Operations Reference
Complete reference for all 48 Energy Language operations.
Observe
| Command | What it does |
|---|---|
survey <layer> | Map all basins in a layer |
survey-all | Survey every layer |
verify <layer> <seed> | Check if a point is a basin |
energy <layer> <seed> | Measure energy at a point |
probe <layer> [basin_idx] | What tokens does a basin activate? |
landscape <layer> | Full energy map with population bars |
Modify
| Command | What it does |
|---|---|
inject <layer> <seed> [strength] | Create a new attractor |
remove <layer> <seed> [strength] | Destroy an attractor |
move <layer> <seed> [strength] | Relocate an attractor |
strengthen <layer> <seed> [factor] | Deepen an existing basin |
weaken <layer> <seed> [factor] | Make a basin shallower |
Concept
| Command | What it does |
|---|---|
capture <layer> <concept> <text> | Extract what a concept looks like in the model |
inject-concept <layer> <concept> [strength] | Program a captured concept as a new attractor |
remove-concept <layer> <concept> [strength] | Remove a concept from the model |
blend <a> <b> <new> [ratio] | Mix two concepts |
concepts | List all captured concepts |
export-concept <name> <path> | Save concept as portable file |
import-concept <path> | Load concept from file |
Concept Algebra v0.10
| Command | What it does |
|---|---|
similarity <a> <b> | Cosine similarity between two concept centroids |
add <a> <b> <new> | Vector addition: A + B |
subtract <a> <b> <new> | Vector subtraction: what's in A but not B |
analogy <a> <b> <c> <new> | A is to B as C is to ? (king - man + woman = queen) |
compose <names> <weights> <new> | Weighted sum of N concepts |
interpolate <a> <b> [steps] | Measure similarity along A-to-B path |
Consolidation v0.10
| Command | What it does |
|---|---|
consolidate <layer> [str_f] [prune_t] | Strengthen popular basins, prune weak (sleep cycle) |
dream [cycles] | Full sleep: consolidate all layers, multiple passes |
Watermark v0.10
| Command | What it does |
|---|---|
watermark inject <key> [marks] [str] | Embed invisible signature basins |
watermark verify <key> [marks] | Check if model carries your watermark |
watermark strip-test <key> [marks] | Test watermark robustness |
Multi-Model v0.10
| Command | What it does |
|---|---|
compare <other_path> [layer] | Basin overlap: shared, unique-self, unique-other |
transplant <source_path> <layer> <concept> | Copy concept from another model |
Control
| Command | What it does |
|---|---|
load <path> | Load a checkpoint |
apply <layer> | Write modified W to live model |
restore <layer> | Undo modifications to a layer |
restore-all | Restore all layers |
save <path> | Save modified W matrices, concepts, and history |
status | Show which layers are modified |
set <param> <value> | Set parameter (beta, strength, ...) |
info | Show model info |
Causal
| Command | What it does |
|---|---|
causal scan <layer> [threshold] | Discover causal links between basins (systematic knockout) |
causal intervene <layer> <basin> [op] | do(X) — intervene on a basin, measure downstream effects |
causal counterfactual <layer> <basin> [mod] | "What if X was different?" (non-destructive) |
Each basin = a causal node. Surgery = the do-operator. The energy landscape becomes a programmable structural causal model. See the full Causal Programming guide for details.
Safety
| Command | What it does |
|---|---|
guard <type> <value> | Set a guard: max-basins, min-basins, strength-cap, cosine-drift, perplexity-delta |
guards | List all active guards |
diff <layer> | Show W matrix change stats |
benchmark | Measure perplexity impact of surgery |
history | Show operation log with OK/BLOCKED status |
Guards are pre-execution checks. If a guard is violated, the operation does not start — weights are never touched. Override with --force --reason "justification" (logged permanently).
Verify
| Command | What it does |
|---|---|
generate <prompt> | Generate text with current model |
Scripts
Chain operations in .hlm files (one command per line, # for comments):
bash
# make_polite.hlm
load model.pt
capture 5 polite Thank you so much
capture 5 polite I really appreciate it
inject-concept 5 polite 0.1
apply 5
benchmark
generate Tell me about the weather
restore 5Run with: qriton-hlm --script make_polite.hlm
Database Sync v0.9.5
| Python API | What it does |
|---|---|
HLMSync.sync_row(table, row) | Sync one DB row as a named concept basin |
HLMSync.sync_batch(table, rows) | Sync multiple rows |
HLMSync.full_sync_table(table) | Sync all rows from a table |
HLMSync.delete_row(table, row_id) | Remove a row's concept from the landscape |
HLMSync.checkpoint() | Save state to disk |
BasinSurgeon.save_checkpoint(path) | Save W matrices + concepts + history |
BasinSurgeon.load_session(path) | Restore full session state |
See the full Database Sync guide for configuration and usage