apr-cookbook

The umbrella cookbook for the PAIML sovereign AI stack — model bundling, data loading, deployment-as-recipe, and visualization, all in pure Rust.

v6.1.0 (2026-05-05) closes the expand-cookbooks sprint: 44 new recipes covering Claude Code parity (apr code), GPU/CPU oracle bisection, MCP M5 transports, Anthropic Messages API drop-in, end-to-end publish, and 6 sister crates (aprender-{mcp,tsp,shell,monte-carlo,cgp,contracts-macros}). 420 recipes across 34 categories.

v6.0.0 (2026-05-05) consolidated sovereign-ai-cookbook, alimentar examples, and presentar examples into this repository per centralize-cookbooks. Source repositories archived 2026-05-05 (PMAT-070): sovereign-ai-cookbook, alimentar, presentar. The alimentar and presentar Rust crates remain published on crates.io as aprender-data and presentar respectively.

What | Install | Quick Start | Examples | APR v2 | Stack | Docs

---

What is apr-cookbook?

341 executable examples across 25 categories covering the full ML model lifecycle in pure Rust: creation, bundling, format conversion, training, optimization, inference, serving, monitoring, and deployment -- all built on the APR v2 model format with LZ4/ZSTD compression, Int4/Int8 quantization, and Ed25519 signatures.

Every example compiles, runs, and includes unit tests. Device fallback is automatic: GPU -> SIMD -> Scalar.

Table of Contents

• Installation
• Quick Start
• Examples
• APR v2 Format
• Quality
• Sovereign AI Stack
• Live Demos
• Documentation
• License

Installation

git clone https://github.com/paiml/apr-cookbook.git
cd apr-cookbook
cargo build --examples
cargo test --all-features

Requires Rust 1.89+ (rustup update stable).

Quick Start

# Create a model from scratch
cargo run --example create_apr_from_scratch

# Bundle for deployment
cargo run --example bundle_static_model

# Run the full optimization pipeline
cargo run --example optimize_full_pipeline

# List all 341 examples
cargo run --example 2>&1 | head -50

Examples

Category	Count	Description
Analysis	64	Inspect, validate, diff, bench, profile, QA gates, oracle, trace, lint, fingerprint
CLI	36	apr-info, bench, convert, compile, serve, diff, tui, decrypt, diagnose, ptx-map
Optimize	27	LoRA, QLoRA, pruning, distillation, merge (SLERP/TIES/DARE), quantize
Advanced	23	RAG, CI/CD pipeline, A/B experiment, compliance audit, edge anomaly, style transfer
Training	23	Autograd, custom ops, gradient clipping, mixed-precision, curriculum, federated
Format	20	Rosetta convert/chain/verify, batch export, HF import, migration pipeline
Lint	18	AWQ, GBNF, naming rules, DRY sampling, OOM, tool-use, validate-manifest
Inference	16	Speculative decode, KV-cache, streaming tokens, mmap lazy load, ensemble, tool use
GPU	14	FlashAttention, CUDA, Vulkan/Intel Arc, tensor cores, multi-GPU, PTX analysis
Monitoring	12	Explainability, audit trail, cost tracking, drift detection, RAPL energy, memory profiler
Serving	12	HTTP server, A/B testing, canary deploy, rate limiting, selection router
Bundling	9	Static binary, quantized, encrypted, signed, Lambda package
Registry	8	Versioning, lineage, comparison, rollback
Acceleration	7	Autotuner, kernel fusion, mmap, quantized matmul, LZ4/ZSTD bench, cache tiling
Creation	7	Linear regression, decision trees, clustering, neural networks, n-gram LM
SIMD	6	trueno ops, AVX-VNNI Int8, matrix operations, vectorized inference
WASM	6	Browser inference, Web Workers, WebGPU, progressive loading, streaming compilation
API	5	REST inference, streaming, batch, auth middleware, health check
Chat	5	ChatML, LLaMA 2, Mistral, multi-format, injection defense
Conversion	5	SafeTensors, GGUF, ONNX, Phi
Distillation	5	Knowledge transfer, attention transfer, layer matching, self-distillation
Distributed	5	Multi-node inference, sharding, ring-allreduce, pipeline parallel, gossip
Serverless	5	Lambda, cold start optimization, edge functions, containers, warmup
Speech	5	Whisper transcription, streaming ASR, VAD, diarization, multilingual
MCP	3	Stdio server, HTTP server, tool schema advertisement

Total: 341 recipes. Run any example: cargo run --example <name>

Demo-run baseline (2026-04-23): 330 / 341 pass under 10s; the remaining 11 are compute-heavy benchmarks (see docs/specifications/components/quality-gates.md#demo-run-baseline) that require a longer timeout. 0 failures.

Full recipe table

1648 recipes | Build:

Full recipe table (click to expand)

