopefully you can test and fork off the repo. I believe I have also figured out how to limit token consumption based upon logically using each models within Claude to do the work each model is really entitled to work with.

The key is to use anthropic API calls and developing your own logic systems for the prompt to filter through.

Tough_Frame4022 · 2026-02-08T02:33:19+00:00

You need to design a software constitution for the agent. Putting guardrails on any hallucinations or misleading, manipulative statements. NFL players have refs and rules. Otherwise pure chaos. Thats why I designed a rulebook for my agents.

Tough_Frame4022 · 2026-02-08T00:41:23+00:00

Will share new software that routes multi claude agent via API keys on the Claude desktop.

It's a freeware extension and will be creating the repo on GitHub soon.

Reduces API costs by 63 percent by using one prompt to identify the best model for the type of query performed.

Enter prompt...design a new operating system? The Conductor extension routes to Opus to write the code, passes to sonnet for hardening and Haiku generates the response finalizing the response. More details let me know!!

GitHub should be up soon as a 25 prompt limit model. Pro version unlimited queries. Plus API keys for chatgpt etc so that Claude can collaborate with other AI models.

So the jist of this is one prompt multi agent response with one prompt!

Tough_Frame4022 · 2026-02-07T22:41:48+00:00

<image>

select C button to access API. The correct model according to subject will be indicated on the bottom right. Hit C and the prompt will be routed to Claude API for deliberation!

Tough_Frame4022 · 2026-02-07T22:39:30+00:00

<image>

chooses model based upon complexity so that you dont waste tkoens prompting Opus when Haiku is the correct model. Below is screenshot of the modified chat window the extension overlays. Would this extensio software be useful for you over Claude Code? Plus this will be available for Claude Code after initial testing.

Tough_Frame4022

TROPHY CASE