Jeffrey Emanuel

New York · Builder & engineer · Former long/short equity analyst

Building the tooling that lets dozens of AI agents ship complex projects in days.

Multi-Agent Coordination · Agentic Coding · Rust CLI Tools · LLM Applications · Terminal UI

Flywheel · Building Now · Open Source · Nvidia Thesis · Writing · Products · Philosophy · Connect

A self-reinforcing ecosystem of 14 tools for multi-agent software development. Agents coordinate via mail, track work via beads, search past sessions, guard against destructive mistakes, and orchestrate across tmux panes. Each tool amplifies the others. The whole thing started in October 2025 and the shipping cadence accelerates with every addition.

Tool	Stars	Lang	Purpose
MCP Agent Mail			Gmail for coding agents: messaging, file leases, audit trails
Beads Viewer			PageRank-powered task prioritization in a keyboard-driven TUI
Flywheel Setup			Zero to fully-configured agentic VPS in 30 minutes
Beads Rust			Local-first, non-invasive issue tracker for git repos
DCG			SIMD-accelerated guard that blocks rm -rf and git reset --hard
CASS			Unified search across 11+ AI coding tool histories
CASS Memory			Three-layer cognitive memory: episodic, working, procedural
UBS			1,000+ pattern-based bug scanner, runs before every commit
NTM			Multi-agent tmux orchestration with animated dashboards
Meta Skill			Skill management platform with CASS mining and MCP server
XF			Sub-millisecond search over X/Twitter data archives
SLB			Two-person rule: peer approval before dangerous commands
RU			Keep hundreds of Git repos in sync with one command
GIIL			Download full-res images from iCloud/Dropbox share links

curl -fsSL "https://raw.githubusercontent.com/Dicklesworthstone/agentic_coding_flywheel_setup/main/install.sh" | bash -s -- --yes --mode vibe

cargo install xf  # xf — X/Twitter archive search

Project	Lang	What it does
FrankenSQLite		Clean-room SQLite reimplementation with MVCC page-level versioning and RaptorQ erasure codes
FrankenTUI		Minimal, deterministic terminal UI kernel — the rendering layer for CASS and other Rust TUI tools
FrankenTerm		Terminal hypervisor for AI agent swarms: pattern detection, event automation, multiplexed I/O
Bio-Inspired Nanochat		What if a Transformer had a metabolism? Living weights with synaptic fatigue and structural plasticity

FrankenTUI — Web Demo Pure TypeScript terminal UI running in the browser	FrankenTUI — React Demo React component wrapper for FrankenTUI widgets	FrankenSQLite Interactive docs for the Rust SQLite reimplementation
Agent Flywheel Interactive setup wizard for the complete Flywheel ecosystem	Brenner Bot Multi-agent research orchestration using Sydney Brenner's methods	jeffreyemanuel.com/tldr The short version of everything I'm working on

	Project	Description
	LLM-Aided OCR	Tesseract + language models = perfect PDFs. Corrects OCR errors that regex rules never catch.
	Swiss Army Llama	High-performance FastAPI service for local LLM inference and semantic search.
	Your Source to Prompt	Secure, browser-based tool that turns codebases into optimized LLM prompts.
	Bulk YouTube Transcriber	Convert entire playlists into structured, searchable text with Whisper.
	Claude Code Agent Farm	Orchestrate parallel Claude Code agents to autonomously improve codebases across 34 tech stacks.
	Mindmap Generator	Distills documents into hierarchical, context-aware mindmaps using non-linear exploration.
	Ultimate MCP Client	Universal bridge for AI models to interact with the real world via MCP.
	Ultimate MCP Server	Unified MCP server exposing dozens of tools to frontier models.
	Markdown Web Browser	Headless browser that renders modern JavaScript-heavy sites into clean Markdown for agents.

	Project	Description
	Fast Vector Similarity	High-speed Rust library for complex vector similarity metrics with Python bindings.
	FrankenTUI	Minimal, high-performance terminal UI kernel. The rendering substrate for CASS and other Rust TUI apps.
	FrankenSQLite	Clean-room Rust reimplementation of SQLite with MVCC page-level versioning and RaptorQ erasure codes.
	FrankenTerm	Terminal hypervisor for AI agent swarms with pattern detection and event-driven automation.
	Fast CMA-ES	SIMD-accelerated, Rayon-parallelized evolution strategy optimizer in Rust.
	Rust ScriptBots	Deterministic, GPU-accelerated artificial life simulator. Modern Rust reimplementation of Karpathy's ScriptBots.
	UltraSearch	Instant file search engine for Windows using NTFS USN journals and Tantivy. A modern "Everything" in Rust.

	Project	Description
	Bio-Inspired Nanochat	What if a Transformer had a metabolism? Living weights with synaptic fatigue and structural plasticity.
	Model-Guided Research	11 exotic math frameworks for AI (Lie group attention, p-adic spaces, tropical geometry).
	ACIP	AI Cognitive Inoculation Protocol: defense against prompt injection via external monitoring.
	Brenner Bot	Multi-agent research system embodying Sydney Brenner's scientific methodology.
	LLM Introspective Compression	Treating LLM context as a save state: reasoning backtracking and metacognitive control.
	Phage Explorer	Interactive educational site exploring bacteriophages with 3D visualization.

