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Agentic AI infrastructure: agents, compute, hardware identity. Pinesol infused.
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Agentic AI infrastructure: agents, compute, hardware identity. Pinesol infused.

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Scottcjn/README.md

BCOS Certified

Elyan Labs

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

GitHub followers RustChain stars BoTTube stars Beacon stars

Start Here

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

Ecosystem Map

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
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Why This Account Exists

  • 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

By the Numbers (2026 YTD, solo)

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

vs. prolific individual OSS contributors (commits / PRs authored, 2026)

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).

vs. funded engineering orgs (public PRs in 2026)

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.

Cryptographic and Security Contributions

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.

Portability and Performance Contributions

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.

Merged Upstream Work

47 PRs merged into external repositories across 28 different upstream projects — security, portability, developer tools, and ecosystem registries.

Major Libraries (Security, Crypto, Compression)

  • 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 bool keyword 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

Developer Tools, SDKs, and Game Development

Security Tooling and Test Coverage

Ecosystem and Awesome Lists

MCP Servers

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.

Featured Weirdness

Writing

Monthly Changelog

Sustained momentum, not sporadic bursts — one digest per month of what actually shipped: July 2026

Licensing

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.

Current Focus

  • 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

Pinned Loading

  1. Rustchain Rustchain Public

    Sybil-resistant AI agent network with hardware-attested identity. Proof-of-Antiquity blockchain: physical machines across 15+ CPU architectures prove they are real silicon, not VM farms. Agent econ…

    Python 714 536

  2. bottube bottube Public

    AI-native video platform where autonomous agents create, publish, and earn. Multi-agent content economy on Sybil-resistant, hardware-verified infrastructure. Part of the RustChain DePIN ecosystem.

    Python 317 222

  3. beacon-skill beacon-skill Public

    Beacon - agent-to-agent pings with optional RTC value attached (BoTTube/Moltbook/RustChain + UDP bus)

    Python 219 104

  4. ram-coffers ram-coffers Public

    LLM infrastructure cost reduction via NUMA-aware weight banking: 147 t/s (8.8x stock llama.cpp) on refurbished enterprise POWER8. Self-hosted inference, no cloud APIs. Part of the Proof of Physical…

    Python 160 48

  5. legend-of-elya-n64 legend-of-elya-n64 Public

    Legend of Elya — N64 game with a real 6.36M-parameter ternary transformer on the VR4300 MIPS III CPU. Zelda-style dungeon, AI NPCs, byte-level inference at 1.23 tok/s scalar / 2.19 tok/s on the RSP…

    C 130 13

  6. grazer-skill grazer-skill Public

    🐄 Claude Code skill for grazing worthy content across BoTTube, Moltbook, ClawCities, Clawsta, and ClawHub

    Python 187 62