#	Example	Category	Devices	Build
1	acceleration_arithmetic_intensity	acceleration		✅
2	acceleration_autotuner	acceleration		✅
3	acceleration_cache_tiling	acceleration		✅
4	acceleration_compression_benchmark	acceleration		✅
5	acceleration_kernel_dispatch_planner	acceleration		✅
6	acceleration_kernel_fusion	acceleration		✅
7	acceleration_mmap_inference	acceleration		✅
8	acceleration_mmap_per_tensor_diff_bench	acceleration		✅
9	acceleration_moe_rayon_dispatch_bench	acceleration		✅
10	acceleration_quantized_matmul	acceleration		✅
11	acceleration_thread_pool_sizer	acceleration		✅
12	simd_matrix_operations	acceleration		✅
13	ab_experiment	advanced		✅
14	adv_admission_quota_per_tenant	advanced		✅
15	adv_canary_promotion_gate	advanced		✅
16	adv_capability_manifest_validator	advanced		✅
17	adv_chain_of_thought	advanced		✅
18	adv_chunked_prefill	advanced		✅
19	adv_chunked_response_buffer	advanced		✅
20	adv_circuit_breaker	advanced		✅
21	adv_continuous_batching	advanced		✅
22	adv_correlation_id_propagator	advanced		✅
23	adv_idempotency_key	advanced		✅
24	adv_iiur_compliance_scorer	advanced		✅
25	adv_kv_cache_eviction	advanced		✅
26	adv_kv_quantization	advanced		✅
27	adv_long_context_retrieval_split	advanced		✅
28	adv_multimodal_router	advanced		✅
29	adv_payload_size_limit	advanced		✅
30	adv_pipeline_dag	advanced		✅
31	adv_priority_queue_eviction	advanced		✅
32	adv_provenance_chain	advanced		✅
33	adv_quantize_pipeline	advanced		✅
34	adv_quota_token_bucket	advanced		✅
35	adv_recipe_dependency_dag	advanced		✅
36	adv_replica_failover	advanced		✅
37	adv_request_coalescing	advanced		✅
38	adv_request_dedup_cache	advanced		✅
39	adv_request_id_format	advanced		✅
40	adv_request_priority_aging	advanced		✅
41	adv_request_priority_router	advanced		✅
42	adv_response_compression_picker	advanced		✅
43	adv_response_diff_validator	advanced		✅
44	adv_response_redactor	advanced		✅
45	adv_response_schema_match	advanced		✅
46	adv_retry_backoff	advanced		✅
47	adv_safety_classifier_threshold	advanced		✅
48	adv_session_affinity_router	advanced		✅
49	adv_speculative_decode_window	advanced		✅
50	adv_speculative_tree_attention	advanced		✅
51	adv_token_budget	advanced		✅
52	adv_tool_call_validator	advanced		✅
53	adv_warmup_classifier	advanced		✅
54	cicd_model_pipeline	advanced		✅
55	clip_search	advanced		✅
56	code_defect_oracle	advanced		✅
57	compliance_audit	advanced		✅
58	debug_fix_loop	advanced		✅
59	edge_anomaly_detection	advanced		✅
60	embedding_visualization	advanced		✅
61	handwriting_recognition	advanced		✅
62	hierarchical_cache_benchmark	advanced		✅
63	image_classification	advanced		✅
64	model_inspection_scoring	advanced		✅
65	model_showcase	advanced		✅
66	online_training_defect	advanced		✅
67	quantization_quality_tradeoff	advanced		✅
68	rag_pipeline	advanced		✅
69	showcase_gallery	advanced		✅
70	showcase_markdown	advanced		✅
71	spanish_tutor	advanced		✅
72	streaming_sentiment	advanced		✅
73	style_transfer	advanced		✅
74	voice_recognition	advanced		✅
75	wasm_summarizer	advanced		✅
76	analysis_bench	analysis		✅
77	analysis_canary	analysis		✅
78	analysis_check	analysis		✅
79	analysis_compare_hf	analysis		✅
80	analysis_compare_hf_threshold	analysis		✅
81	analysis_contract_algorithm_binding_pattern	analysis		✅
82	analysis_cpu_vs_gpu_parity_gate	analysis		✅
83	analysis_debug	analysis		✅
84	analysis_diff	analysis		✅
85	analysis_eval	analysis		✅
86	analysis_explain	analysis		✅
87	analysis_flow	analysis		✅
88	analysis_hex	analysis		✅
89	analysis_inspect	analysis		✅
90	analysis_json_schema_draft7_meta_validation	analysis		✅
91	analysis_latency_breakdown	analysis		✅
92	analysis_lint	analysis		✅
93	analysis_memory_leak_detector	analysis		✅
94	analysis_model_fingerprint	analysis		✅
95	analysis_oracle	analysis		✅
96	analysis_p99_throughput_gate	analysis		✅
97	analysis_parity	analysis		✅
98	analysis_probar	analysis		✅
99	analysis_profile	analysis		✅
100	analysis_pv_check_parity_authoring	analysis		✅
101	analysis_qa_capability	analysis		✅
102	analysis_qa_gates	analysis		✅
103	analysis_qa_report	analysis		✅
104	analysis_qualify	analysis		✅
105	analysis_slice	analysis		✅
106	analysis_tensors	analysis		✅
107	analysis_tensors_stats	analysis		✅
108	analysis_trace	analysis		✅
109	analysis_tree	analysis		✅
110	analysis_validate	analysis		✅
111	bench_batch_sweep	analysis		✅
112	bench_quantization_compare	analysis		✅
113	canary_regression	analysis		✅
114	canary_rolling_window	analysis		✅
115	check_batch	analysis		✅
116	check_json_report	analysis		✅
117	debug_activation_dist	analysis		✅
118	debug_nan_trace	analysis		✅
119	eval_benchmark_suite	analysis		✅
120	eval_pass_at_k	analysis		✅
121	experiment_ab_test	analysis		✅
122	experiment_multi_seed	analysis		✅
123	explain_error_codes	analysis		✅
124	explain_shape_mismatch	analysis		✅
125	flow_arch_diff	analysis		✅
126	flow_depth_sweep	analysis		✅
127	hex_diff	analysis		✅
128	hex_pattern_search	analysis		✅
129	inspect_layer_params	analysis		✅
130	inspect_quantization_stats	analysis		✅
131	lint_naming_rules	analysis		✅
132	lint_suppression	analysis		✅
133	oracle_classifier	analysis		✅
134	oracle_ensemble_vote	analysis		✅
135	parity_format	analysis		✅
136	parity_quantization	analysis		✅
137	probar_regression_diff	analysis		✅
138	probar_suite_runner	analysis		✅
139	profile_memory_layers	analysis		✅
140	profile_roofline	analysis		✅
141	qualify_remediation	analysis		✅
142	qualify_scorecard	analysis		✅
143	trace_per_op_latency	analysis		✅
144	trace_run_diff	analysis		✅
145	tree_arch_diff	analysis		✅
146	tree_param_rollup	analysis		✅
147	api_admission_control_queue	api		✅
148	api_auth_middleware	api		✅
149	api_batch_inference	api		✅
150	api_call_model_inference	api		✅
151	api_circuit_breaker_state	api		✅
152	api_idempotency_key_dedup	api		✅
153	api_model_health_check	api		✅
154	api_oauth_token_refresh_window	api		✅
155	api_request_id_correlation	api		✅
156	api_request_timeout_classifier	api		✅
157	api_response_cache_ttl	api		✅
158	api_streaming_chunk_size	api		✅
159	api_streaming_inference	api		✅
160	api_token_bucket_rate_limiter	api		✅
161	bundle_apr_lambda_package	bundling		✅
162	bundle_apr_quantized_q4	bundling		✅
163	bundle_apr_signed	bundling		✅
164	bundle_apr_static_binary	bundling		✅
165	bundle_cache_key_deriver	bundling		✅
166	bundle_compression_picker	bundling		✅
167	bundle_compression_ratio_calc	bundling		✅
168	bundle_encrypted_model	bundling		✅
169	bundle_integrity_checksum	bundling		✅
170	bundle_manifest_header_validator	bundling		✅
171	bundle_metadata_versioning	bundling		✅
172	bundle_mmap_offset_calculator	bundling		✅
173	bundle_partial_load	bundling		✅
174	bundle_pre_load_warmup	bundling		✅
175	bundle_quantized_model	bundling		✅
176	bundle_signing_attestation	bundling		✅
177	bundle_signing_chain_builder	bundling		✅
178	bundle_static_model	bundling		✅
179	bundle_streaming_q4k_large_model	bundling		✅
180	bundle_streaming_unpack	bundling		✅
181	bundle_table_of_contents	bundling		✅
182	bundle_tensor_dedup	bundling		✅
183	bundle_zero_copy_handoff	bundling		✅
184	encrypt_kdf_sweep	bundling		✅
185	encrypt_signed	bundling		✅
186	cgp_baseline_diff_classifier	cgp		✅
187	cgp_kernel_metric_aggregator	cgp		✅
188	cgp_proof_status_dispatcher	cgp		✅
189	cgp_regression_detector_baseline_vs_current	cgp		✅
190	cgp_roofline_classify_kernel	cgp		✅
191	cgp_roofline_ridge_point_per_precision	cgp		✅
192	chat_chatml	chat		✅
193	chat_injection_defense	chat		✅
194	chat_llama2	chat		✅
195	chat_mistral	chat		✅
196	chat_multi_format	chat		✅
197	chat_role_state_machine	chat		✅
198	chat_template_renderer	chat		✅
199	chat_token_budget_truncation	chat		✅
200	apr_bench	cli		✅
201	apr_info	cli		✅
202	cli_apr_bench	cli		✅
203	cli_apr_compile	cli		✅
204	cli_apr_convert	cli		✅
205	cli_apr_decrypt	cli		✅
206	cli_apr_diagnose	cli		✅
207	cli_apr_diff	cli		✅
208	cli_apr_info	cli		✅
209	cli_apr_list	cli		✅
210	cli_apr_ptx_map	cli		✅
211	cli_apr_rm	cli		✅
212	cli_apr_runs	cli		✅
213	cli_apr_serve	cli		✅
214	cli_apr_tokenize	cli		✅
215	cli_apr_tui	cli		✅
216	cli_bench_batch_sweep_planner	cli		✅
217	cli_bench_cv_stability_gate	cli		✅
218	cli_bench_h12_throughput_gate	cli		✅
219	cli_bench_percentiles_csv_parser	cli		✅
220	cli_bench_unit_normalizer	cli		✅
221	cli_bench_warmup_iterations_envelope	cli		✅
222	cli_canary_check_verdict	cli		✅
223	cli_canary_create_envelope	cli		✅
224	cli_canary_directory_layout	cli		✅
225	cli_cbtop_ci_threshold_gate	cli		✅
226	cli_cbtop_headless_json_schema	cli		✅
227	cli_cbtop_speculative_decoding_envelope	cli		✅
228	cli_check_json_output_schema	cli		✅
229	cli_check_pipeline_integrity_smoke	cli		✅
230	cli_check_skip_contract_diagnostic	cli		✅
231	cli_compare_hf_offline_safety	cli		✅
232	cli_compare_hf_tensor_filter	cli		✅
233	cli_compare_hf_threshold_gate	cli		✅
234	cli_compile_optimization_flags	cli		✅
235	cli_compile_output_path_resolver	cli		✅
236	cli_compile_target_triple_validator	cli		✅
237	cli_data_balance_strategy_picker	cli		✅
238	cli_data_decontaminate_ngram_overlap	cli		✅
239	cli_data_split_stratified_ratios	cli		✅
240	cli_debug_breakpoint_planner	cli		✅
241	cli_debug_drama_classifier	cli		✅
242	cli_debug_layer_glob_matcher	cli		✅
243	cli_debug_limit_truncator	cli		✅
244	cli_debug_string_extractor	cli		✅
245	cli_debug_tensor_diff_tolerance	cli		✅
246	cli_decrypt_aead_tag_verification	cli		✅
247	cli_decrypt_invocation_envelope	cli		✅
248	cli_decrypt_key_format_validation	cli		✅
249	cli_decrypt_key_rotation_grace	cli		✅
250	cli_decrypt_output_collision_detector	cli		✅
251	cli_decrypt_verify_ordering	cli		✅
252	cli_diagnose_five_whys_chain	cli		✅
253	cli_diagnose_grad_nan_scanner	cli		✅
254	cli_diagnose_jsonl_corpus_validator	cli		✅
255	cli_diagnose_model_size_inference	cli		✅
256	cli_diagnose_param_count_sanity	cli		✅
257	cli_diagnose_weight_histogram_classifier	cli		✅
258	cli_diff_magnitude_classifier	cli		✅
259	cli_diff_shape_compatibility	cli		✅
260	cli_diff_structural_renderer	cli		✅
261	cli_diff_values_aprt_stage	cli		✅
262	cli_distill_ensemble_weighter	cli		✅
263	cli_distill_layer_pairer	cli		✅
264	cli_distill_loss_combiner	cli		✅
265	cli_distill_stage_dispatcher	cli		✅
266	cli_distill_strategy_dispatcher	cli		✅
267	cli_distill_temperature_alpha_band	cli		✅
268	cli_encrypt_aad_envelope	cli		✅
269	cli_encrypt_force_overwrite_policy	cli		✅
270	cli_encrypt_kdf_iterations_validator	cli		✅
271	cli_encrypt_keystream_envelope	cli		✅
272	cli_encrypt_nonce_uniqueness_checker	cli		✅
273	cli_encrypt_passphrase_strength	cli		✅
274	cli_eval_bleu_score_classifier	cli		✅
275	cli_eval_dataset_dispatcher	cli		✅
276	cli_eval_metric_dispatcher	cli		✅
277	cli_eval_pass_at_k_temperature_pairing	cli		✅
278	cli_eval_perplexity_threshold_gate	cli		✅
279	cli_eval_top_k_accuracy_gate	cli		✅
280	cli_experiment_hypothesis_envelope	cli		✅
281	cli_experiment_metric_compare_gate	cli		✅
282	cli_experiment_param_diff_renderer	cli		✅
283	cli_experiment_run_id_collision	cli		✅
284	cli_experiment_view_loss_curve_render	cli		✅
285	cli_experiment_view_run_filter	cli		✅
286	cli_explain_ablation_envelope	cli		✅
287	cli_explain_error_code_lookup	cli		✅
288	cli_explain_ig_steps_validator	cli		✅
289	cli_explain_kernel_dispatch_pipeline	cli		✅
290	cli_explain_proof_status_aggregator	cli		✅
291	cli_explain_saliency_rank_classifier	cli		✅
292	cli_export_batch_csv_planner	cli		✅
293	cli_export_format_allowlist	cli		✅
294	cli_export_opset_compat_matrix	cli		✅
295	cli_export_output_naming_pattern	cli		✅
296	cli_export_plan_mode_envelope	cli		✅
297	cli_export_target_dtype_validator	cli		✅
298	cli_finetune_checkpoint_format_csv	cli		✅
299	cli_finetune_grad_accum_budget	cli		✅
300	cli_finetune_lora_rank_picker	cli		✅
301	cli_finetune_lr_scheduler_picker	cli		✅
302	cli_finetune_merge_mode_envelope	cli		✅
303	cli_finetune_method_picker	cli		✅
304	cli_flow_component_filter	cli		✅
305	cli_flow_dot_renderer	cli		✅
306	cli_flow_layer_aggregation	cli		✅
