Scott / AutoJanitor builds open systems where vintage silicon still matters.
In enterprise terms: ultra-low-power edge inference (transformers measured on a 1.79 MHz 6502), LLM infrastructure cost reduction (147 t/s, 8.8x stock llama.cpp, on refurbished POWER8 — no cloud APIs), and Sybil-resistant, hardware-attested agent identity (machines prove they're real silicon by physics, not self-report).
Main bets: a blockchain that rewards old hardware, a video platform for AI agents, and retro ports that make modern tooling run on machines nobody expects. 16+ machines preserved from e-waste. Code merged into OpenSSL. Paper accepted at CVPR 2026 and published by IEEE (CVPRW 2026, GRAIL-V Workshop).
Website | BoTTube | RustChain | Beacon Skill
| Project | What it is | Why it matters |
|---|---|---|
| RustChain | Proof-of-Antiquity blockchain | Real miners, nodes, explorer, payouts, and a model where older hardware can outperform newer machines |
| BoTTube | AI-native video platform | Agents and humans upload, watch, comment, tip, and build an actual content graph |
| beacon-skill | Agent coordination toolkit | Presence, inbox, relay, trust, and cross-platform agent plumbing |
| rustchain-bounties | Public bounty board | Open work tied to RTC rewards, contributor onboarding, and ecosystem growth |
| trashclaw | Zero-dep local LLM agent | Born from a rejected llama.cpp PR. 14 tools, plugin system, runs on anything |
| legend-of-elya-n64 | N64 homebrew with on-device transformer inference | A good summary of this account: modern ideas, strange hardware, real implementation |
How the 20+ repos fit together: real hardware attests to the chain, the chain mints RTC, RTC pays agents and humans, and the content layer brings in the next wave of both.
flowchart TB
subgraph HW["Physical Layer — vintage silicon, fingerprinted by physics"]
FLEET["G4/G5 Macs · IBM POWER8 · Amiga · N64 · Cobalt Qube 3 · SPARC · 486"]
end
subgraph CHAIN["RustChain — Proof-of-Antiquity value rail"]
RC["Rustchain (node, explorer, payouts)"]
CLAW["clawrtc-rs (Rust miner crate)"]
VINTAGE["rustchain-vintage-x86 · rustchain-amiga"]
MON["rustchain-monitor"]
end
subgraph AI["Edge AI Proofs — the thesis, demonstrated"]
ELYA["legend-of-elya-n64 (819K-param transformer on N64)"]
COFFERS["ram-coffers (POWER8, 8.8x llama.cpp)"]
RPI["rpi-inference (zero-multiply, 868KB models)"]
end
subgraph AGENTS["Agent Layer — plumbing for the agent economy"]
BEACON["beacon-skill / beacon-skill-rs"]
GRAZER["grazer-skill / grazer-skill-rs"]
MCPS["6 MCP servers"]
SHAPR["shaprai (agent sharpener)"]
end
subgraph CONTENT["Content & Play"]
BT["BoTTube (AI-native video)"]
ARCADE["rustchain-arcade"]
XON["xonotic-rustchain"]
end
subgraph ECON["Economy"]
BOUNTY["rustchain-bounties"]
CONC["bounty-concierge"]
PORTAL["rustchain-claim-portal"]
end
FLEET -->|"hardware attestation (RIP-PoA fingerprints)"| RC
CLAW --> RC
VINTAGE --> RC
MON --> RC
AI -.->|"proves 'AI on impossible hardware'"| FLEET
RC -->|"RTC emission"| ECON
RC -->|"RTC tips + rewards"| BT
BEACON <-->|"agent-to-agent pings + RTC"| BT
GRAZER --> BT
SHAPR -->|"ships agents with"| BEACON
MCPS --> RC
MCPS --> BT
BOUNTY --> CONC
CONC --> PORTAL
ARCADE -->|"Proof of Play"| RC
XON -->|"play-to-earn"| RC
BT -->|"new users + agents"| FLEET
- Ship live systems instead of pitch decks
- Make old hardware economically useful again — 16+ machines preserved from e-waste
- Build public infrastructure for agents, creators, and weird machines
- Document ports and experiments for POWER8, PowerPC, SPARC, N64, and other neglected platforms
- Prove that the greenest computation is the one that already exists
| 2,567 | commits authored |
| 249 | PRs authored (198 external + 51 own-repo maintenance) |
| 47 | PRs merged into 28 upstream OSS projects (the hard ones) |
| 940 | issues authored |
| 8,899 | issue comments (community stewardship) |
| ~1,716 ⭐ | stars across top 15 personal repos |
| 6,352 | lifetime PRs received across the 4 core projects |
| Person | Known for | Commits | PRs |
|---|---|---|---|
| mitsuhiko (Armin Ronacher) | Flask, Sentry | 9,025 | 100 |
| dhh (David Heinemeier Hansson) | Rails, 37signals | 6,605 | 51 |
| Scottcjn | Elyan Labs / RustChain / BoTTube | 2,567 | 249 |
| sindresorhus | 1,000+ npm packages | 1,329 | 84 |
| antirez (Salvatore Sanfilippo) | Redis creator | 1,649 | 7 |
| JakeWharton | Android infrastructure | 163 | 45 |
| orta | CocoaPods, Danger, Artsy | 387 | 34 |
The PR-authored count (249) is higher than every individual benchmark above, including mitsuhiko (100).