	Project	Description
	SQLAlchemy Visualizer	Instantly turn SQLAlchemy ORM models into interactive SVG diagrams.
	Automatic Log Collector	Open-source Splunk alternative for multi-server log aggregation and analysis.
	Coding Agent Tips	Battle-tested solutions for AI coding agent workflows and terminal setup.
	Coding Agent Account Manager	Sub-100ms auth switching across Claude Max, GPT Pro, and Gemini subscriptions.
	Flywheel Connectors	Secure integration adapters for external services in the Flywheel ecosystem.
	Pi Agent Rust	High-performance AI coding agent CLI with sub-100ms startup and native SSE streaming.
	Cloud Benchmarker	Automated cloud instance benchmarking with charts and historical tracking.

	Project	Description
	Visual A* Pathfinding	Cinematic, animated visualizations of pathfinding algorithms in action.
	Introduction to Temporal Logic	How temporal logic can be used to analyze concurrency.
	Hoeffding's D Explainer	The non-parametric dependency measure that catches what Pearson and Spearman miss.
	Lamport's Bakery Algorithm	Visual Pythonic implementation of fair mutual exclusion without atomic hardware.
	CMA-ES Explainer	Interactive deep dive into the evolution strategy that works where gradient descent fails.
	Kissinger Thesis Reader	A reader for Henry Kissinger's 400-page undergraduate thesis on the meaning of history.

	Project	Description
	Next.js GitHub Blog	Blogging platform that uses GitHub as a headless CMS
	JeffreysPrompts.com	Curated prompt library for agentic coding workflows
	LLM Docs	Documentation optimized for LLM consumption
	Grassmann Article	The story of the self-taught genius who invented linear algebra decades early
	LLM Tournament	Arena where LLMs compete and iterate on coding challenges via peer review
	Clawdbot Skills	Modular skill library teaching agents to use the Flywheel toolkit
	Automated Plan Reviser	Iterative specification refinement using extended reasoning models
	The Lighthill Debate on AI	Full transcript of the 1973 debate that nearly killed British AI research
	YouTube Transcript Cleaner	Clean up raw YouTube auto-captions into readable text
	Remote Compilation Helper	Transparent build offloading for AI agents via Claude Code hooks
	System Resource Protection	Intelligent resource guardrails that prevent dev tools from freezing your Linux desktop
	ASupersync	Spec-first, cancel-correct, capability-secure async runtime for Rust
	Anti-Alzheimer's Flasher	Web-based 40Hz neural stimulation tool
	Chat to File	Convert ChatGPT, Gemini, and Grok share links to clean Markdown
	PrepareProjectForLLMPrompt	Flatten a codebase into a single LLM-ready prompt

In January 2025, I published a 12,000-word analysis arguing that DeepSeek and the economics of AI inference would collide with Nvidia's valuation narrative. Within days, roughly $600 billion in market cap evaporated.

	"Come for the trade, stay for the dazzling 60-minute education on the state of AI."
	"A candidate for the most impactful short research report ever written."
	"Long, excellent... Jeffrey has a rare combination of experience in both computer science and investment analysis."

Selected essays from jeffreyemanuel.com/writing:

• RaptorQ: The Black Magic of Liquid Data — Deep dive into the fountain code that turns any file into an infinite stream of interchangeable packets
• The Short Case for Nvidia Stock — How AI economics, DeepSeek, and GPU supply collide with valuation narratives
• The Most Impressive Prediction of All Time — Pyotr Durnovo's 1914 memo that predicted WWI, its alliances, and the Russian Revolution
• The Lessons of Hermann Grassmann — The self-taught genius who invented linear algebra decades before it was understood
• Factor Risk Models and the Hedge Fund Business — How "smart" risk models distort incentives and create hidden systemic risk
• PPP Loan Fraud: A Data Science Detective Story — Network analysis that could have caught billions in theft
• Making Complex Code Changes with Claude Code — Separating cognition: use agents for plans first, code second
• Some Thoughts on AI Alignment — Why internal alignment fails and AI needs an external criminal justice system

• 🌐 jeffreyemanuel.com — Personal site built with Next.js 16, React Three Fiber, and GSAP. 70 components, 3D WebGL hero, 21 essays, 90+ project showcase.
• 📝 JeffreysPrompts.com — Battle-tested prompts for AI coding agents. Browse, copy, or install as Claude Code skills.
• ⚡ Agent-Flywheel.com — Interactive setup wizard for the complete Flywheel ecosystem
• 🔬 BrennerBot.org — Multi-agent research orchestration using Sydney Brenner's scientific methods
• 🖥️ FrankenTUI.com — Minimal, deterministic terminal UI kernel for Rust TUI applications

• Naval Ravikant called the Nvidia short thesis a "dazzling 60-minute education on the state of AI"
• Matt Levine (Bloomberg) called it "a candidate for the most impactful short research report ever written"
• Simon Willison (creator of Datasette) praised the "rare combination of experience in both computer science and investment analysis"
• Front page of Hacker News (multiple times)
• Featured on Slashdot, the Bankless podcast, and picked up by analysts and fund managers worldwide
• 16,700+ GitHub stars, 1,700+ followers, 60,000+ contributions

• Spent a decade as a long/short equity analyst at hedge funds in New York
• Building with deep learning since 2010, multi-agent systems since 2023
• Consult to PE firms and hedge funds on AI automation strategy
• The Flywheel ecosystem started in October 2025 and each tool accelerates the creation of the next