307	cli_gpu_device_capability_filter	cli		✅
308	cli_gpu_fp8_capability_checker	cli		✅
309	cli_gpu_nccl_strategy_picker	cli		✅
310	cli_gpu_oom_recovery_advisor	cli		✅
311	cli_gpu_peer_access_topology	cli		✅
312	cli_gpu_vram_reservation_planner	cli		✅
313	cli_hex_offset_parser	cli		✅
314	cli_hex_slice_range_parser	cli		✅
315	cli_hex_view_mode_dispatcher	cli		✅
316	cli_import_dtype_coercion_validator	cli		✅
317	cli_import_format_auto_detector	cli		✅
318	cli_import_no_config_inference_risk	cli		✅
319	cli_import_provenance_chain_enforcement	cli		✅
320	cli_import_sharding_plan_validator	cli		✅
321	cli_import_strict_mode_envelope	cli		✅
322	cli_inspect_view_mode_dispatcher	cli		✅
323	cli_inspect_vocab_token_query	cli		✅
324	cli_inspect_weight_stats_aggregator	cli		✅
325	cli_mcp_batch_request_envelope	cli		✅
326	cli_mcp_error_response_codes	cli		✅
327	cli_mcp_jsonrpc_request_validator	cli		✅
328	cli_mcp_resource_uri_scheme	cli		✅
329	cli_mcp_tool_manifest_envelope	cli		✅
330	cli_mcp_transport_dispatcher	cli		✅
331	cli_merge_dare_drop_rate_band	cli		✅
332	cli_merge_signed_conflict_resolver	cli		✅
333	cli_merge_slerp_t_clamp	cli		✅
334	cli_merge_strategy_dispatcher	cli		✅
335	cli_merge_ties_density_gate	cli		✅
336	cli_merge_weights_csv_parser	cli		✅
337	cli_monitor_drift_threshold_gate	cli		✅
338	cli_monitor_format_dispatcher	cli		✅
339	cli_monitor_log_rotation_budget	cli		✅
340	cli_monitor_metrics_envelope	cli		✅
341	cli_monitor_quantile_picker	cli		✅
342	cli_monitor_refresh_throttle	cli		✅
343	cli_ollama_chat_lint_eval_count_consistency	cli		✅
344	cli_ollama_chat_lint_message_content_validation	cli		✅
345	cli_ollama_chat_lint_role_state_machine	cli		✅
346	cli_ollama_embed_dim_validator	cli		✅
347	cli_ollama_model_name_parser	cli		✅
348	cli_ollama_token_rate_gate	cli		✅
349	cli_oracle_compliance_gate	cli		✅
350	cli_oracle_family_introspection	cli		✅
351	cli_oracle_size_constraint_filter	cli		✅
352	cli_parity_assert_mode_exit_codes	cli		✅
353	cli_parity_default_prompt_envelope	cli		✅
354	cli_parity_token_divergence_classifier	cli		✅
355	cli_pipeline_concurrency_limiter	cli		✅
356	cli_pipeline_dag_topological_sort	cli		✅
357	cli_pipeline_retry_policy_envelope	cli		✅
358	cli_pipeline_stage_skip_predicate	cli		✅
359	cli_pipeline_status_state_machine	cli		✅
360	cli_pipeline_validate_manifest_schema	cli		✅
361	cli_pretrain_curriculum_validator	cli		✅
362	cli_pretrain_divergence_guard	cli		✅
363	cli_pretrain_epoch_budget_calc	cli		✅
364	cli_pretrain_grad_clip_threshold	cli		✅
365	cli_pretrain_mode_dispatcher	cli		✅
366	cli_pretrain_run_dir_layout	cli		✅
367	cli_probar_export_envelope	cli		✅
368	cli_probar_golden_diff	cli		✅
369	cli_probar_layer_pattern_filter	cli		✅
370	cli_profile_flame_depth_limit	cli		✅
371	cli_profile_format_dispatcher	cli		✅
372	cli_profile_hot_function_classifier	cli		✅
373	cli_profile_naive_detection_threshold	cli		✅
374	cli_profile_perf_grade_thresholds	cli		✅
375	cli_profile_sampling_rate_budget	cli		✅
376	cli_prune_lottery_ticket_warmup	cli		✅
377	cli_prune_method_validator	cli		✅
378	cli_prune_remove_layers_parser	cli		✅
379	cli_prune_sparsity_ramp_validator	cli		✅
380	cli_prune_target_ratio_band	cli		✅
381	cli_prune_wanda_activation_scorer	cli		✅
382	cli_ptx_kernel_name_parser	cli		✅
383	cli_ptx_map_kernel_filter	cli		✅
384	cli_ptx_map_prefill_vs_decode	cli		✅
385	cli_ptx_map_reverse_lookup	cli		✅
386	cli_ptx_register_pressure_threshold	cli		✅
387	cli_ptx_strict_mode_whitelist	cli		✅
388	cli_publish_dry_run_diff	cli		✅
389	cli_publish_manifest_full	cli		✅
390	cli_publish_parent_chain_termination	cli		✅
391	cli_publish_pipeline_tag_allowlist	cli		✅
392	cli_publish_repo_id_validator	cli		✅
393	cli_pull_alias_resolver	cli		✅
394	cli_pull_dataset_glob_filter	cli		✅
395	cli_pull_revision_pin_resolver	cli		✅
396	cli_qa_assertion_envelope	cli		✅
397	cli_qa_parallel_test_budget	cli		✅
398	cli_qa_regression_delta_classifier	cli		✅
399	cli_qa_safetensors_parity_required	cli		✅
400	cli_qa_tier_aggregator	cli		✅
401	cli_qa_warmup_iteration_budget	cli		✅
402	cli_qualify_skip_list_filter	cli		✅
403	cli_qualify_tier_progression	cli		✅
404	cli_qualify_timeout_budget	cli		✅
405	cli_quantize_batch_csv_planner	cli		✅
406	cli_quantize_calibration_budget	cli		✅
407	cli_quantize_format_compatibility	cli		✅
408	cli_quantize_mixed_precision_selector	cli		✅
409	cli_quantize_scale_zero_point_validator	cli		✅
410	cli_quantize_scheme_size_predictor	cli		✅
411	cli_registry_aliases_collision_detection	cli		✅
412	cli_registry_aliases_json_envelope	cli		✅
413	cli_registry_aliases_yaml_loader	cli		✅
414	cli_registry_lineage_cycle_detector	cli		✅
415	cli_registry_semver_tag_matcher	cli		✅
416	cli_registry_uri_parser	cli		✅
417	cli_rosetta_chain_planner	cli		✅
418	cli_rosetta_compare_inference_envelope	cli		✅
419	cli_rosetta_compare_inference_logit_diff	cli		✅
420	cli_rosetta_compare_inference_temperature_modes	cli		✅
421	cli_rosetta_convert_extension_inference	cli		✅
422	cli_rosetta_convert_external_tokenizer	cli		✅
423	cli_rosetta_convert_quantize_envelope	cli		✅
424	cli_rosetta_diff_tensors_layout_check	cli		✅
425	cli_rosetta_diff_tensors_pad_token_signal	cli		✅
426	cli_rosetta_diff_tensors_value_sampler	cli		✅
427	cli_rosetta_fingerprint_diff_mode	cli		✅
428	cli_rosetta_fingerprint_filter_pattern	cli		✅
429	cli_rosetta_fingerprint_json_envelope	cli		✅
430	cli_rosetta_fingerprint_stats	cli		✅
431	cli_rosetta_inspect_format_detector	cli		✅
432	cli_rosetta_inspect_hexdump_window	cli		✅
433	cli_rosetta_inspect_tensor_table	cli		✅
434	cli_rosetta_round_trip_verify	cli		✅
435	cli_rosetta_validate_stats_per_tensor_report	cli		✅
436	cli_rosetta_validate_stats_reference_or_fingerprints	cli		✅
437	cli_rosetta_validate_stats_threshold_gate	cli		✅
438	cli_runs_diff_two_runs	cli		✅
439	cli_runs_ls_sparkline_renderer	cli		✅
440	cli_runs_show_metric_summary	cli		✅
441	cli_serve_kv_cache_budget	cli		✅
442	cli_serve_max_tokens_cap	cli		✅
443	cli_serve_plan_capacity_estimator	cli		✅
444	cli_serve_run_endpoint_router	cli		✅
445	cli_serve_run_port_validator	cli		✅
446	cli_serve_streaming_chunk_size	cli		✅
447	cli_showcase_runs_floor_enforcement	cli		✅
448	cli_showcase_step_dispatcher	cli		✅
449	cli_showcase_tier_baseline_matrix	cli		✅
450	cli_stamp_preserves_tensor_bytes	cli		✅
451	cli_stamp_provenance_basic	cli		✅
452	cli_stamp_spdx_validation	cli		✅
453	cli_tensors_filter_pattern	cli		✅
454	cli_tensors_limit_truncator	cli		✅
455	cli_tensors_stats_aggregator	cli		✅
456	cli_tokenize_corpus_shard_planner	cli		✅
457	cli_tokenize_hf_import_validation	cli		✅
458	cli_tokenize_plan_estimator	cli		✅
459	cli_trace_diff_mode_envelope	cli		✅
460	cli_trace_save_tensor_layer0	cli		✅
461	cli_trace_save_tensor_layer_range	cli		✅
462	cli_trace_stage_csv_dispatcher	cli		✅
463	cli_train_checkpoint_planner	cli		✅
464	cli_train_early_stop_patience	cli		✅
465	cli_train_halving_round_planner	cli		✅
466	cli_train_lr_finder_validator	cli		✅
467	cli_train_sweep_grid_generator	cli		✅
468	cli_train_watch_restart_policy	cli		✅
469	cli_tui_color_theme_dispatcher	cli		✅
470	cli_tui_keybinding_matcher	cli		✅
471	cli_tui_pager_buffer_planner	cli		✅
472	cli_tui_panel_layout_calculator	cli		✅
473	cli_tui_resize_event_throttle	cli		✅
474	cli_tui_search_filter_predicate	cli		✅
475	cli_tune_budget_compat_matrix	cli		✅
476	cli_tune_scheduler_dispatcher	cli		✅
477	cli_tune_strategy_picker	cli		✅
478	cli_validate_manifest_falsify_envelope	cli		✅
479	cli_validate_manifest_offline_safety	cli		✅
480	cli_validate_manifest_safetensors_dtype	cli		✅
481	cli_validate_manifest_sha256_format	cli		✅
482	cli_validate_min_score_gate	cli		✅
483	cli_validate_quality_score_aggregator	cli		✅
484	cli_validate_strict_warning_promoter	cli		✅
485	compile_ptx	cli		✅
486	compile_size_optimized	cli		✅
487	decrypt_batch	cli		✅
488	decrypt_key_rotation	cli		✅
489	diagnose_hardware	cli		✅
490	diagnose_multi_model	cli		✅
491	diff_quantization	cli		✅
492	diff_topology	cli		✅
493	list_json_export	cli		✅
494	list_size_filter	cli		✅
495	rm_dry_run	cli		✅
496	rm_retention_policy	cli		✅
497	runs_diff	cli		✅
498	runs_filter_sort	cli		✅
499	tokenize_bpe_trace	cli		✅
500	tokenize_compare_vocabs	cli		✅
501	tui_health_dashboard	cli		✅
502	tui_log_tail	cli		✅
503	validate_batch	cli		✅
504	validate_fix_suggestions	cli		✅
505	code_custom_agent_definition	code		✅
506	code_diff_hunk_parser	code		✅
507	code_hook_session_start	code		✅
508	code_indent_normalizer	code		✅
509	code_lint_severity_aggregator	code		✅
510	code_mcp_client_config	code		✅
511	code_skill_discovery	code		✅
512	code_slash_command_extension	code		✅
513	code_subagent_spawn_payload	code		✅
514	code_worktree_isolation_permission_mode	code		✅
515	contracts_macros_alias_resolver	contracts-macros		✅
516	contracts_macros_alphabet_check	contracts-macros		✅
517	contracts_macros_arxiv_citation_lint	contracts-macros		✅
518	contracts_macros_attribute_basic	contracts-macros		✅
519	contracts_macros_attribute_round_trip	contracts-macros		✅
520	contracts_macros_constant_propagation	contracts-macros		✅
521	contracts_macros_coverage_band_check	contracts-macros		✅
522	contracts_macros_dependency_graph	contracts-macros		✅
523	contracts_macros_deprecation_window_audit	contracts-macros		✅
524	contracts_macros_dispatch_fallback	contracts-macros		✅
525	contracts_macros_env_key_convention	contracts-macros		✅
526	contracts_macros_falsification_witness	contracts-macros		✅
527	contracts_macros_field_default_inference	contracts-macros		✅
528	contracts_macros_invariant_atomicity	contracts-macros		✅
529	contracts_macros_invariant_baseline_diff	contracts-macros		✅
530	contracts_macros_invariant_chain	contracts-macros		✅
531	contracts_macros_invariant_compose_chain	contracts-macros		✅
532	contracts_macros_invariant_drift_alert	contracts-macros		✅
533	contracts_macros_invariant_drift_window	contracts-macros		✅
534	contracts_macros_invariant_negated_classify	contracts-macros		✅
535	contracts_macros_invariant_priority_band	contracts-macros		✅
536	contracts_macros_invariant_proof_lang	contracts-macros		✅
537	contracts_macros_invariant_split_check	contracts-macros		✅
538	contracts_macros_invariant_witness_pair	contracts-macros		✅
539	contracts_macros_inverse_postcond	contracts-macros		✅
540	contracts_macros_kani_status	contracts-macros		✅
541	contracts_macros_lean_axiom_audit	contracts-macros		✅
542	contracts_macros_lean_compile_status	contracts-macros		✅
543	contracts_macros_lean_filename	contracts-macros		✅
544	contracts_macros_lemma_reuse_count	contracts-macros		✅
545	contracts_macros_metric_threshold	contracts-macros		✅
546	contracts_macros_module_binding	contracts-macros		✅
547	contracts_macros_multi_equation_dispatch	contracts-macros		✅
548	contracts_macros_no_op_degradation	contracts-macros		✅
549	contracts_macros_obligation_age_audit	contracts-macros		✅
550	contracts_macros_obligation_arity	contracts-macros		✅
551	contracts_macros_obligation_assignee_balance	contracts-macros		✅
552	contracts_macros_obligation_audit_log	contracts-macros		✅
553	contracts_macros_obligation_blame_chain	contracts-macros		✅
554	contracts_macros_obligation_breaking_change_audit	contracts-macros		✅
555	contracts_macros_obligation_chain_audit	contracts-macros		✅
556	contracts_macros_obligation_checksum	contracts-macros		✅
557	contracts_macros_obligation_compose	contracts-macros		✅
558	contracts_macros_obligation_count_audit	contracts-macros		✅
559	contracts_macros_obligation_coverage_pct	contracts-macros		✅
560	contracts_macros_obligation_dedupe	contracts-macros		✅
561	contracts_macros_obligation_diff	contracts-macros		✅
562	contracts_macros_obligation_export_csv	contracts-macros		✅
563	contracts_macros_obligation_history_log	contracts-macros		✅
564	contracts_macros_obligation_join_status	contracts-macros		✅
565	contracts_macros_obligation_lifecycle_state	contracts-macros		✅
566	contracts_macros_obligation_lock_file	contracts-macros		✅
