I18nService now lives in go-i18n as NewCoreService() — any binary can
use it without importing cli. Log convenience functions use go-log
directly. Removed LogService/NewLogService/daemon_cmd wrappers.
Root go.mod: 1 direct forge dep (core/go).
Co-Authored-By: Virgil <virgil@lethean.io>
core/cli is now a pure library (pkg/cli). The binary moves to
cmd/core/ as a separate sub-module with its own go.mod.
Removed from binary: gocmd (→ lint/go-build), service (→ go-process),
session (→ go-session), module (→ go-scm), plugin (→ go-scm).
Removed from framework: go-crypt, workspace, daemon_cmd.
Root go.mod: 1 direct forge dep (core/go). Cross-compiles CGO_ENABLED=0.
Co-Authored-By: Virgil <virgil@lethean.io>
Consistent with cmd/service stopDaemon — polls process directly
instead of PID file removal to avoid PID reuse false positives.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Remove PIDFile, HealthServer, Daemon, DaemonOptions, HealthCheck,
Run, and RunWithTimeout from daemon.go — all now live in go-process.
Retain Mode type (ModeInteractive/ModePipe/ModeDaemon), DetectMode(),
IsTTY(), IsStdinTTY(), and IsStderrTTY() as CLI-specific helpers.
Co-Authored-By: Virgil <virgil@lethean.io>
Provides a reusable daemon CLI command builder that registers
start/stop/status/run subcommands. Consumers (go-ai, ide, etc.)
call AddDaemonCommand(root, config) with a RunForeground callback
for their business logic. Uses go-process for PID file, health
server, and daemon lifecycle management.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Wraps cobra.RangeArgs for parity with ExactArgs, MinimumNArgs,
MaximumNArgs — allows go-devops to drop its direct cobra import.
Co-Authored-By: Virgil <virgil@lethean.io>
Add Int64Flag and DurationFlag to the flag helper set for commands
needing int64 seeds and time.Duration intervals. Remove NewPassthrough
which enabled the anti-pattern of bypassing cobra flag parsing with
stdlib flag.FlagSet.
Co-Authored-By: Virgil <virgil@lethean.io>
Main() now accepts variadic framework.Option args, allowing commands
to register through the Core lifecycle via WithCommands(). This matches
the pattern from core/go and enables LEM and other consumers to use
the same API.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Move pkg/cli from core/go to core/cli. Includes Frame AppShell,
Stream, TaskTracker, Tree, Rich Table. Update imports to v0.0.1
tagged deps and fix openpgp import path for go-crypt split.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- Change module from forge.lthn.ai/core/go to forge.lthn.ai/core/cli
- Remove pkg/ directory (now served from core/go)
- Add require + replace for forge.lthn.ai/core/go => ../go
- Update go.work to include ../go workspace module
- Fix all internal/cmd/* imports: pkg/ refs → forge.lthn.ai/core/go/pkg/
- Rename internal/cmd/sdk package to sdkcmd (avoids conflict with pkg/sdk)
- Remove SDK library files from internal/cmd/sdk/ (now in core/go/pkg/sdk/)
- Remove duplicate RAG helper functions from internal/cmd/rag/
- Remove stale cmd/core-ide/ (now in core/ide repo)
- Update IDE variant to remove core-ide import
- Fix test assertion for new module name
- Run go mod tidy to sync dependencies
core/cli is now a pure CLI application importing core/go for packages.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Claude <developers@lethean.io>
Reviewed-on: #1
Port the standalone lab dashboard (lab.lthn.io) into the core CLI as
pkg/lab/ with collectors, handlers, and HTML templates. The dashboard
monitors machines, Docker containers, Forgejo, HuggingFace models,
training runs, and InfluxDB metrics with SSE live updates.
New command: core lab serve --bind :8080
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Ports all remaining LEM pipeline commands from pkg/lem into core ml,
eliminating the standalone LEM CLI dependency. Each command is split
into reusable business logic (pkg/ml/) and a thin cobra wrapper
(internal/cmd/ml/).
New commands: query, inventory, metrics, ingest, normalize, seed-influx,
consolidate, import-all, approve, publish, coverage.
Adds Path(), Exec(), QueryRowScan() convenience methods to DB type.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Tracks model size at load time and checks Metal active memory after
each generation. If usage exceeds 3× model size, forces double GC
and cache clear as a safety net.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
The Go wrapper was tracking inter-array references via desc.inputs,
creating chains that kept all intermediate arrays alive across requests.
After 3-4 requests, Metal memory grew to 170GB+ and macOS killed the
process.
Fix: remove desc.inputs/numRefs entirely. MLX-C has its own internal
reference counting — when Go GC finalizes an Array wrapper, it calls
mlx_array_free which decrements the C-side refcount. If the C-side
count reaches 0, Metal memory is freed. Go GC + MLX-C refcounting
together handle all lifecycle management correctly.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Go GC cannot see Metal/C memory pressure, so intermediate arrays from
each forward pass accumulated without bound, causing OOM kills after
3-4 requests. Fix: runtime.SetFinalizer on every Array releases C
handles when GC collects them, and runtime.GC() is forced every 4
tokens during generation. Also adds SetMemoryLimit(24GB) as a hard
Metal ceiling.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- Add ClearCache() wrapping mlx_clear_cache
- Clear Metal allocator cache every 8 tokens during generation
- Set 16GB cache limit on backend init
- Prevents GPU memory from growing unbounded during inference
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Gemma 3 tokenizer.json uses [["a","b"],...] format for merges
instead of the ["a b",...] format. Support both.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Supports both multimodal (Gemma3ForConditionalGeneration) and
text-only configs. Resolves weights with language_model. prefix
fallback. Computes head_dim from hidden_size when missing.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Use pure C callback instead of //export to avoid const char* vs
GoString type mismatch in cgo-generated headers.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- Use _axis/_axes variants for softmax, argmax, topk, sum, mean, squeeze,
concatenate, argpartition
- Fix size_t vs int for count parameters throughout
- Fix int64_t strides in as_strided
- Add mlx_optional_int + mode param to quantized_matmul
- Use mlx_array_new() for null arrays (freqs, key, mask, sinks)
- Fix expand_dims to single-axis signature
- Fix compile callback signature (size_t index)
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
CGo wrapper for mlx-c providing zero-Python Metal GPU inference.
Includes Gemma 3 model architecture, BPE tokenizer, KV cache,
composable sampling, and OpenAI-compatible serve command.
Build-tagged (darwin && arm64 && mlx) with stubs for cross-platform.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Port LEM scoring/training pipeline into CoreGo as pkg/ml with:
- Inference abstraction with HTTP, llama-server, and Ollama backends
- 3-tier scoring engine (heuristic, exact, LLM judge)
- Capability and content probes for model evaluation
- GGUF/safetensors format converters, MLX to PEFT adapter conversion
- DuckDB integration for training data pipeline
- InfluxDB metrics for lab dashboard
- Training data export (JSONL + Parquet)
- Expansion generation pipeline with distributed workers
- 10 CLI commands under 'core ml' (score, probe, export, expand, status, gguf, convert, agent, worker)
- 5 MCP tools (ml_generate, ml_score, ml_probe, ml_status, ml_backends)
All 37 ML tests passing. Binary builds at 138MB with all commands.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Move module identity to our own Forgejo instance. All import paths
updated across 434 Go files, sub-module go.mod files, and go.work.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
