The paid harness for AI-Suplex 777

The harness that compounds.

777 gives you the memory layer. Ultra gives you the engine that turns memory into advantage: the Gauntlet, Graph RAG retrieval, and the pipeline that scores every lesson and promotes the stable ones.

“7-7-7 is the library. Ultra is the OS that runs it.”

Request early access Get the free library

Your knowledge is a library. Nothing runs it.

Note-taking tools store what you know, but almost nothing runs it. Ultra is the layer that loads your context, executes the work, and writes back what it learned.

What the harness runs

Memory kernel (3lm)

Running now

A three-layer memory — episodic, semantic, procedural — plus the 3lm CLI that promotes lessons into durable knowledge.

Knowledge graph + Graph RAG

Running now

A SQLite graph of entities and relationships, with retrieval for context and the connections you forgot.

Vault index

Running now

The vault documents itself: an always-current index generated from your own notes.

The Gauntlet

Running now

Execution as a boss battle: a tasklist becomes a scored, play-by-play run with progress and outcomes.

Mission Control

Running now

One operating surface across five layers — command, approval, visibility, memory, operations. File-first, no database required.

File Modality Bridge (convert.js)

In development

Turn any file — PDF, slide deck, screenshot or video — into a vault artifact.

Also in development: the Mission Control web cockpit, an outreach entity for tracking pipeline, and vault periods.

Execution Engine

The Gauntlet in execution

Ordinary task managers let to-do lists go stale. The Gauntlet treats every focused session as a scored execution run, designating friction points as hurdles to clear and logging outcomes straight into memory.

The Gauntlet — Runtime Execution Run ╔═════════════════════════════════════════════════════════════════════════════╗ ║ MISSION: PRODUCTION GAUNTLET RUN ║ ║ Tasks: 4 queued | Mode: Scored Execution | Context: Pre-loaded via 3lm ║ ╚═════════════════════════════════════════════════════════════════════════════╝ Task T001 ──▶ Battle cleared ──▶ Artifact captured in Markdown Task T002 ──▶ Battle cleared ──▶ Lesson logged & scored Task T003 ──▶ SUB BOSS (Designated highest friction task) │ ▼ ╔═════════════════════════════════════════════════════════════════════════════╗ ║ SUB BOSS DEFEATED ║ ║ Task T003 Complete | Durable pattern identified ║ ╚═════════════════════════════════════════════════════════════════════════════╝ Task T004 ──▶ FINAL BOSS (Capstone milestone) │ ▼ ╔═════════════════════════════════════════════════════════════════════════════╗ ║ FINAL BOSS OBLITERATED ║ ║ Status: ALL CHAMBERS CLEARED ║ ║ Session report generated | Promoted to knowledge graph ║ ╚═════════════════════════════════════════════════════════════════════════════╝

Play-by-play scoring

Every execution item is tracked with measurable friction ratings and completion checkpoints rather than passive checkboxes.

Sub Boss & Final Boss framing

Your highest-friction challenge is targeted as the Sub Boss, and the closing milestone becomes the Final Boss that triggers an automated post-run debrief.

Session-end debrief

Captures artifacts, decisions, and friction points immediately upon cycle completion for direct promotion into procedural guides.

Customizable mission profiles

Configurable for coding marathons, system audits, research syntheses, or release pipelines.

Intelligence Layer

Knowledge Graph and Graph RAG

Standard vector retrieval only returns text chunks with matching keywords. Graph RAG builds a SQLite entity-relationship model across your entire vault, retrieving context along typed links you would otherwise overlook.

Graph RAG — Insight Resonance & Relationship Query Query: "What patterns connect recent work across projects?" [Session A] ──produced──▶ Artifact (Pricing Model) │ │ │ inspired_by ▼ ▼ [Insight A] (Operations) ◀── [Session D] (WQR Commerce) │ └──supports──▶ [Artifact: Unified Engine Blueprint] Result: Discovered 3 recurring friction points in async queue handling across separate repositories. Typed edges resolved: relates_to, supersedes, references, implements, contains.

Insight Resonance

Connects scattered insights across weeks of work to surface overarching trends that keyword search cannot detect.

Opportunity Mapper

Cross-references delivered work with past templates to surface reusable modules and recurring patterns across repositories.

Local-first SQLite

Zero external vector DB dependencies, zero API costs for indexing, and full offline resilience on your local disk.

Self-Improving Cycle

The compounding memory loop

How Ultra ensures that every task completed makes tomorrow's work faster. A closed-loop protocol from context injection to durable knowledge promotion.

3lm start → Execute → 3lm end → 3lm learn → 3lm promote → vault-index

Episodic capture: 3lm end files what happened in the session, establishing an immutable audit trail of decisions and outcomes.
Scored lessons: 3lm learn extracts tactical observations and assigns confidence scores to each takeaway.
Promoted knowledge: 3lm promote --min 70 graduates tested lessons into semantic principles and procedural runbooks.
Self-documenting indexing: vault-index and knowledge-graph re-index all nodes so that future sessions inject proven guidelines automatically.

Open core, stated plainly

AI-Suplex 777 — free library

The memory layer, the 3lm CLI, the knowledge graph, the vault index. Open source. Yours to run.

AI-Suplex Ultra — paid harness

The Gauntlet, Graph RAG retrieval, the weekly promotion pipeline, Mission Control. The engine that runs the library.

Capability	AI-Suplex 777 (Free)	AI-Suplex Ultra (Paid Harness)
Three-layer memory stack	Yes (Episodic, Semantic, Procedural)	Yes (Auto-managed & scheduled)
3lm command line interface	Manual CLI commands	Orchestrated pipeline execution
Vault index engine	Manual scans (vault-index)	Continuous auto-indexing
The Gauntlet (Boss battle execution)	No	Included (Play-by-play scored runs)
Graph RAG retrieval & resonance	Raw SQLite queries	Included (Entity traversal & discovery)
Mission Control operating surface	No	Included (5-layer command surface)
Weekly promotion pipeline	Manual triage	Automated scoring & promotion

777 stays free. Ultra is where the compounding happens.

Built on real work

This stack runs a real software business daily — this company's own site and its WhatsApp commerce product.

Give your library an operating system.

Request early access or start with the free core