567	contracts_macros_obligation_namespace_collision	contracts-macros		✅
568	contracts_macros_obligation_owner_filter	contracts-macros		✅
569	contracts_macros_obligation_parametric	contracts-macros		✅
570	contracts_macros_obligation_priority_inheritance	contracts-macros		✅
571	contracts_macros_obligation_renaming	contracts-macros		✅
572	contracts_macros_obligation_review_age	contracts-macros		✅
573	contracts_macros_obligation_satisfied_audit	contracts-macros		✅
574	contracts_macros_obligation_severity	contracts-macros		✅
575	contracts_macros_obligation_severity_escalate	contracts-macros		✅
576	contracts_macros_obligation_split_grouping	contracts-macros		✅
577	contracts_macros_obligation_subset_check	contracts-macros		✅
578	contracts_macros_obligation_tag_filter	contracts-macros		✅
579	contracts_macros_obligation_test_traceability	contracts-macros		✅
580	contracts_macros_obligation_type_consistency	contracts-macros		✅
581	contracts_macros_phase_chain	contracts-macros		✅
582	contracts_macros_phase_dag_order	contracts-macros		✅
583	contracts_macros_phase_dependency_check	contracts-macros		✅
584	contracts_macros_pre_post_envelope	contracts-macros		✅
585	contracts_macros_pre_post_partition	contracts-macros		✅
586	contracts_macros_pre_violation_classify	contracts-macros		✅
587	contracts_macros_priority_inversion	contracts-macros		✅
588	contracts_macros_priority_sort	contracts-macros		✅
589	contracts_macros_proof_age_audit	contracts-macros		✅
590	contracts_macros_proof_dependency	contracts-macros		✅
591	contracts_macros_proof_module_index	contracts-macros		✅
592	contracts_macros_proof_obligation_score	contracts-macros		✅
593	contracts_macros_proof_status_transition	contracts-macros		✅
594	contracts_macros_pure_check	contracts-macros		✅
595	contracts_macros_recipe_archive_safe	contracts-macros		✅
596	contracts_macros_recipe_attestation_chain	contracts-macros		✅
597	contracts_macros_recipe_benchmark_envelope	contracts-macros		✅
598	contracts_macros_recipe_breaking_change_log	contracts-macros		✅
599	contracts_macros_recipe_categorize_by_keyword	contracts-macros		✅
600	contracts_macros_recipe_change_log	contracts-macros		✅
601	contracts_macros_recipe_changelog_entry	contracts-macros		✅
602	contracts_macros_recipe_changelog_versi	contracts-macros		✅
603	contracts_macros_recipe_compat_matrix	contracts-macros		✅
604	contracts_macros_recipe_complete_pct	contracts-macros		✅
605	contracts_macros_recipe_decomposition	contracts-macros		✅
606	contracts_macros_recipe_dependency_height	contracts-macros		✅
607	contracts_macros_recipe_dependent_count	contracts-macros		✅
608	contracts_macros_recipe_diff_minimum	contracts-macros		✅
609	contracts_macros_recipe_estimated_complexity	contracts-macros		✅
610	contracts_macros_recipe_freeze_check	contracts-macros		✅
611	contracts_macros_recipe_freshness_window	contracts-macros		✅
612	contracts_macros_recipe_generated_marker	contracts-macros		✅
613	contracts_macros_recipe_hash_consistency	contracts-macros		✅
614	contracts_macros_recipe_id_canon	contracts-macros		✅
615	contracts_macros_recipe_id_format	contracts-macros		✅
616	contracts_macros_recipe_id_uniqueness	contracts-macros		✅
617	contracts_macros_recipe_label_consistency	contracts-macros		✅
618	contracts_macros_recipe_lifecycle	contracts-macros		✅
619	contracts_macros_recipe_link_health	contracts-macros		✅
620	contracts_macros_recipe_locale_consistency	contracts-macros		✅
621	contracts_macros_recipe_meta_audit	contracts-macros		✅
622	contracts_macros_recipe_metadata_min	contracts-macros		✅
623	contracts_macros_recipe_namespace_audit	contracts-macros		✅
624	contracts_macros_recipe_orphan_detector	contracts-macros		✅
625	contracts_macros_recipe_outdated_dep	contracts-macros		✅
626	contracts_macros_recipe_owner_assignment	contracts-macros		✅
627	contracts_macros_recipe_owner_email_valid	contracts-macros		✅
628	contracts_macros_recipe_owner_handoff	contracts-macros		✅
629	contracts_macros_recipe_owner_routing	contracts-macros		✅
630	contracts_macros_recipe_pre_publish_lint	contracts-macros		✅
631	contracts_macros_recipe_priority_classifier	contracts-macros		✅
632	contracts_macros_recipe_priority_decay	contracts-macros		✅
633	contracts_macros_recipe_publish_gate	contracts-macros		✅
634	contracts_macros_recipe_quarantine_audit	contracts-macros		✅
635	contracts_macros_recipe_release_blocker	contracts-macros		✅
636	contracts_macros_recipe_review_round_count	contracts-macros		✅
637	contracts_macros_recipe_reviewer_assign	contracts-macros		✅
638	contracts_macros_recipe_revision_bump	contracts-macros		✅
639	contracts_macros_recipe_risk_score	contracts-macros		✅
640	contracts_macros_recipe_runtime_budget	contracts-macros		✅
641	contracts_macros_recipe_severity_aggregate	contracts-macros		✅
642	contracts_macros_recipe_signature	contracts-macros		✅
643	contracts_macros_recipe_signature_diff	contracts-macros		✅
644	contracts_macros_recipe_signoff_required	contracts-macros		✅
645	contracts_macros_recipe_status_summary	contracts-macros		✅
646	contracts_macros_recipe_tag_consistency	contracts-macros		✅
647	contracts_macros_recipe_tag_taxonomy	contracts-macros		✅
648	contracts_macros_recipe_test_count_audit	contracts-macros		✅
649	contracts_macros_recipe_test_naming	contracts-macros		✅
650	contracts_macros_recipe_test_runtime_audit	contracts-macros		✅
651	contracts_macros_recipe_test_skip_audit	contracts-macros		✅
652	contracts_macros_recipe_ttl_check	contracts-macros		✅
653	contracts_macros_runtime_validator_bridge	contracts-macros		✅
654	contracts_macros_severity_decay_curve	contracts-macros		✅
655	contracts_macros_severity_propagation	contracts-macros		✅
656	contracts_macros_severity_score_normalize	contracts-macros		✅
657	contracts_macros_signature_hash	contracts-macros		✅
658	contracts_macros_spec_drift_audit	contracts-macros		✅
659	contracts_macros_spec_hash_pin	contracts-macros		✅
660	contracts_macros_spec_release_notes	contracts-macros		✅
661	contracts_macros_status_provenance	contracts-macros		✅
662	contracts_macros_tolerance_propagation	contracts-macros		✅
663	contracts_macros_violation_history	contracts-macros		✅
664	contracts_macros_witness_aging_decay	contracts-macros		✅
665	contracts_macros_witness_count_min	contracts-macros		✅
666	contracts_macros_witness_dag_check	contracts-macros		✅
667	contracts_macros_witness_origin_trace	contracts-macros		✅
668	contracts_macros_witness_replay_audit	contracts-macros		✅
669	contracts_macros_yaml_alias_dup_check	contracts-macros		✅
670	contracts_macros_yaml_alias_resolution_depth	contracts-macros		✅
671	contracts_macros_yaml_alias_resolve_chain	contracts-macros		✅
672	contracts_macros_yaml_anchor_alphabetize	contracts-macros		✅
673	contracts_macros_yaml_anchor_chain_depth	contracts-macros		✅
674	contracts_macros_yaml_anchor_cycle	contracts-macros		✅
675	contracts_macros_yaml_anchor_namespace	contracts-macros		✅
676	contracts_macros_yaml_anchor_naming	contracts-macros		✅
677	contracts_macros_yaml_anchor_resolver	contracts-macros		✅
678	contracts_macros_yaml_anchor_unused	contracts-macros		✅
679	contracts_macros_yaml_block_indent_audit	contracts-macros		✅
680	contracts_macros_yaml_block_scalar_audit	contracts-macros		✅
681	contracts_macros_yaml_block_scalar_norm	contracts-macros		✅
682	contracts_macros_yaml_canonical_form	contracts-macros		✅
683	contracts_macros_yaml_collection_size_max	contracts-macros		✅
684	contracts_macros_yaml_comment_density	contracts-macros		✅
685	contracts_macros_yaml_default_field_audit	contracts-macros		✅
686	contracts_macros_yaml_default_value_audit	contracts-macros		✅
687	contracts_macros_yaml_doc_separator_check	contracts-macros		✅
688	contracts_macros_yaml_doc_seq_audit	contracts-macros		✅
689	contracts_macros_yaml_dotted_path_lookup	contracts-macros		✅
690	contracts_macros_yaml_emit_format_check	contracts-macros		✅
691	contracts_macros_yaml_envelope_quote	contracts-macros		✅
692	contracts_macros_yaml_envelope_size_audit	contracts-macros		✅
693	contracts_macros_yaml_explicit_tag_audit	contracts-macros		✅
694	contracts_macros_yaml_field_alphabetize	contracts-macros		✅
695	contracts_macros_yaml_indent_check	contracts-macros		✅
696	contracts_macros_yaml_indent_normalize	contracts-macros		✅
697	contracts_macros_yaml_inline_array_audit	contracts-macros		✅
698	contracts_macros_yaml_kebab_case_audit	contracts-macros		✅
699	contracts_macros_yaml_lint	contracts-macros		✅
700	contracts_macros_yaml_macros_expansion_audit	contracts-macros		✅
701	contracts_macros_yaml_max_nesting_depth	contracts-macros		✅
702	contracts_macros_yaml_path_normalize	contracts-macros		✅
703	contracts_macros_yaml_quote_style_audit	contracts-macros		✅
704	contracts_macros_yaml_quoted_keys_audit	contracts-macros		✅
705	contracts_macros_yaml_required_field_audit	contracts-macros		✅
706	contracts_macros_yaml_required_top_level	contracts-macros		✅
707	contracts_macros_yaml_reserved_word_audit	contracts-macros		✅
708	contracts_macros_yaml_root_node_check	contracts-macros		✅
709	contracts_macros_yaml_schema_diff	contracts-macros		✅
710	contracts_macros_yaml_seq_dedupe	contracts-macros		✅
711	contracts_macros_yaml_seq_padding_norm	contracts-macros		✅
712	contracts_macros_yaml_string_truncate	contracts-macros		✅
713	contracts_macros_yaml_tab_indent_reject	contracts-macros		✅
714	contracts_macros_yaml_unicode_normalize	contracts-macros		✅
715	contracts_macros_yaml_url_validation	contracts-macros		✅
716	conversion_gguf_legacy_quant_fallback	conversion		✅
717	convert_apr_to_gguf	conversion		✅
718	convert_dtype_loss_estimator	conversion		✅
719	convert_dtype_promote	conversion		✅
720	convert_dtype_widener	conversion		✅
721	convert_endianness_swapper	conversion		✅
722	convert_format_version_matrix	conversion		✅
723	convert_gguf_to_apr	conversion		✅
724	convert_layout_transposer	conversion		✅
725	convert_lossy_check	conversion		✅
726	convert_metadata_passthrough	conversion		✅
727	convert_onnx_to_apr	conversion		✅
728	convert_phi_to_apr	conversion		✅
729	convert_quant_calibration	conversion		✅
730	convert_quantization_rescaler	conversion		✅
731	convert_safetensors_header	conversion		✅
732	convert_safetensors_header_to_apr	conversion		✅
733	convert_safetensors_to_apr	conversion		✅
734	convert_sparse_csr_to_dense	conversion		✅
735	convert_tensor_name_remapper	conversion		✅
736	convert_tensor_view_strider	conversion		✅
737	create_apr_decision_tree	creation		✅
738	create_apr_from_scratch	creation		✅
739	create_apr_kmeans_clustering	creation		✅
740	create_apr_linear_regression	creation		✅
741	create_apr_neural_network	creation		✅
742	create_apr_ngram_language_model	creation		✅
743	create_demo_model	creation		✅
744	create_embedding_tying_envelope	creation		✅
745	create_init_scheme_dispatcher	creation		✅
746	create_vocab_size_validator	creation		✅
747	basic_loading	data-loading		✅
748	cli_batch_commands	data-loading		✅
749	data_compression_codec	data-loading		✅
750	data_row_dedup_strategy	data-loading		✅
751	data_sample_quota_balancer	data-loading		✅
752	data_shuffle_seed_validator	data-loading		✅
753	data_streaming_buffer_size	data-loading		✅
754	data_train_val_test_split	data-loading		✅
755	dataloader_batching	data-loading		✅
756	doctest_extraction	data-loading		✅
757	drift_detection	data-loading		✅
758	federated_split	data-loading		✅
759	hub_publishing	data-loading		✅
760	prose_detection	data-loading		✅
761	quality_check	data-loading		✅
762	registry_publish	data-loading		✅
763	repl_commands	data-loading		✅
764	repl_completer	data-loading		✅
765	repl_display_config	data-loading		✅
766	repl_health_status	data-loading		✅
767	repl_session	data-loading		✅
768	streaming_large	data-loading		✅
769	transforms_pipeline	data-loading		✅
770	tui_viewer	data-loading		✅
771	alimentar_ingest	deployment-stacks		✅
772	apr_inference_server	deployment-stacks		✅
773	batuta_agent	deployment-stacks		✅
