Exact reproduction of all 7 CL-BPL phases for Gemma3-12B:
- P0: LEK sandwich ethics (400 iters, LR 2e-5)
- P1: Zen composure (300 iters, LR 1e-5)
- P2: LEK sandwich reinforcement (300 iters, LR 1e-5)
- P3: Freeflow multi-source (300 iters, LR 1e-5)
- P4: 1B teacher tension distillation (300 iters, LR 1e-5)
- P5: 1B teacher creative distillation (300 iters, LR 1e-5)
- P6: Golden set graduation (13479 iters, LR 1e-5)
Only model-size differences from 4B: 48GB/12GB Metal limits,
24 LoRA layers (vs 16), 12B base model path.
All phases score at checkpoint cadence via lem-scorer.
Previous wrong 12B models preserved as -no-axioms control group.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- Add backend_mlxlm.go blank import to register mlx-lm subprocess backend
- Select backend from ai.yaml config (metal, mlx_lm, rocm, api)
- Only set Metal cache/memory limits when using metal backend
- Add --no-dedup flag to disable grammar-profile deduplication
(trained models with consistent voice trigger false positives at 0.02)
- Add --context-len flag and context_len config for KV cache sizing
- Pass WithBackend and WithContextLen to go-ml backend loader
Co-Authored-By: Virgil <virgil@lethean.io>
Replace passthrough() + stdlib flag.FlagSet anti-pattern with proper
cobra integration. Every Run* function now takes a typed *Opts struct
and returns error. Flags registered via cli.StringFlag/IntFlag/etc.
Commands participate in Core lifecycle with full cobra flag parsing.
- 6 command groups: gen, score, data, export, infra, mon
- 25 commands converted, 0 passthrough() calls remain
- Delete passthrough() helper from lem.go
- Update export_test.go to use ExportOpts struct
Co-Authored-By: Virgil <virgil@lethean.io>
All imports updated from forge.lthn.ai/core/go/pkg/cli to
forge.lthn.ai/core/cli/pkg/cli. core/cli is now a direct dependency;
core/go becomes indirect.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
ReadScorerOutput error was silently discarded during resume merge,
risking partial data loss on TOCTOU file changes. Also clean up
compare command construction to pass RunE directly to NewCommand.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Adds passthrough() helper with DisableFlagParsing=true so commands
that do their own flag.FlagSet parsing receive flags directly.
Without this, cobra rejects unknown flags like --model.
Also runs go mod tidy — core/go transitively pulls in cobra and
charmbracelet dependencies.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
6 command groups (score, gen, data, export, mon, infra) with 25
commands. All pass through to existing lem.Run* functions via
the Core framework's cli package.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Add cmd/composure-convert tool that chunks public domain philosophical
texts into training conversation pairs:
- consent.jsonl (198 examples) — Wollstonecraft's Vindication
- privacy.jsonl (221 examples) — Thoreau's Walden
- sovereignty.jsonl (56 examples) — Mill's On Liberty
- transparency.jsonl (159 examples) — Aurelius' Meditations
Each example pairs a domain-specific prompt with ~5 paragraphs from
the source text. Metadata, chapter headings, and Gutenberg boilerplate
are filtered out.
Co-Authored-By: Virgil <virgil@lethean.io>
Inspired by BugSETI architecture — system tray with WebView2 windows,
Docker Compose stack (Forgejo + InfluxDB + inference proxy), and
scoring agent integration. Builds as signed native binary on macOS.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
