VIBEE Integration & Tools

VIBEE compiler integration, model inference, self-improvement, validation, and server tools.

Note: Some VIBEE tools (improve, improve-all, improve-loop, validate, gguf-chat, metal, prometheus) are available through the VIBEE binary (zig build vibee -- <cmd>) rather than the tri CLI. The tri CLI provides gen, serve, convert, bench, evolve, distributed, and strict directly.

improve

Run the VIBEE self-improvement engine.

Aliases: self-improve

tri improve                             # Show config
tri improve --iterations 5              # Run 5 iterations
tri improve --threshold 95.0            # Set quality threshold
tri improve --dry-run --verbose         # Preview without changes

Options:

Flag	Description
--iterations N	Number of improvement iterations
--threshold F	Quality threshold (0-100)
--dry-run	Preview changes without applying
--verbose	Show detailed output

Uses the vibee-self-improve binary. Cycle: analyze → suggest → patch → regenerate → validate.

improve-all

Full 4-step improvement pipeline.

Aliases: improve_all, fix-all

tri improve-all
tri improve-all --dry-run

Steps:

1. Scan compliance — check for violations and warnings
2. Auto-fix missing specs — run tri strict fix
3. Regenerate warning files — refresh spec timestamps
4. Final verification — confirm all issues resolved

Produces an IMPROVE-ALL REPORT with before/after metrics.

improve-loop

Continuous self-improvement loop with phi-scaled iterations.

Aliases: improve_loop, loop

tri improve-loop [iterations]

Runs analyze → suggest → patch → verify in a continuous loop.

strict

VIBEE-first strict mode enforcement.

Aliases: strict-mode

tri strict enable                       # Activate enforcement
tri strict disable                      # Deactivate
tri strict status                       # Show rules
tri strict check [path]                 # Validate compliance
tri strict fix [--dry-run]              # Auto-generate missing .vibee specs

Protected directories: trinity/output/, generated/ — code in these directories must come from .vibee specifications.

Subcommands

Subcommand	Description
enable	Activate VIBEE-first enforcement
disable	Deactivate strict mode
status	Show current enforcement rules
check [path]	Validate a file or directory for compliance
fix [--dry-run]	Auto-generate missing .vibee specs

validate

Validate .vibee specs or Zig source files.

tri validate [file]
tri validate specs/tri/my_module.vibee
tri validate src/main.zig --strict
tri validate src/main.zig --fix

Options:

Flag	Description
--strict	Enable strict validation
--fix	Auto-fix detected issues

gguf-chat

Chat with a local GGUF model.

tri gguf-chat --model <path.gguf>
tri gguf-chat --model model.gguf --stream

Options:

Flag	Description
--model [path]	Path to GGUF model file
--stream	Enable streaming (typing effect)

metal

Show GPU acceleration status.

tri metal

Displays Metal GPU acceleration status for Apple Silicon.

prometheus

Convert Float32 weights to ternary format.

tri prometheus <file>
tri prometheus model.safetensors
tri prometheus weights.pt --info

Options:

Flag	Description
--info	Show conversion info without converting

Supports safetensors and PyTorch weight formats. Output: .tri ternary format.

tvc-compile

Compile TVC specifications to binary.

Aliases: tvcc

tri tvc-compile <spec>
tri tvc-compile specs/tri/module.vibee --output build/
tri tvc-compile specs/tri/module.vibee --debug

Options:

Flag	Description
--output [path]	Output directory
--debug	Enable debug symbols

competitive-repl

Multilingual competitive programming REPL.

tri competitive-repl
tri competitive-repl --lang en          # English
tri competitive-repl --lang ru          # Russian
tri competitive-repl --lang th          # Thai

kg-server

Start the Knowledge Graph server.

Aliases: kg

tri kg-server
tri kg-server --port 8081
tri kg-server --persist

Options:

Flag	Description
--port N	Server port (default: 8081)
--persist	Enable persistent storage

serve

Start the HTTP API server.

tri serve                               # Default HTTP API server
tri serve --port 8080                   # Custom port
tri serve --self-host                   # Self-hosting dev server v2.1
tri serve --chat --model model.gguf     # Chat server v2.3 with model

Options:

Flag	Description
--port N	Server port (default: 8080)
--chat	Enable chat server mode (v2.3)
--self-host	Enable self-hosting dev server (v2.1)
--model [path]	Path to GGUF model file (for chat mode)

Provides REST API access to VIBEE compiler and inference.

convert

Format conversion between different representations.

tri convert <file>                      # Auto-detect format
tri convert module.wasm --wasm          # Force WASM → TVC conversion
tri convert weights.bin --b2t           # Force Binary → Ternary conversion

Options:

Flag	Description
--wasm	Force WASM → TVC conversion mode
--b2t	Force Binary → Ternary conversion mode

Supports WASM → TVC, Binary → Ternary, and other format conversions.

bench

Run standalone performance benchmarks.

tri bench

Measures compute time, operations per second, and memory usage across core subsystems.

evolve

Evolutionary algorithms for code optimization.

tri evolve                              # Default parameters
tri evolve --dim 10000 --pop 50 --gen 100

Options:

Flag	Default	Description
--dim N	10000	Vector dimension
--pop N	50	Population size
--gen N	100	Number of generations

Uses genetic algorithms with phi-scaled fitness functions.

distributed

Distributed computing and multi-node coordination.

Aliases: dist

# Coordinator node
tri distributed --role coordinator --model model.gguf --peer localhost:9335 --prompt "Hello"

# Worker node
tri distributed --role worker --model model.gguf --layers 0-10 --port 9335

Options:

Flag	Default	Description
--role [role]	—	Node role: coordinator or worker
--model [path]	—	Path to GGUF model file
--layers [range]	—	Layer range (e.g., 0-10, 11-21)
--port N	9335	Worker listen port
--peer [host:port]	—	Worker address (for coordinator)
--prompt [text]	—	Prompt text (for coordinator)
--max-tokens N	20	Maximum tokens to generate

Manages distributed inference across multiple nodes with layer-parallel splitting.

gen

Compile a .vibee specification into code.

tri gen <spec.vibee>
tri gen specs/tri/my_module.vibee

Output locations:

Language	Output Directory
Zig	trinity/output/
Verilog	trinity/output/fpga/

See Core Commands for full gen documentation.