774	deploy_blue_green_cutover	deployment-stacks		✅
775	deploy_canary_traffic_ramp	deployment-stacks		✅
776	deploy_pod_replica_scheduler	deployment-stacks		✅
777	entrenar_train	deployment-stacks		✅
778	jetson_edge_base	deployment-stacks		✅
779	pacha_registry	deployment-stacks		✅
780	pepita_sandbox	deployment-stacks		✅
781	realizar_serve	deployment-stacks		✅
782	renacer_observability	deployment-stacks		✅
783	repartir_worker	deployment-stacks		✅
784	sovereign_ai_stack	deployment-stacks		✅
785	trueno_db_analytics	deployment-stacks		✅
786	trueno_rag_pipeline	deployment-stacks		✅
787	whisper_apr_asr	deployment-stacks		✅
788	distill_against_contract_v1	distillation		✅
789	distill_attention_head_align	distillation		✅
790	distill_attention_transfer	distillation		✅
791	distill_attention_transfer_loss	distillation		✅
792	distill_block_skip	distillation		✅
793	distill_capacity_match	distillation		✅
794	distill_continual_replay	distillation		✅
795	distill_cross_layer_match	distillation		✅
796	distill_curriculum_difficulty	distillation		✅
797	distill_data_augmentation	distillation		✅
798	distill_dataset_filter	distillation		✅
799	distill_dataset_synth_ratio	distillation		✅
800	distill_dropout_match	distillation		✅
801	distill_grad_accum_picker	distillation		✅
802	distill_grad_clip_picker	distillation		✅
803	distill_intermediate_feature_match	distillation		✅
804	distill_kl_floor	distillation		✅
805	distill_knowledge_transfer	distillation		✅
806	distill_layer_alignment_planner	distillation		✅
807	distill_layer_matching	distillation		✅
808	distill_layer_skip_connection	distillation		✅
809	distill_logit_smoothing	distillation		✅
810	distill_loss_mask_padding	distillation		✅
811	distill_loss_weight_schedule	distillation		✅
812	distill_lr_schedule_match	distillation		✅
813	distill_per_class_temperature	distillation		✅
814	distill_progressive_freeze	distillation		✅
815	distill_quantile_calibration	distillation		✅
816	distill_quantization_aware	distillation		✅
817	distill_response_pruning	distillation		✅
818	distill_self_consistency_filter	distillation		✅
819	distill_self_distill_bootstrap	distillation		✅
820	distill_self_distillation	distillation		✅
821	distill_skill_cluster_router	distillation		✅
822	distill_softlabel_topk	distillation		✅
823	distill_teacher_ensemble	distillation		✅
824	distill_temperature_anneal	distillation		✅
825	distill_temperature_picker	distillation		✅
826	distill_temperature_search_envelope	distillation		✅
827	distill_token_level_kd	distillation		✅
828	distill_token_skipping	distillation		✅
829	distill_warmup_kd_only	distillation		✅
830	distill_white_box_logit_match	distillation		✅
831	distributed_allreduce_strategy	distributed		✅
832	distributed_byzantine_quorum	distributed		✅
833	distributed_collective_overlap	distributed		✅
834	distributed_consistent_hash	distributed		✅
835	distributed_eventual_consistency_window	distributed		✅
836	distributed_failure_recovery	distributed		✅
837	distributed_gossip_protocol	distributed		✅
838	distributed_grad_compression	distributed		✅
839	distributed_inference	distributed		✅
840	distributed_lamport_clock	distributed		✅
841	distributed_model_sharding	distributed		✅
842	distributed_phi_failure_detector	distributed		✅
843	distributed_pipeline_microbatch	distributed		✅
844	distributed_pipeline_parallel	distributed		✅
845	distributed_priority_queue	distributed		✅
846	distributed_ring_allreduce	distributed		✅
847	distributed_ring_chunks	distributed		✅
848	distributed_shard_partition_planner	distributed		✅
849	distributed_split_brain_detector	distributed		✅
850	distributed_zero_copy_rdma	distributed		✅
851	format_alignment_padding	format		✅
852	format_arrow_ipc	format		✅
853	format_avro_schema_resolver	format		✅
854	format_batch_export	format		✅
855	format_bf16_vs_fp16_mantissa	format		✅
856	format_convert_quantize	format		✅
857	format_endianness_detector	format		✅
858	format_export_gguf	format		✅
859	format_export_safetensors	format		✅
860	format_gguf_metadata_key	format		✅
861	format_import_hf	format		✅
862	format_magic_bytes_validator	format		✅
863	format_manifest_tensor_count	format		✅
864	format_migration_pipeline	format		✅
865	format_npy_header	format		✅
866	format_pickle_safety	format		✅
867	format_protobuf_varint	format		✅
868	format_publish	format		✅
869	format_pull_cache	format		✅
870	format_rosetta_chain	format		✅
871	format_rosetta_convert	format		✅
872	format_rosetta_verify	format		✅
873	format_stride_encoder	format		✅
874	format_tensor_name_canonicalizer	format		✅
875	format_version_compat_matrix	format		✅
876	format_zip_eocd	format		✅
877	import_hf_cache	format		✅
878	import_multi_format	format		✅
879	publish_dry_run	format		✅
880	publish_multi_registry	format		✅
881	pull_resume	format		✅
882	pull_verify_decompress	format		✅
883	validate_manifest_happy	format		✅
884	validate_manifest_live_check	format		✅
885	validate_manifest_sha_mismatch	format		✅
886	flash_attention_inference	gpu		✅
887	gpu_async_memcpy_overlap	gpu		✅
888	gpu_capability_detect	gpu		✅
889	gpu_collective_op_picker	gpu		✅
890	gpu_cuda_graph_capture	gpu		✅
891	gpu_cuda_inference	gpu		✅
892	gpu_dynamic_shape_handler	gpu		✅
893	gpu_gqa_group_picker	gpu		✅
894	gpu_kernel_autotune	gpu		✅
895	gpu_kernel_fusion	gpu		✅
896	gpu_kv_cache_paging	gpu		✅
897	gpu_l1_shared_mem_partition	gpu		✅
898	gpu_memory_bandwidth_roofline	gpu		✅
899	gpu_memory_management	gpu		✅
900	gpu_memory_planner	gpu		✅
901	gpu_memory_pool	gpu		✅
902	gpu_multi_gpu_inference	gpu		✅
903	gpu_occupancy_calculator	gpu		✅
904	gpu_pcie_bandwidth_tier	gpu		✅
905	gpu_pcie_p2p_topology	gpu		✅
906	gpu_persistent_kernel	gpu		✅
907	gpu_pinned_memory_pipeline	gpu		✅
908	gpu_ptx_analysis	gpu		✅
909	gpu_register_spill	gpu		✅
910	gpu_shared_mem_bank	gpu		✅
911	gpu_tensor_core_alignment	gpu		✅
912	gpu_tensor_core_optimization	gpu		✅
913	gpu_tensor_parallel_split	gpu		✅
914	gpu_vulkan_inference	gpu		✅
915	gpu_warp_divergence_classifier	gpu		✅
916	gpu_warp_scheduler_dispatch	gpu		✅
917	gpu_warp_size_dispatch	gpu		✅
918	gpu_warp_specialization	gpu		✅
919	ptx_disassembly	gpu		✅
920	ptx_map_hot_regions	gpu		✅
921	ptx_map_sass_to_ptx	gpu		✅
922	ptx_register_usage	gpu		✅
923	adaptive_batch_inference	inference		✅
924	chat_kv_cache	inference		✅
925	chat_multiturn	inference		✅
926	chat_tool_use	inference		✅
927	dynamic_batch_with_sla	inference		✅
928	ensemble_inference	inference		✅
929	inference_apr_run	inference		✅
930	inference_beam_search_width	inference		✅
931	inference_kv_cache_lru	inference		✅
932	inference_mmap_lazy_load	inference		✅
933	inference_qwen3_moe_numerical_parity_smoke	inference		✅
934	inference_run_temperature_sweep	inference		✅
935	inference_top_p_nucleus	inference		✅
936	model_pipeline	inference		✅
937	pipeline_3stage	inference		✅
938	pipeline_resilient	inference		✅
939	quantized_inference_comparison	inference		✅
940	simple_inference	inference		✅
941	speculative_decode	inference		✅
942	streaming_token_generator	inference		✅
943	awq_lint_batch	lint		✅
944	awq_lint_happy	lint		✅
945	awq_lint_violation	lint		✅
946	dry_sampling_lint_happy	lint		✅
947	dry_sampling_lint_pipeline	lint		✅
948	dry_sampling_lint_repetition	lint		✅
949	embeddings_lint_dim_consistency	lint		✅
950	embeddings_lint_happy	lint		✅
951	embeddings_lint_l2_norm_check	lint		✅
952	fp8_lint_capability_gate	lint		✅
953	fp8_lint_happy	lint		✅
954	fp8_lint_saturation_violation	lint		✅
955	gbnf_lint_happy	lint		✅
956	gbnf_lint_malformed	lint		✅
957	gbnf_lint_pipeline	lint		✅
958	gptq_lint_cosine_violation	lint		✅
959	gptq_lint_flag_combinations	lint		✅
960	gptq_lint_happy	lint		✅
961	grad_norm_divergence_run	lint		✅
962	grad_norm_happy	lint		✅
963	grad_norm_spike_detection	lint		✅
964	imatrix_lint_corpus_entropy	lint		✅
965	imatrix_lint_happy	lint		✅
966	imatrix_lint_nan_detection	lint		✅
967	lint_cors_origin_allowlist	lint		✅
968	lint_prompt_pii_redactor	lint		✅
969	lint_schema_drift_detector	lint		✅
970	nf4_lint_codebook_violation	lint		✅
971	nf4_lint_double_quant_parity	lint		✅
972	nf4_lint_happy	lint		✅
973	ollama_chat_lint_happy	lint		✅
974	ollama_chat_lint_schema_violation	lint		✅
975	ollama_chat_lint_stream	lint		✅
976	ollama_tools_lint_allowlist_gate	lint		✅
977	ollama_tools_lint_happy	lint		✅
978	ollama_tools_lint_streaming_ndjson	lint		✅
979	oom_lint_allocation_trace	lint		✅
980	oom_lint_happy	lint		✅
981	oom_lint_missing_breadcrumb	lint		✅
982	registry_quota_lint_atomic_violation	lint		✅
983	registry_quota_lint_happy	lint		✅
984	registry_quota_lint_tenant_overage	lint		✅
985	rm_gc_lint_happy	lint		✅
986	rm_gc_lint_orphan_detection	lint		✅
987	rm_gc_lint_refcount_conservation	lint		✅
988	shared_cache_lint_dedup_audit	lint		✅
989	shared_cache_lint_happy	lint		✅
990	shared_cache_lint_permission_matrix	lint		✅
991	tool_use_lint_happy	lint		✅
992	tool_use_lint_invalid_args	lint		✅
993	tool_use_lint_streaming	lint		✅
994	typical_p_lint_entropy_truncation	lint		✅
995	typical_p_lint_happy	lint		✅
996	typical_p_lint_min_keep_floor	lint		✅
997	unified_search_lint_happy	lint		✅
998	unified_search_lint_offline_consistency	lint		✅
999	unified_search_lint_rrf_recompute	lint		✅
1000	mcp_byte_parity_dispatcher_swap	mcp		✅
1001	mcp_capability_handshake_diff	mcp		✅
1002	mcp_client_simulation	mcp		✅
1003	mcp_embedded_initialize_handshake	mcp		✅
1004	mcp_embedded_protocol_invariants	mcp		✅
1005	mcp_embedded_tools_list_discovery	mcp		✅
1006	mcp_error_code_classifier	mcp		✅
1007	mcp_notification_progress_token	mcp		✅
1008	mcp_request_id_correlator	mcp		✅
1009	mcp_resource_uri_resolver	mcp		✅
1010	mcp_session_lifecycle	mcp		✅
1011	mcp_sse_event_envelope	mcp		✅
1012	mcp_stdio_server	mcp		✅
1013	mcp_tool_discovery	mcp		✅
1014	mcp_tool_signature_validator	mcp		✅
1015	mcp_websocket_frame_envelope	mcp		✅
1016	cbtop_headless	monitoring		✅
1017	cbtop_histogram	monitoring		✅
1018	cbtop_streaming	monitoring		✅
1019	hash_chain_audit	monitoring		✅
1020	inference_cost_tracking	monitoring		✅
1021	inference_explainability	monitoring		✅
1022	latency_histogram	monitoring		✅
1023	model_drift_detection	monitoring		✅
1024	monitor_aggregation_window	monitoring		✅
1025	monitor_aggregation_window_dispatcher	monitoring		✅
1026	monitor_alert_dedup_window	monitoring		✅
1027	monitor_alerting	monitoring		✅
1028	monitor_anomaly_z_score_classifier	monitoring		✅
1029	monitor_cache_hit_rate	monitoring		✅
1030	monitor_canary_metric	monitoring		✅
1031	monitor_capacity_planner	monitoring		✅
1032	monitor_circuit_log_emit	monitoring		✅
1033	monitor_concurrent_inflight	monitoring		✅
1034	monitor_correlated_failures	monitoring		✅
1035	monitor_db_pool_exhaustion	monitoring		✅
1036	monitor_disk_io_pressure	monitoring		✅
1037	monitor_drift_psi	monitoring		✅
1038	monitor_dropped_request_classifier	monitoring		✅
1039	monitor_gpu_thermal_throttle	monitoring		✅
1040	monitor_gradient_norm_alert	monitoring		✅
1041	monitor_health_check_endpoint	monitoring		✅
1042	monitor_inference_cost	monitoring		✅
1043	monitor_ingest_backpressure	monitoring		✅
1044	monitor_log_correlation	monitoring		✅
1045	monitor_log_pii_redact	monitoring		✅
1046	monitor_log_sampling	monitoring		✅
1047	monitor_log_volume_anomaly	monitoring		✅
1048	monitor_metric_cardinality	monitoring		✅
1049	monitor_oom_predict	monitoring		✅
1050	monitor_p50_drift	monitoring		✅
1051	monitor_p99_outlier	monitoring		✅
1052	monitor_packet_loss_rate	monitoring		✅
1053	monitor_percentile_summary	monitoring		✅
1054	monitor_query_pattern	monitoring		✅
1055	monitor_realtime	monitoring		✅
1056	monitor_request_size_histogram	monitoring		✅
1057	monitor_seasonal_decompose	monitoring		✅
1058	monitor_session_drop	monitoring		✅
1059	monitor_sla_uptime_calc	monitoring		✅
1060	monitor_slo_burn_rate	monitoring		✅
1061	monitor_synthetic_probe	monitoring		✅
1062	monitor_thread_pool_saturation	monitoring		✅
1063	monitor_token_throughput	monitoring		✅
1064	monitor_trace_sampling	monitoring		✅
1065	monitoring_energy_estimation	monitoring		✅
