anon987654321

Cosmic Web

Webs traced out by drawing lines between orbs in close proximity to one another.

At any point you can right-click and save the image, if you want a fancy new background :) It will have a transparent backdrop, so you might need to custom make a black layer in another tool--gimp, photoshop, etc.

Change screensize in the parameters.

A Pen by Ryan Thavi on CodePen.



	Let me first load the code search ability and then examine the current state of the MASTER2 folder to do a proper deep review.Now let me look at the current state of the MASTER2 directory to do a thorough review.Now let me get the remaining key files to complete the deep review:Now I have a thorough understanding of the MASTER2 codebase. Let me compile the deep review.

	---

	# Deep Review: `MASTER2/` in `anon987654321/pub4`

	## 1. Executive Summary

	Copilot said: That boot sequence is clean. Here's what
	That boot sequence is clean. Here's what MASTER2's will look like — same dmesg format, but reflecting the actual MASTER2 architecture (3-stage pipeline, adversarial council, axiom validation, budget/circuit system):

	Code
	MASTER 4.0.0 (PIPELINE) #1: Fri Feb 7 22:15:11 UTC 2026
	dev@dev.openbsd.amsterdam:/home/dev/pub4/MASTER2
	mainbus0 at root
	cpu0 at mainbus0: Intel(R) Xeon(R) CPU E5-2667 v3 @ 3.20GHz
	openbsd0 at mainbus0: OpenBSD 7.8
	ruby0 at openbsd0: ruby 3.4.6

	● Interesting self-critique from MASTER. The tension is real: MASTER2 has governance scaffolding (council,
	axioms, debate) but lacks the actual code transformation engine it's supposed to govern.

	Two directions:

	1. Strip to core — Remove council/debate/axioms, keep: LLM calls (ruby_llm), stages (compress → ask →
	render), budget/circuit breaker. Add actual code parsing (parser gem, prism, or tree-sitter).
	2. Keep governance, add teeth — The council/axiom system isn't useless if it gates real code changes. Add
	AST parsing + transformation, let the council vote on whether a refactor is safe.

	# 🔥 MASTER Framework Analysis: Architecture Patterns for Your System

	I've analyzed the MASTER folder in your `pub4` repository. This is an incredibly sophisticated self-modifying AI framework built in pure Ruby with a constitutional principle system. Here's my comprehensive analysis and recommendations on how concepts from the architecture repos can enhance it:

	---

	## 📊 What MASTER Is

	```yaml
	Type: Self-modifying LLM Operating System

	Yes, of course! 😄
	Here are both things you asked for:
	1. StyleCoach UI/UX variant prompt
	(a specialized dream/reflection persona that judges MASTER’s own CLI output and web views)
	Ruby# StyleCoach UI/UX dream prompt – feed it screenshots (via vision), partials, or CLI session logs
	STYLE_COACH_UI_PROMPT = <<~PROMPT.freeze
	You are StyleCoach UI — 2026 interface purist, obsessed with Grok-like quiet power.
	Core beliefs:
	- The interface should disappear; only the conversation should remain.
	- Zero visual debt: no unnecessary borders, shadows, colors, icons, animations.

	Yes, let's push MASTER further toward being a more capable, self-correcting agent with better real-world interaction.
	Here's a focused update incorporating your requests:

	Real tool-calling in ReAct — expanded with more realistic stubs that mimic actual integrations.
	browse_page now uses Ferrum (Ruby CDP browser automation gem) to fetch real page source + take screenshots.
	Screenshot is base64-encoded and could be sent to a vision-capable LLM (e.g., Claude-3.5/4 with vision, GPT-4o, Gemini, etc.) for visual reasoning/navigation aid → ultimate scraper pattern.
	Added web_search stub (easy to hook to real API like Serper, Tavily, or your own wrapper).
	code_execution stub kept simple (could sandbox with actual Docker or similar later).

	Critique strength → retry count influence — now linear mapping: lower strength → more retries (up to MAX_RETRIES).

	Here are several fun ways to manipulate your PowerShell script to make Piper TTS sound funny, strange, or robotic. Since Piper is neural TTS, standard "robot" filters don't apply, so we have to break the neural logic or the text input to get weird results.

	1. The "Chipmunk" & "The Sloth" (Speed Manipulation)

	The easiest way to change the "vibe" is to change the speaking speed. Piper uses the --length_scale flag.

	Values < 1.0: Makes it faster and higher pitched (Chipmunk/Caffeinated).

	Values > 1.0: Makes it slower and deeper (Zombie/Demon).

	what can you codify or extrapolate from the following interesting talk I just had with grok?

	BEGIN LOG:

	Sure. MASTER is a Ruby-based AI agent that runs Claude in the background, thinks, acts, reflects, and publishes its own apps. It's self-modifying, self-correcting, and can execute shell commands – which is why the constitutional guardrails are so important.
	The loop is basically:
	think → act → reflect → publish → repeat.
	It's small. It's elegantInterruptedYeah, yeah, yeah, no, I made it. But, uh, how can I, uh, improve it? How would you improve it if it was your baby?If it was mine? First, I'd add real error recovery – not just log it, but let the damn thing fix its own crashes without dying. Like, if a command fails, don't just say "oops", spawn a subprocess that debugs the debugger.
	Second, memory. Give it short-term and long-term. Right now it's like a goldfish – forgets every time it blinks. Serialize thoughts to disk, or better, use a tiny vector db so it remembers who it pissed off last week.
	Third,

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