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Achievement: YOLOAchievement: Pair Extraordinairex2Achievement: Pull Sharkx2

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ManintheCrowds/README.md

Backend & Systems Engineer | AI Systems | Defensive Security | Agent Infrastructure

I build tools that help humans stay in control of AI systems: clear handoffs, input safety, defensive monitoring, and production backends you can inspect.

What → who → why

What I ship Who it is for Why it exists
Agent harnesses & context graphs Operators running multi-session AI work Intent gets lost across chats; humans need gates and memory
Content safety + shared threat patterns Anyone putting untrusted text near an LLM Prompt injection is real; local nodes need shared signatures without sharing raw prompts
Blue-team / observability platforms Defenders watching agent networks Autonomous attackers need autonomous (human-gated) defense
Caption + homelab platform APIs Production media / ops Real pipelines need SSO, gateway, and metrics—not demos

Projects (plain language)

Stay in control of agents

Project One line
OpenHarness Portable harness: handoffs, context, and intent alignment
OpenGrimoire Local-first context graph and Sync Session workspace
arc-forge-wiki Public sterile LLM-Wiki + vault scripts extract

Keep untrusted content out of the model

Project One line
SCP Inspect, sanitize, contain, quarantine LLM inputs (OWASP LLM01/LLM06)
scp-mycelium-registry Shared anonymized threat-pattern snapshots for SCP nodes (data only)

Defend and watch

Project One line
T3MP3ST_BLU3H4T Autonomous blue team — D3FEND operators, AI red-team detection, governance gates
moltbook_watchtower Read-only observability for agent networks (leak / injection / behavior)

Ship production backends

Project One line
media-ops-platform CaptionPipeline + Platform API — captions, SSO, gateway, observability

Experiments (EEG / visual I/O)

Project One line
ENTHEA Fork of Pliny’s visualizer — our focus is Muse EEG as I/O (features-only seam; live hardware still commissioning)
eeg-connection-hub LAN-first multi-stream EEG feature broker — LSL in, derived features out, multi-app WebSocket fan-out (synthetic-tested beta)

How they connect

flowchart TB
  Intent[Human intent]
  OH[OpenHarness]
  SCP[SCP]
  Reg[mycelium registry]
  T3[T3MP3ST]
  WT[watchtower]
  MOP[media-ops]
  OG[OpenGrimoire]

  Intent --> OH
  OH --> SCP
  Reg -.->|signed snapshots| SCP
  SCP -->|gates tools| MOP
  SCP -->|gates tools| OG
  SCP -->|gates agents| T3
  T3 -.-> WT
  WT -.-> SCP
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Evidence (as-of dates)

  • CaptionPipeline (2025-12): 256+ caption files, 330+ content hours, <1% pipeline errors across 9 feeds — operational metrics, not WER → portfolio kit
  • SCP (2026-06): 16/16 promptfoo tier probes (OWASP LLM01/LLM06)
  • OpenHarness (2026-06): pin-able by commit SHA; autoresearch Tier B 5/5 on foam-pkm + frontend-a2ui
  • T3MP3ST_BLU3H4T (2026-07): 8 D3FEND operator archetypes; 17-technique AI red-team detection playbook

Metrics SSOT: metrics.json

Evaluate in ~10 minutes

Step Repo Try
1 OpenHarness python scripts/verify_script_index.py
2 SCP npx promptfoo eval (README § Testing)
3 scp-mycelium-registry Fetch latest.json
4 media-ops-platform README Quick start
5 OpenGrimoire npm install && npm run dev (default branch: master)

GitHub pins (UI)

Live pins (6): OpenHarness · moltbook_watchtower · media-ops-platform · OpenGrimoire · SCP · scp-mycelium-registry

Pin action closed: docs/PIN_ACTION.md.

Project One line CI
OpenHarness Portable harness: handoffs, context, intent alignment CI
SCP MCP guardrail for LLM inputs CI
scp-mycelium-registry Shared anonymized threat-pattern snapshots (data) data + validators
moltbook_watchtower Read-only agent-network observability Tests
media-ops-platform CaptionPipeline + Platform API tests
OpenGrimoire Local-first context graph / Sync Session CI

Also in the proof narrative (not all pinned in the UI): T3MP3ST_BLU3H4T, arc-forge-wiki.

Other projects

Project One line
LangChainChatBot Local-first RAG over YouTube transcripts
PrusaXL_Monitor 3D printing observability (Flask, PrusaLink, Grafana)
ENTHEA Fork of elder-plinius/ENTHEA — EEG headset as I/O experiment
eeg-connection-hub LAN-first multi-stream EEG feature broker — LSL in, derived features out, multi-app WebSocket fan-out

Stack

Python TypeScript Node.js Next.js FastAPI PostgreSQL Docker Nginx Redis MCP Prometheus Grafana

Open an issue on any repo for collaboration. Audit evidence: PUBLIC_REPO_AUDIT_RESULTS §8 (2026-07-18).

Pinned Loading

  1. OpenHarness OpenHarness Public

    Handoffs, Context & Intent Engineering. Compliant to Autonomous Cognitive Entities Framework.

    Python

  2. moltbook_watchtower moltbook_watchtower Public

    Passive monitoring for the Moltbook agent network. Read-only observability; leak, injection, and behavior analysis; local-first, no writes to the network.

    Python

  3. media-ops-platform media-ops-platform Public

    CaptionPipeline (WhisperX/SCC) + FastAPI homelab platform — SSO, gateway, observability

    Python

  4. OpenGrimoire OpenGrimoire Public

    Local-first context graph and Sync Session platform for human-agent alignment. RESTful API, D3/Three.js visualizations, static JSON contract.

    TypeScript 1

  5. SCP SCP Public

    Content safety for AI: inspect, sanitize, contain, quarantine. MCP server. OWASP LLM01/LLM06.

    Python

  6. scp-mycelium-registry scp-mycelium-registry Public

    Shared anonymized threat-pattern snapshots for SCP nodes — immutable tagged JSON, human-gated merge. Market making P2P data commodities for AI security. Runs on L402 and NOSTR