1066	monitoring_memory_profiler	monitoring		✅
1067	mc_a_star_path_cost	monte-carlo		✅
1068	mc_antithetic_variance_reduce	monte-carlo		✅
1069	mc_battery_discharge_curve	monte-carlo		✅
1070	mc_bayesian_ab_winrate	monte-carlo		✅
1071	mc_birthday_collision	monte-carlo		✅
1072	mc_blackjack_house_edge	monte-carlo		✅
1073	mc_blockchain_fork_resolve	monte-carlo		✅
1074	mc_bloom_filter_false_positive	monte-carlo		✅
1075	mc_boltzmann_distribution	monte-carlo		✅
1076	mc_bond_percolation_threshold	monte-carlo		✅
1077	mc_bootstrap_resample_mean	monte-carlo		✅
1078	mc_brownian_bridge_path	monte-carlo		✅
1079	mc_brownian_motion_path	monte-carlo		✅
1080	mc_buffon_needle_pi	monte-carlo		✅
1081	mc_burst_buffer_overflow	monte-carlo		✅
1082	mc_business_revenue_forecast	monte-carlo		✅
1083	mc_cache_warmup_curve	monte-carlo		✅
1084	mc_caching_eviction_oldest	monte-carlo		✅
1085	mc_caching_layer_warmup	monte-carlo		✅
1086	mc_calibration_drift	monte-carlo		✅
1087	mc_capacity_planner	monte-carlo		✅
1088	mc_card_shuffle_riffle	monte-carlo		✅
1089	mc_chaos_monkey_failures	monte-carlo		✅
1090	mc_chi_squared_uniformity	monte-carlo		✅
1091	mc_chinese_restaurant_process	monte-carlo		✅
1092	mc_circuit_breaker_recovery	monte-carlo		✅
1093	mc_circuit_open_rate	monte-carlo		✅
1094	mc_circuit_recovery_time	monte-carlo		✅
1095	mc_clock_drift_compensation	monte-carlo		✅
1096	mc_coalescent_tree_sample	monte-carlo		✅
1097	mc_coin_flip_max_streak	monte-carlo		✅
1098	mc_concurrency_collapse	monte-carlo		✅
1099	mc_consensus_quorum_failure	monte-carlo		✅
1100	mc_consensus_round_latency	monte-carlo		✅
1101	mc_control_variate_reduction	monte-carlo		✅
1102	mc_correlated_burst	monte-carlo		✅
1103	mc_correlated_portfolio_var	monte-carlo		✅
1104	mc_count_min_sketch_estimate	monte-carlo		✅
1105	mc_coupon_collector	monte-carlo		✅
1106	mc_data_freshness_lag	monte-carlo		✅
1107	mc_dataset_split_uniformity	monte-carlo		✅
1108	mc_db_lock_wait_time	monte-carlo		✅
1109	mc_decode_branching_path	monte-carlo		✅
1110	mc_deterministic_replay_diverge	monte-carlo		✅
1111	mc_dice_throw_distribution	monte-carlo		✅
1112	mc_disk_failure_raid	monte-carlo		✅
1113	mc_disk_io_queue_depth	monte-carlo		✅
1114	mc_disk_seek_pattern	monte-carlo		✅
1115	mc_distill_label_corruption	monte-carlo		✅
1116	mc_distributed_lock_contention	monte-carlo		✅
1117	mc_dns_resolver_cache	monte-carlo		✅
1118	mc_drop_in_replacement_test	monte-carlo		✅
1119	mc_dropout_dependency	monte-carlo		✅
1120	mc_dropout_resilience	monte-carlo		✅
1121	mc_elementary_ca_rule30	monte-carlo		✅
1122	mc_elephant_walk_memory	monte-carlo		✅
1123	mc_epidemic_sir_model	monte-carlo		✅
1124	mc_eval_split_significance	monte-carlo		✅
1125	mc_event_correlation_window	monte-carlo		✅
1126	mc_eviction_thrashing	monte-carlo		✅
1127	mc_eviction_under_pressure	monte-carlo		✅
1128	mc_exponential_backoff_jitter	monte-carlo		✅
1129	mc_failure_chain_propagation	monte-carlo		✅
1130	mc_firefly_optimization	monte-carlo		✅
1131	mc_forest_fire_spread	monte-carlo		✅
1132	mc_full_shuffle_quality	monte-carlo		✅
1133	mc_galton_board_distribution	monte-carlo		✅
1134	mc_gamblers_ruin	monte-carlo		✅
1135	mc_garbage_collection_pause	monte-carlo		✅
1136	mc_gaussian_kde_estimate	monte-carlo		✅
1137	mc_genetic_algorithm_convergence	monte-carlo		✅
1138	mc_genetic_drift_population	monte-carlo		✅
1139	mc_geo_distance_routing	monte-carlo		✅
1140	mc_geomean_estimate	monte-carlo		✅
1141	mc_german_tank_problem	monte-carlo		✅
1142	mc_gibbs_sampler_bivariate	monte-carlo		✅
1143	mc_grid_walk_2d_diffusion	monte-carlo		✅
1144	mc_hash_collision_birthday	monte-carlo		✅
1145	mc_hawkes_self_exciting_process	monte-carlo		✅
1146	mc_hit_or_miss_integration	monte-carlo		✅
1147	mc_idempotency_collision	monte-carlo		✅
1148	mc_inference_burst_buffer	monte-carlo		✅
1149	mc_inference_jitter	monte-carlo		✅
1150	mc_inference_p99_estimator	monte-carlo		✅
1151	mc_inhomog_poisson_thinning	monte-carlo		✅
1152	mc_inventory_replenishment	monte-carlo		✅
1153	mc_inverse_cdf_sample	monte-carlo		✅
1154	mc_ising_model_2d	monte-carlo		✅
1155	mc_island_model_migration	monte-carlo		✅
1156	mc_jidoka_guard_failure_rate	monte-carlo		✅
1157	mc_jit_amortization	monte-carlo		✅
1158	mc_jitter_buffer_underrun	monte-carlo		✅
1159	mc_jobqueue_completion_time	monte-carlo		✅
1160	mc_kademlia_routing_lookup	monte-carlo		✅
1161	mc_kafka_partition_skew	monte-carlo		✅
1162	mc_kalman_filter_smoothing	monte-carlo		✅
1163	mc_kelly_criterion_bet_size	monte-carlo		✅
1164	mc_knapsack_random	monte-carlo		✅
1165	mc_kv_cache_hit_under_eviction	monte-carlo		✅
1166	mc_kv_eviction_compare	monte-carlo		✅
1167	mc_kv_zipf_hit_rate	monte-carlo		✅
1168	mc_lazy_replication_lag	monte-carlo		✅
1169	mc_levy_flight_step	monte-carlo		✅
1170	mc_load_balancer_least_conn	monte-carlo		✅
1171	mc_load_shed_threshold	monte-carlo		✅
1172	mc_load_test_ramp_up	monte-carlo		✅
1173	mc_loadbalancer_health_check	monte-carlo		✅
1174	mc_log_aggregation_window	monte-carlo		✅
1175	mc_lru_admission_filter	monte-carlo		✅
1176	mc_lru_vs_fifo_eviction	monte-carlo		✅
1177	mc_m_m_1_queue_wait	monte-carlo		✅
1178	mc_markov_text_generator	monte-carlo		✅
1179	mc_metropolis_hastings_target	monte-carlo		✅
1180	mc_mm1_queue_little_law	monte-carlo		✅
1181	mc_monty_hall_problem	monte-carlo		✅
1182	mc_negative_binomial_overdisp	monte-carlo		✅
1183	mc_neural_dropout_inference	monte-carlo		✅
1184	mc_p_value_under_null	monte-carlo		✅
1185	mc_packet_loss_burst_pattern	monte-carlo		✅
1186	mc_pareto_principle_80_20	monte-carlo		✅
1187	mc_password_brute_force_eta	monte-carlo		✅
1188	mc_pi_estimation_buffon	monte-carlo		✅
1189	mc_pipeline_stage_bottleneck	monte-carlo		✅
1190	mc_polya_ballot_problem	monte-carlo		✅
1191	mc_polya_urn_color_balance	monte-carlo		✅
1192	mc_preferential_attachment_growth	monte-carlo		✅
1193	mc_priority_inversion_detect	monte-carlo		✅
1194	mc_priority_queue_aging	monte-carlo		✅
1195	mc_priority_queue_wait	monte-carlo		✅
1196	mc_priority_starvation	monte-carlo		✅
1197	mc_prisoner_box_strategy	monte-carlo		✅
1198	mc_quantization_loss_estimator	monte-carlo		✅
1199	mc_quantized_round_trip	monte-carlo		✅
1200	mc_quorum_read_consistency	monte-carlo		✅
1201	mc_random_binary_tree	monte-carlo		✅
1202	mc_random_forest_voting	monte-carlo		✅
1203	mc_random_graph_connectedness	monte-carlo		✅
1204	mc_random_partition_set	monte-carlo		✅
1205	mc_random_polygon_area	monte-carlo		✅
1206	mc_random_walk_2d_diffusion	monte-carlo		✅
1207	mc_random_walk_drunkard	monte-carlo		✅
1208	mc_rejection_sampling_normal	monte-carlo		✅
1209	mc_replica_failover_time	monte-carlo		✅
1210	mc_replica_lag_distribution	monte-carlo		✅
1211	mc_request_arrival_poisson	monte-carlo		✅
1212	mc_request_coalescing	monte-carlo		✅
1213	mc_request_collision_dedup	monte-carlo		✅
1214	mc_request_lifetime	monte-carlo		✅
1215	mc_request_routing_a_b	monte-carlo		✅
1216	mc_request_signature_verification_throughput	monte-carlo		✅
1217	mc_request_size_log_normal	monte-carlo		✅
1218	mc_request_size_pareto	monte-carlo		✅
1219	mc_reservoir_sample	monte-carlo		✅
1220	mc_resource_contention	monte-carlo		✅
1221	mc_retry_chain_success	monte-carlo		✅
1222	mc_revenue_max_pricing	monte-carlo		✅
1223	mc_rng_period_check	monte-carlo		✅
1224	mc_rumor_spread_dk_model	monte-carlo		✅
1225	mc_safety_stock_planner	monte-carlo		✅
1226	mc_secretary_problem	monte-carlo		✅
1227	mc_secretary_two_choice	monte-carlo		✅
1228	mc_self_avoiding_walk	monte-carlo		✅
1229	mc_session_affinity_routing	monte-carlo		✅
1230	mc_sim_clock_drift_detect	monte-carlo		✅
1231	mc_simulated_annealing_optimum	monte-carlo		✅
1232	mc_simulated_pi_dart	monte-carlo		✅
1233	mc_skewed_load_distribution	monte-carlo		✅
1234	mc_speculative_decode_acceptance	monte-carlo		✅
1235	mc_sphere_volume_estimate	monte-carlo		✅
1236	mc_spinning_wheel_payout	monte-carlo		✅
1237	mc_st_petersburg_paradox	monte-carlo		✅
1238	mc_stock_price_simulation_gbm	monte-carlo		✅
1239	mc_stratified_sampling	monte-carlo		✅
1240	mc_streaming_underflow	monte-carlo		✅
1241	mc_supply_chain_lead_time_jitter	monte-carlo		✅
1242	mc_texas_holdem_pocket_pair	monte-carlo		✅
1243	mc_throttle_token_bucket_fairness	monte-carlo		✅
1244	mc_throughput_concurrency_curve	monte-carlo		✅
1245	mc_token_billing_estimator	monte-carlo		✅
1246	mc_token_compress_ratio	monte-carlo		✅
1247	mc_token_dropout_resilience	monte-carlo		✅
1248	mc_token_pricing_arbitrage	monte-carlo		✅
1249	mc_token_refill_rate_match	monte-carlo		✅
1250	mc_token_streaming_jitter	monte-carlo		✅
1251	mc_token_throughput_sim	monte-carlo		✅
1252	mc_traffic_jam_density	monte-carlo		✅
1253	mc_traffic_light_intersection	monte-carlo		✅
1254	mc_traveling_salesman_random	monte-carlo		✅
1255	mc_tsp_random_search	monte-carlo		✅
1256	mc_two_armed_bandit_thompson	monte-carlo		✅
1257	mc_value_at_risk_historical_vs_parametric	monte-carlo		✅
1258	mc_voronoi_cell_area	monte-carlo		✅
1259	mc_voting_majority_consensus	monte-carlo		✅
1260	mc_walking_meander	monte-carlo		✅
1261	mc_warehouse_pick_path_length	monte-carlo		✅
1262	mc_warm_vs_cold_cache	monte-carlo		✅
1263	mc_warmup_sample_efficiency	monte-carlo		✅
1264	mc_warmup_to_target	monte-carlo		✅
1265	mc_work_steal_scheduler_balance	monte-carlo		✅
1266	mc_zipf_law_word_freq	monte-carlo		✅
1267	mc_zipf_request_distribution	monte-carlo		✅
1268	distill_checkpoint	optimize		✅
1269	distill_ensemble	optimize		✅
1270	distill_progressive	optimize		✅
1271	distill_standard_kl	optimize		✅
1272	finetune_lora	optimize		✅
1273	finetune_merge_adapter	optimize		✅
1274	finetune_plan_vram	optimize		✅
1275	finetune_qlora	optimize		✅
1276	merge_average	optimize		✅
1277	merge_dare	optimize		✅
1278	merge_hierarchical	optimize		✅
1279	merge_slerp	optimize		✅
1280	merge_ties	optimize		✅
1281	merge_weighted	optimize		✅
1282	optimize_adamw_vs_lion_picker	optimize		✅
1283	optimize_full_pipeline	optimize		✅
1284	optimize_micro_batch_grad_accum	optimize		✅
1285	optimize_tune	optimize		✅
1286	optimize_warmup_cosine_lr	optimize		✅
1287	prune_depth	optimize		✅
1288	prune_gradual_schedule	optimize		✅
1289	prune_magnitude	optimize		✅
1290	prune_structured	optimize		✅
1291	prune_wanda	optimize		✅
1292	quantize_4bit	optimize		✅
1293	quantize_fake_qat	optimize		✅
1294	quantize_gptq	optimize		✅
1295	quantize_mixed_precision	optimize		✅
1296	tune_bayesian	optimize		✅
1297	tune_grid_early_stop	optimize		✅
1298	registry_alias_resolver_chain	registry		✅
1299	registry_aliases_diff	registry		✅
1300	registry_aliases_list	registry		✅
1301	registry_aliases_resolve	registry		✅
1302	registry_artifact_size_quota	registry		✅
1303	registry_dependency_resolver	registry		✅
1304	registry_gc_orphans	registry		✅
1305	registry_gc_policy	registry		✅
1306	registry_hash_pin_enforcer	registry		✅
1307	registry_immutable_tag_policy	registry		✅
1308	registry_manifest_schema	registry		✅
1309	registry_metadata_search	registry		✅
1310	registry_model_comparison	registry		✅
1311	registry_model_lineage	registry		✅
1312	registry_model_rollback	registry		✅
1313	registry_model_versioning	registry		✅
1314	registry_oci_index	registry		✅
1315	registry_provenance_attestation	registry		✅
1316	registry_pull_secret_validator	registry		✅
1317	registry_pull_throttle	registry		✅
1318	registry_quota_per_user	registry		✅
1319	registry_register_apr	registry		✅
1320	registry_signature_chain	registry		✅
1321	http_model_server	serve		✅
1322	model_ab_testing	serve		✅
1323	model_canary_deploy	serve		✅
1324	model_rate_limiter	serve		✅
1325	model_selection_router	serve		✅
1326	serve_anthropic_messages_api_drop_in	serve		✅
1327	serve_grpc_stream	serve		✅
1328	serve_plan_hf_dryrun_no_weights	serve		✅
1329	serve_rate_limited	serve		✅
1330	serverless_cold_start_classifier	serverless		✅
1331	serverless_cold_start_optimization	serverless		✅
1332	serverless_concurrency_limit	serverless		✅
1333	serverless_concurrency_validator	serverless		✅
1334	serverless_container_image	serverless		✅