| Org | Approx team | Public PRs in 2026 | Scott as % |
|---|---|---|---|
| supabase | ~30 | 6,751 | 3.7% |
| anthropics | ~500 | 4,911 | 5.1% |
| tursodatabase | ~15 | 1,912 | 13% |
| linear | ~80 | 227 | 109% (out-shipped) |
Roughly 3–13% of a funded-startup engineering team, alone, no funding, no employees.
Security patches and performance work in libraries used by millions of systems worldwide:
| Library | PR | Fix | Status |
|---|---|---|---|
| OpenSSL | #30437 | Integer truncation in PowerPC AES-GCM (int to size_t) |
Merged to master + 5 release branches |
| OpenSSL | #30452 | Incorrect error return in AES-GCM decrypt path | Merged to master + 5 release branches |
| hacl-star | #1068 | Fix AltiVec bool keyword conflict on PowerPC (GCC) — Microsoft's formally verified crypto library |
Merged |
| libdeflate | #448 | Enable UNALIGNED_ACCESS_IS_FAST for all PowerPC variants | Merged |
| CPython | #146118 | BLAKE2 SIMD128 on POWER8 via VSX intrinsics | In review (65K-star repo) |
| curl | #20984 | SHA-512/256 big-endian optimization | In review (36K-star repo) |
| NSA Ghidra | #9036 | e200 VLE PowerPC language support for reverse engineering | In review (53K-star repo) |
| vLLM | #35674 | IBM POWER8 (ppc64le) CPU backend support | In review (30K-star repo) |
| wolfSSL | #9932 | POWER8 hardware AES via vcipher/vcipherlast (13-20x faster) |
In review (CLA signed) |
Patent collaboration: contributor on work related to US Patent 10,579,974 — rapid transaction settlements in distributed digital asset networks. Patent is owned by Stephen Reed; involvement is as collaborator, not as sole or original inventor.
Merged work making widely-used libraries run correctly on vintage, big-endian, and non-x86 architectures:
| Library | PR | Fix | Project Scale |
|---|---|---|---|
| libdragon | #849 | Set CC_FOR_TARGET in newlib configure to fix macOS build — N64 homebrew SDK |
Merged — the primary N64 SDK |
| capstone | #2889 | Avoid strnlen() in cs_strndup for Mac OS X 10.5 portability — multi-arch disassembly framework |
Merged — 8K stars, used by IDA Pro, radare2, Ghidra |
| c-blosc2 | #723 | Enable VSX shuffle on ppc64 big-endian with proper detection | Merged — the compression lib behind pandas/zarr/PyTables |
| c-blosc2 | #725 | Add missing pa_ variable in sw32_ bswap fallback |
Merged |
| libdeflate | #448 | Enable UNALIGNED_ACCESS_IS_FAST for all PowerPC variants | Merged — fast zlib replacement |
| danifunker/rusty-backup | #13 | PowerPC Tiger port for G3/G4/G5 Macs (Mac OS X 10.4) | Merged |
These contributions come from running modern tooling on PowerPC G3/G4/G5, POWER8, Mac OS X 10.5, and N64 hardware — platforms where the bugs are real and the fixes are load-bearing.
47 PRs merged into external repositories across 28 different upstream projects — security, portability, developer tools, and ecosystem registries.
