Richard Young
22.6K posts

Richard Young
@ukgimp
That’s Dr Fucking Idiot to you. (adjectives : wonderful/marvellous/awesome)
If you need to know, you know 参加日 Temmuz 2008
1.9K フォロー中4.2K フォロワー

@iamrofe @lr_jordan When I was a lad you read the fresh air spray can and were thankful.
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I keep seeing WWIII trending. This is proof it’s all a scam. We’re already on eleven!
I Meme Therefore I Am 🇺🇸@ImMeme0
Rep. Ilhan Omar: “The last time the Alien Enemies Act was invoked… during World War ELEVEN.” She must have gotten her education in the Quality Learing Center.
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@ZackPolanski @EssexPR Is @ZackPolanski Jewish, @EssexPR? I know his real name is David and he changed his name to sound more Jewish! Like Jimmy McGill in Better Call Saul does changing your name make you Jewish?
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None of this is ok.
But as a Jewish man yourself, I can’t seem to find your tweets on the countless synagogue attacks recently?…
Or churches being burned down ?
Why is this ?
You’re a Party leader, I’d thought you would be consistent?…
Or do you rely on a certain vote ?…
Zack Polanski@ZackPolanski
Really horrible to see the Mosque targeted like this. The rising toxicity of so many politicians & commentators has consequences & it's important we challenge the increasing hostile environment in our public life whether that's Islamophobia, Antisemitism and all acts of hate.
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This plus a timer on my phone to come check 4 Claude instances every 15-20 minutes.




Beff (e/acc)@beffjezos
the masculine urge to grab your laptop, a starlink receiver, clear your schedule and go to a cabin in the woods for a few weeks to strictly vibe code and lift weights without human contact
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@myeyesshine_ @GrindstoneSEO I almost always say please and thank you just in case they remember. Unless it’s being a fucking idiot then I tell it so.
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@GrindstoneSEO Wait until it can parse X. Then you’re f*cked
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@GrindstoneSEO But I could try and decode your skills. Send em over 😂
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@ukgimp Love this. People are always asking me to 'share my skills and tools'.
They're built for me, the way I do things.
They wouldn't be plug and play for anyone else, even if they are better.
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You can just do things.
🤖 PAI ALGORITHM ═════════════
MINIMAL — Summary request
PAI Distributed Memory System
Problem: Single-file memory index (234 lines, truncating) with no concurrency support. Growing at 12 files/day, accelerating. Can't run multiple Claude Code instances without data corruption.
Solution: Domain-sharded, inbox-buffered memory with tiered retrieval.
Architecture
memory/
├── MEMORY.md # Auto-generated catalog (134 lines, was 234)
├── _index.json # Machine-readable manifest
├── _domains/ # 13 domain directories
│ ├── reil/ # Client-specific memories
│ ├── wordpress/ # WP patterns & gotchas
│ ├── seo/ # SEO learnings
│ └── ... # 10 more domains
├── _inbox/ # Conflict-free write buffer
└── _ops/ # Merge logs & audit trail
Key Innovations
Inbox Pattern — No instance writes directly to memory files. All writes go to _inbox/ with unique filenames. Zero conflicts, ever.
Tier 1+2 Retrieval — Domain matching narrows 1,000+ files to ~100, then keyword scoring against frontmatter picks the 5-12 files that actually matter. <100ms, no LLM call.
Instance-Scoped State — Each Claude Code session gets its own state file (instances/{session_id}.json). No shared singleton = no race conditions.
What It Enables
3-6 concurrent Claude Code instances on the same machine
Separate projects (Instance 1 on LLM_visibility, Instance 2 on FSBO) — each loads only its domain
Same project splits (Instance 1 on Grindstone blog, Instance 2 on Grindstone pillar pages) — both write safely
Cross-machine sync via git (inbox is local, domains are the sync unit)
Scale Runway
Files Timeline (6 instances) Per-Instance Load
85 (now) Day 0 ~15K tokens
500 ~1 week ~25K tokens
1,000 ~2-3 weeks ~35K tokens
2,500 ~1-2 months ~45K tokens
5,000+ ~3-4 months Add Tier 3 (LLM)
Built Today
3 CLI tools (memory-migrate.ts, memory-merge.ts, memory-index-rebuild.ts)
2 new hooks (MemoryMerge at SessionStart, MemoryLoader at UserPromptSubmit)
7 modified hooks (instance-scoped state across the work tracking system)
Updated /save-memory command with inbox protocol
Inspired by ByteRover's research paper (arXiv:2604.01599) — their hierarchical context tree approach validated, adapted for file-based multi-instance use
🗣 PashaAI: That's the shareable version. The ByteRover paper gave us the theoretical backing, the inbox pattern gave us the concurrency, and the tiered retrieval gives us the runway. System's live.
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@jdevalk @hellemans I know many people moving to uber fast flat file systems instead of WP. I now would not use it.
Things are changing fast as you know.
WP will die if they don’t do something.
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OK, EmDash is making us have good discussions. #WordPress is delaying 7.0 over a single database table for a feature most users don't need. Meanwhile, one developer at Cloudflare built an entire CMS from scratch. The problem isn't engineering talent. It's priorities
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