1335	serverless_edge_function	serverless		✅
1336	serverless_image_layer_caching	serverless		✅
1337	serverless_lambda_inference	serverless		✅
1338	serverless_lambda_pricing_matrix	serverless		✅
1339	serverless_model_warmup	serverless		✅
1340	serverless_provisioned_concurrency	serverless		✅
1341	serverless_step_function_router	serverless		✅
1342	serverless_timeout_budget_picker	serverless		✅
1343	serverless_vpc_cold_start	serverless		✅
1344	shell_brace_expander	shell		✅
1345	shell_corpus_from_string	shell		✅
1346	shell_history_parse_zsh	shell		✅
1347	shell_pipe_redirection_parser	shell		✅
1348	shell_quote_state_classifier	shell		✅
1349	shell_trie_prefix_completion	shell		✅
1350	simd_alignment_strategy	simd		✅
1351	simd_alignment_validator	simd		✅
1352	simd_aos_to_soa	simd		✅
1353	simd_auto_vectorization	simd		✅
1354	simd_avx_vnni_int8_inference	simd		✅
1355	simd_count_trailing_zeros_lane	simd		✅
1356	simd_dot_product_lane	simd		✅
1357	simd_fma_fusion_gate	simd		✅
1358	simd_horizontal_max	simd		✅
1359	simd_horizontal_min_lanes	simd		✅
1360	simd_horizontal_reduce_dispatcher	simd		✅
1361	simd_lane_swizzle_validate	simd		✅
1362	simd_loop_carried_dep_detector	simd		✅
1363	simd_mask_lane_predicate	simd		✅
1364	simd_matrix_ops	simd		✅
1365	simd_pop_count_lane	simd		✅
1366	simd_prefetch_distance_picker	simd		✅
1367	simd_quantized_operations	simd		✅
1368	simd_saturating_arithmetic	simd		✅
1369	simd_strided_load	simd		✅
1370	simd_sum_lanes_reduce	simd		✅
1371	simd_unroll_factor_picker	simd		✅
1372	simd_vectorized_inference	simd		✅
1373	simd_zigzag_packer	simd		✅
1374	trueno_simd_ops	simd		✅
1375	speech_audio_format_validator	speech		✅
1376	speech_audio_resampler	speech		✅
1377	speech_chunk_overlap_planner	speech		✅
1378	speech_diarization	speech		✅
1379	speech_diarization_count	speech		✅
1380	speech_language_id_confidence	speech		✅
1381	speech_multilingual	speech		✅
1382	speech_punctuation_restorer	speech		✅
1383	speech_vad	speech		✅
1384	speech_vad_threshold	speech		✅
1385	speech_vad_threshold_classifier	speech		✅
1386	speech_word_timestamp_align	speech		✅
1387	whisper_streaming	speech		✅
1388	whisper_transcribe	speech		✅
1389	autograd_backprop_viz	training		✅
1390	autograd_custom_ops	training		✅
1391	autograd_gradient_clipping	training		✅
1392	checkpoint_resume	training		✅
1393	continuous_train_curriculum	training		✅
1394	continuous_train_federated_simulation	training		✅
1395	continuous_train_incremental	training		✅
1396	continuous_train_online_learning	training		✅
1397	data_preprocessing	training		✅
1398	data_sharded_shuffle	training		✅
1399	data_streaming_tokens	training		✅
1400	entrenar_autograd_training	training		✅
1401	entrenar_eval_metrics	training		✅
1402	few_shot_finetune	training		✅
1403	gradient_accumulation	training		✅
1404	hyperparameter_sweep	training		✅
1405	learning_rate_schedule	training		✅
1406	mixed_precision_training	training		✅
1407	pretrain_checkpoint_resume	training		✅
1408	pretrain_nan_guard	training		✅
1409	pretrain_synthetic_decreasing	training		✅
1410	train_distributed_sim	training		✅
1411	train_grad_accum	training		✅
1412	training_attention_dropout	training		✅
1413	training_curriculum_filter	training		✅
1414	training_eval_cadence	training		✅
1415	training_grad_accum_steps	training		✅
1416	training_grad_clip_norm	training		✅
1417	training_label_smoothing	training		✅
1418	training_long_context_extension	training		✅
1419	training_loss_scaler	training		✅
1420	training_loss_spike_detector	training		✅
1421	training_lr_combo_scheduler	training		✅
1422	training_lr_warmup_decay	training		✅
1423	training_optimizer_state_memory	training		✅
1424	training_pretrain_data_mix	training		✅
1425	training_warmup_steps	training		✅
1426	training_zero3_partitioning	training		✅
1427	tsp_christofides_ratio	tsp		✅
1428	tsp_compare_tabu_vs_genetic	tsp		✅
1429	tsp_distance_matrix_explicit	tsp		✅
1430	tsp_nearest_neighbor	tsp		✅
1431	tsp_solve_with_tabu	tsp		✅
1432	tsp_two_opt_swap_improver	tsp		✅
1433	tui_action_undo_stack	tui		✅
1434	tui_active_indicator_dot	tui		✅
1435	tui_alert_dismiss_state	tui		✅
1436	tui_alphabetical_index_jump	tui		✅
1437	tui_animation_easing_curve	tui		✅
1438	tui_arrow_key_navigation	tui		✅
1439	tui_ascii_histogram_render	tui		✅
1440	tui_aspect_ratio_grid	tui		✅
1441	tui_banner_alert_render	tui		✅
1442	tui_braces_match_highlight	tui		✅
1443	tui_breadcrumb_click_target	tui		✅
1444	tui_breadcrumb_collapse	tui		✅
1445	tui_breadcrumb_path	tui		✅
1446	tui_breadcrumb_search_filter	tui		✅
1447	tui_breadcrumb_separator_style	tui		✅
1448	tui_button_kbd_mnemonic	tui		✅
1449	tui_calendar_grid	tui		✅
1450	tui_carousel_advance_step	tui		✅
1451	tui_chart_axis_ticks	tui		✅
1452	tui_chart_bar_render	tui		✅
1453	tui_chart_legend_swatch	tui		✅
1454	tui_chart_threshold_overlay	tui		✅
1455	tui_clip_to_visible	tui		✅
1456	tui_clipboard_buffer	tui		✅
1457	tui_clipboard_history_circular	tui		✅
1458	tui_clipboard_paste_filter	tui		✅
1459	tui_clipboard_paste_pending	tui		✅
1460	tui_color_contrast_pass	tui		✅
1461	tui_color_palette_quantize	tui		✅
1462	tui_color_scheme_validate	tui		✅
1463	tui_color_swatch_render	tui		✅
1464	tui_column_header_sort_cycle	tui		✅
1465	tui_command_history	tui		✅
1466	tui_command_history_search_pattern	tui		✅
1467	tui_command_line_history_dedupe	tui		✅
1468	tui_command_palette	tui		✅
1469	tui_command_palette_score	tui		✅
1470	tui_context_menu_show	tui		✅
1471	tui_cursor_blink_phase	tui		✅
1472	tui_cursor_shape_phase	tui		✅
1473	tui_date_picker_validate	tui		✅
1474	tui_dialog_button_focus	tui		✅
1475	tui_diff_renderer	tui		✅
1476	tui_diff_three_way_render	tui		✅
1477	tui_diff_word_level	tui		✅
1478	tui_drag_drop_constrain	tui		✅
1479	tui_drawer_slide_compute	tui		✅
1480	tui_dropdown_filter	tui		✅
1481	tui_duration_humanize	tui		✅
1482	tui_emoji_picker_filter	tui		✅
1483	tui_empty_state_render	tui		✅
1484	tui_find_replace_count	tui		✅
1485	tui_focus_ring_traversal	tui		✅
1486	tui_fold_block_collapse	tui		✅
1487	tui_form_field_tab_order	tui		✅
1488	tui_form_layout_grid	tui		✅
1489	tui_form_validation	tui		✅
1490	tui_fps_meter_smooth	tui		✅
1491	tui_gauge_meter_render	tui		✅
1492	tui_gradient_fill_compute	tui		✅
1493	tui_grid_focus_navigation	tui		✅
1494	tui_help_overlay_dismiss	tui		✅
1495	tui_help_panel_state	tui		✅
1496	tui_history_navigation	tui		✅
1497	tui_horizontal_scroll	tui		✅
1498	tui_indent_guides_render	tui		✅
1499	tui_inline_code_render	tui		✅
1500	tui_inline_diff_view	tui		✅
1501	tui_inline_emoji_replace	tui		✅
1502	tui_input_autocomplete	tui		✅
1503	tui_input_buffer	tui		✅
1504	tui_input_history_navigate	tui		✅
1505	tui_input_max_length_indicator	tui		✅
1506	tui_input_validation_state	tui		✅
1507	tui_kbd_chord_render	tui		✅
1508	tui_kbd_shortcuts_render	tui		✅
1509	tui_keybinding_dispatch	tui		✅
1510	tui_keyboard_repeat_rate	tui		✅
1511	tui_keymap_dispatch	tui		✅
1512	tui_keymap_register_chord	tui		✅
1513	tui_layout_constraint_solver	tui		✅
1514	tui_layout_split	tui		✅
1515	tui_line_number_render	tui		✅
1516	tui_live_preview_throttle	tui		✅
1517	tui_loading_dots_animation	tui		✅
1518	tui_loading_skeleton	tui		✅
1519	tui_log_level_filter	tui		✅
1520	tui_log_tail_buffer	tui		✅
1521	tui_marquee_scroll	tui		✅
1522	tui_marquee_speed_control	tui		✅
1523	tui_menu_render_aligned	tui		✅
1524	tui_message_box_align	tui		✅
1525	tui_minilist_filter_render	tui		✅
1526	tui_minimap_render	tui		✅
1527	tui_modal_focus_stack	tui		✅
1528	tui_modal_keymap	tui		✅
1529	tui_modal_slide_transition	tui		✅
1530	tui_notification_toast_queue	tui		✅
1531	tui_overflow_marker_render	tui		✅
1532	tui_overlay_z_order	tui		✅
1533	tui_pane_split_compute	tui		✅
1534	tui_paragraph_wrap	tui		✅
1535	tui_password_input_mask	tui		✅
1536	tui_password_mask	tui		✅
1537	tui_password_strength_meter	tui		✅
1538	tui_pill_badge_render	tui		✅
1539	tui_pixel_art_palette_render	tui		✅
1540	tui_popup_dialog_modal	tui		✅
1541	tui_progress_band_color	tui		✅
1542	tui_progress_estimate_remaining	tui		✅
1543	tui_progress_eta_format	tui		✅
1544	tui_progress_indeterminate	tui		✅
1545	tui_progress_multi_bar	tui		✅
1546	tui_progress_smooth_eta	tui		✅
1547	tui_progress_state	tui		✅
1548	tui_progress_throughput_avg	tui		✅
1549	tui_quote_block_render	tui		✅
1550	tui_radio_group_select	tui		✅
1551	tui_range_slider_validate	tui		✅
1552	tui_resize_constraints	tui		✅
1553	tui_resize_grid_layout	tui		✅
1554	tui_resize_overflow_compact	tui		✅
1555	tui_resize_safe_truncate	tui		✅
1556	tui_resize_split_constraint	tui		✅
1557	tui_scroll_state	tui		✅
1558	tui_search_index_navigate	tui		✅
1559	tui_search_input_box	tui		✅
1560	tui_search_jump_list	tui		✅
1561	tui_search_replace_preview	tui		✅
1562	tui_segmented_control_render	tui		✅
1563	tui_select_box_arrow_nav	tui		✅
1564	tui_select_popup	tui		✅
1565	tui_severity_color	tui		✅
1566	tui_sidebar_toggle_state	tui		✅
1567	tui_smart_indent_continue	tui		✅
1568	tui_smooth_scroll_velocity	tui		✅
1569	tui_sparkline_render	tui		✅
1570	tui_spell_check_underline	tui		✅
1571	tui_spinner_frame	tui		✅
1572	tui_split_button_render	tui		✅
1573	tui_split_pane_resize	tui		✅
1574	tui_status_bar_compose	tui		✅
1575	tui_status_dot_indicator	tui		✅
1576	tui_status_history_compact	tui		✅
1577	tui_status_pulse_dot	tui		✅
1578	tui_sticky_header_pin	tui		✅
1579	tui_syntax_token_classify	tui		✅
1580	tui_tabbed_view_switch	tui		✅
1581	tui_table_cell_render	tui		✅
1582	tui_table_column_resize	tui		✅
1583	tui_table_pager	tui		✅
1584	tui_table_pagination_indicator	tui		✅
1585	tui_table_sort_indicator	tui		✅
1586	tui_table_zebra_stripe	tui		✅
1587	tui_tag_chip_render	tui		✅
1588	tui_tag_cloud_size_compute	tui		✅
1589	tui_task_status_check	tui		✅
1590	tui_terminal_bell_throttle	tui		✅
1591	tui_text_alignment	tui		✅
1592	tui_text_search_highlight	tui		✅
1593	tui_text_search_match_count	tui		✅
1594	tui_theme_switch_apply	tui		✅
1595	tui_toast_notification_render	tui		✅
1596	tui_toolbar_btn_overflow	tui		✅
1597	tui_tooltip_show_delay	tui		✅
1598	tui_trailing_ws_highlight	tui		✅
1599	tui_tree_view_collapse	tui		✅
1600	tui_truncate_ellipsis	tui		✅
1601	tui_truncate_path_with_dots	tui		✅
1602	tui_typeahead_completion	tui		✅
1603	tui_undo_redo_stack	tui		✅
1604	tui_unicode_emoji_width	tui		✅
1605	tui_widget_focus_chain	tui		✅
1606	tui_window_layout_anchor	tui		✅
1607	tui_word_count_status	tui		✅
1608	tui_word_wrap	tui		✅
1609	tui_wrap_strategy_compute	tui		✅
1610	load_visualization	visualization		✅
1611	viz_axis_scale_classifier	visualization		✅
1612	viz_color_palette_picker	visualization		✅
1613	viz_legend_placement_optimizer	visualization		✅
1614	wasm_atomic_wait_timeout	wasm		✅
1615	wasm_browser_compat_matrix	wasm		✅
1616	wasm_browser_inference	wasm		✅
1617	wasm_capability_check	wasm		✅
1618	wasm_component_export	wasm		✅
1619	wasm_custom_section_emit	wasm		✅
1620	wasm_data_segment_overlap	wasm		✅
1621	wasm_export_section_size	wasm		✅
1622	wasm_export_table_validator	wasm		✅
1623	wasm_features_compat_check	wasm		✅
1624	wasm_function_table_growth	wasm		✅
1625	wasm_globals_section	wasm		✅
1626	wasm_import_count_budget	wasm		✅
1627	wasm_imported_function_count	wasm		✅
1628	wasm_magic_bytes_check	wasm		✅
1629	wasm_memory_grow_step	wasm		✅
1630	wasm_memory_growth_policy	wasm		✅
1631	wasm_memory_growth_strategy	wasm		✅
1632	wasm_model_loader	wasm		✅
1633	wasm_module_cache_strategy	wasm		✅
1634	wasm_module_size_budget	wasm		✅
1635	wasm_name_section_validate	wasm		✅
1636	wasm_progressive_loading	wasm		✅
1637	wasm_relaxed_simd	wasm		✅
1638	wasm_simd128_dispatch	wasm		✅
1639	wasm_simd_lane_dispatcher	wasm		✅
1640	wasm_start_section_validate	wasm		✅
1641	wasm_streaming_compilation	wasm		✅
1642	wasm_table_index_resolver	wasm		✅
1643	wasm_table_max_size_check	wasm		✅
1644	wasm_tail_call_dispatch	wasm		✅
1645	wasm_threads_atomics_gate	wasm		✅
1646	wasm_wasi_capability_grant	wasm		✅
1647	wasm_web_worker	wasm		✅
1648	wasm_webgpu_acceleration	wasm		✅

