konjoai

Boot a Konjo session for vectro — vectro — ultra-high-performance embedding compression (INT8, NF4, PQ-96, Binary, HNSW, RQ, VQZ, Rust kernels, optional Mojo SIMD). Produces a Session Brief, runs Discovery, identifies the next sprint. Use at the start of any work session or when invoked with /konjo.

The Konjo Way — full etymology table, seven operating pillars, and mindset principles.

Konjo Code Quality Framework — Three-Wall framework to prevent AI slop. Auto-load when writing tests, reviewing code quality, refactoring, or on quality gate failures.

Retrofit the Konjo Quality Framework onto an existing repo. Use when asked to add konjo quality gates, audit an existing codebase, or run a quality sprint.

Konjo sprint completion checklist. Use when closing out a sprint.

Research agent for vector quantization, embedding compression, HNSW, SIMD optimization. Use when exploring new techniques for vectro.

Retrofit the Konjo Quality Framework onto an existing repo that predates it. Use when asked to add konjo quality gates, improve code quality, audit an existing codebase, or run a quality sprint on any repo. Provides the step-by-step migration plan and triage protocol.

Boot a Konjo session for squish. Produces a Session Brief, runs Discovery, identifies the next sprint.

Konjo sprint completion checklist for squish.

The Konjo Way — full etymology table, seven operating pillars, and mindset principles. Load when discussing Konjo values, principles, brand, or writing Konjo-style documentation.

Konjo Code Quality Framework — all gate definitions, thresholds, tools, and enforcement points. Auto-load when writing tests, reviewing code quality, refactoring, or when quality gate failures are mentioned. Applies the Three-Wall framework to prevent AI slop.

Konjo sprint completion checklist and session handoff template. Use when closing out a sprint or ending a work session, in any consuming repo.

Documents the lopi CLI — a Rust multi-agent orchestrator that runs Claude Code agents concurrently in git-isolated branches. Use when the user asks to run a coding task through lopi, check on running/queued lopi agents, review lopi task history or logs, or interpret lopi's task status/output.

Retrofit the Konjo Quality Framework onto an existing repo that predates it. Use when asked to add konjo quality gates, improve code quality, audit an existing codebase, or run a quality sprint on any repo. Provides the step-by-step migration plan and triage protocol.

Boot a Konjo session for lopi. Produces a Session Brief, runs Discovery, identifies the next sprint. Use at the start of any work session or when invoked with /konjo.

Full lopi project context — complete phase plan, current health metrics, standing rules for agents, crate details. Auto-load when working on lopi sprint planning, architecture decisions, or Phase 5+ work.

Boot a Konjo session for kohaku — kohaku — episodic memory engine (HDC, Rust kernels, PyO3, temporal decay, semantic consolidation, OpenAI-compat middleware). Produces a Session Brief, runs Discovery, identifies the next sprint. Use at the start of any work session or when invoked with /konjo.

The Konjo Way — full etymology table, seven operating pillars, and mindset principles. Load when discussing Konjo values, principles, brand, or writing Konjo-style documentation.

Konjo Code Quality Framework — all gate definitions, thresholds, tools, and enforcement points. Auto-load when writing tests, reviewing code quality, refactoring, or when quality gate failures are mentioned. Applies the Three-Wall framework to prevent AI slop.

Retrofit the Konjo Quality Framework onto an existing repo that predates it. Use when asked to add konjo quality gates, improve code quality, audit an existing codebase, or run a quality sprint on any repo.

Research agent for episodic memory, HDC, associative memory. Use when exploring new techniques, reading papers, or evaluating approaches for kohaku.

Boot a Konjo session for kairu. Produces a Session Brief, runs Discovery, identifies the next sprint. Use at the start of any work session or when invoked with /konjo.

Konjo Code Quality Framework — all gate definitions, thresholds, tools, and enforcement points. Auto-load when writing tests, reviewing code quality, refactoring, or when quality gate failures are mentioned. Applies the Three-Wall framework to prevent AI slop.

Retrofit the Konjo Quality Framework onto an existing repo that predates it. Use when asked to add konjo quality gates, improve code quality, audit an existing codebase, or run a quality sprint on any repo. Provides the step-by-step migration plan and triage protocol.

Konjo sprint completion checklist and session handoff template for kairu. Use when closing out a sprint or ending a work session.

Konjo sprint completion checklist and session handoff template for lopi. Use when closing out a sprint or ending a work session.

Research agent for adversarial ML, robustness evaluation, LoRA fine-tuning. Use when exploring new techniques for toki.

Use at the start of every session to orient yourself in the kyro codebase and load the Konjo quality mindset.

Pre-ship checklist for kyro. Run before opening a PR.

Boot a Konjo session for squash. Produces a Session Brief, runs Discovery, identifies the next sprint.

Konjo sprint completion checklist for squash.