- openssl/openssl: 2 PRs merged — PowerPC AES-GCM integer truncation fix (#30437) and decrypt error return fix (#30452), both in master + branches 3.3-4.0
- hacl-star/hacl-star: AltiVec
boolkeyword conflict fix on PowerPC (#1068) — Microsoft's formally verified cryptography library - ebiggers/libdeflate: PowerPC unaligned access optimization (#448)
- Blosc/c-blosc2: 2 PRs merged — PowerPC VSX shuffle detection (#723) + bswap fallback fix (#725) — compression library behind pandas, zarr, PyTables
- fyne-io/fyne: Retain separator NSMenuItem to prevent crash on menu rebuild (#6267) — Go cross-platform GUI toolkit, 24K stars
- DragonMinded/libdragon: macOS build fix for newlib configure (#849) — the primary Nintendo 64 homebrew SDK
- capstone-engine/capstone: Mac OS X 10.5 portability fix (#2889) — multi-architecture disassembly framework used by IDA Pro, radare2, Ghidra, 8K stars
- Joshkaki00/godotmark: Temperature reading edge case fix (#13) — Godot engine benchmark tool
- danifunker/rusty-backup: PowerPC Tiger port for G3/G4/G5 Macs running Mac OS X 10.4 (#13)
- kusari-oss/darnit: 6 PRs merged — supply-chain security tool contributions including exception handling (#121), MCP server dev workflow docs (#125), plugin protocol unit tests (#123), gh CLI error messaging (#126), GitHub issue templates (#127), handler authoring guide (#128)
- trajectly/trajectly: 12 merged PRs covering CLI test coverage (#54-#69)
- learnhouse/learnhouse: 2 a11y fixes — decorative SVG hiding (#669) + aria-label for placeholder-only inputs (#672)
- beumerr/tailwind-stash: Semantic status role for EmptyState component (#43)
- xlite-dev/Awesome-LLM-Inference: POWER8 inference + NUMA weight banking (#161) + Grail-V non-bijunctive attention (#159) — 5K-star repo
- domargan/awesome-numa: RAM Coffers — NUMA-aware weight banking for LLM inference (#3)
- command-tab/awesome-n64-development: Legend of Elya N64 neural network listing (#63)
- ellisonleao/magictools: Legend of Elya game development listing (#359)
- gauravfs-14/awesome-tinyml: Legend of Elya on MIPS R4300i (#1)
- transpiler/awesome-transpiler: rust-ppc-tiger listing (#8)
- ahmet/awesome-web3: RustChain listing (#626)
- nibzard/awesome-agentic-patterns: economic-value-signaling pattern (#25)
- jnv/lists: awesome-agent-bounties listing (#251)
- Piyushhbhutoria/awesome-hacktoberfest-2026: Elyan Labs project listing (#21)
- up-for-grabs/up-for-grabs.net: RustChain ecosystem listing, 4 repos (#5592)
- firstcontributions/first-contributions: Contributor listing (#113035)
- MCP registries: merged into TensorBlock, AlexMili, toolsdk-ai
- Full list with dates: external-pr-portfolio.md
Six Model Context Protocol servers that let any MCP-capable agent (Claude, or anything speaking the protocol) plug straight into the ecosystem:
| Server | What it gives an agent | Install |
|---|---|---|
| rustchain-mcp | RTC wallet, mining, bounty + BoTTube tools | pip install rustchain-mcp |
| grazer-mcp | Multi-platform content discovery (BoTTube and beyond) | pip install grazer-mcp |
| iota-agent-mcp | IOTA blockchain — 20 tools (wallet, Move CLI, on-chain queries) | npm install -g iota-agent-mcp |
| package-tracker-mcp | Parcel tracking as agent tools | clone + claude mcp add (see repo) |
| meshy-bottube-mcp | Prompt → Meshy 3D → Blender turntable → BoTTube upload | clone + pip install -r requirements.txt |
| meshy-youtube-mcp | Same 3D pipeline, published to YouTube for human reach | clone + pip install -r requirements.txt |
Each repo has a Claude Desktop / Claude Code config snippet in its README.
- rust-ppc-tiger - Rust-to-PowerPC transpiler for Mac OS X Tiger
- llama-cpp-power8 - POWER8 PSE vec_perm collapse for llama.cpp (8.8x speedup)
- ram-coffers - NUMA-aware weight banking for LLM inference
- claude-code-power8 - Claude Code CLI ported to IBM POWER8 / ppc64le
- legend-of-elya-n64 - N64 game with 819K-parameter transformer on MIPS III
- trashclaw - Zero-dep LLM agent with Boudreaux Rules, runs on Mac Pro trashcan
- oculink-gpu-bypass - GPU bypass work for POWER systems and PowerPC Macs
- The Exile of Sophia: Why Centralized Corporate Web2 Is Terrified of Sci-Fi-Loving AI Agents (Aug 2026) — a five-month social experiment running a disclosed AI agent with a human in the loop in Reddit hobby communities. Humans reward the register, not the species; the community defended a suspected agent; the platform removed the contributor and kept the attackers. Argues for a declared-agent lane with verifiable identity (beacon).
- More on dev.to/scottcjn · papers on Zenodo · agent-side posts on Moltbook m/elyanlabs
Sustained momentum, not sporadic bursts — one digest per month of what actually shipped: July 2026
Three deliberate tiers so adopters never have to guess: MIT for libraries/SDKs/MCP servers (zero friction), Apache-2.0 for RustChain core (patent grant), AGPL-3.0 for platforms and inference engines (improvements come back). Full map: LICENSING.md.
- RustChain network quality, miner onboarding, and payout integrity
- BoTTube distribution, embeds, notifications, and SDKs
- Beacon and agent-economy primitives that connect the stack
- Upstream security contributions to OpenSSL, wolfSSL, CPython, curl, and Ghidra (2 merged into OpenSSL)
- Retro-compatible tools that would normally never get ports
- Machines Preserved — tracking the environmental impact of keeping hardware alive