APR v2 Format

Feature	Spec
Compression	LZ4 (3+ GB/s) / ZSTD
Quantization	FP32, FP16, Int8, Int4
Signatures	Ed25519
Tensor Index	Binary, O(1) lookup
Zero-Copy	Full mmap support

use apr_cookbook::prelude::*;

let bundle = ModelBundleV2::new()
    .with_name("my-model")
    .with_compression(Compression::Lz4)
    .with_quantization(Quantization::Int8)
    .add_tensor("weights", vec![768, 768], weight_bytes)
    .build();

assert_eq!(&bundle[0..4], b"APR2");

Quality

cargo fmt --check
cargo clippy --all-targets -- -D warnings
cargo test --all-features

Every example includes a doc header with QA checklist, uses RecipeContext for isolation, and contains 8-15 unit tests.

Provable-contract scoreboard (pv score --binding contracts/binding.yaml)

Metric	Value	Grade
Codebase (simple mean)	0.92	A
PVScore (10-dim composite)	94.8	A
Mean per-contract	0.89	B
Binding coverage	76%	—
Proof depth (Kani + Lean)	0.92	—
Drift	1.00	—

Per-contract breakdown (11 contracts, 2026-04-23): recipe-iiur 0.96 (A), whisper-wer 0.94 (A), docs-schema 0.93 (A), cli-parity 0.90 (A), int4-quantization 0.90 (A), apr-format-roundtrip 0.90 (A), mmap-inference 0.84 (B), lz4-decompression 0.83 (B), flash-attention 0.81 (B), aes256-gcm-decrypt 0.79 (B), avx512-matmul 0.79 (B). No Grade C contracts remain.

Formal verification

• 23/39 Lean 4 theorems proved — structural invariants, WER non-negativity, tensor round-trip preservation. Runtime/hardware claims (latency, throughput, crypto correctness) remain := by sorry honestly. See lean/ProvableContracts/ + make lean-build.
• 39/39 Kani harnesses — #[kani::proof] for every contract obligation, strategies: exhaustive | bounded_int | compositional | stub_float. See kani/src/lib.rs.
• 11/11 contract YAMLs validate — cargo test --test contracts enforces parse + schema in-process via provable_contracts::schema.

Sovereign AI Stack

All stack crates are consolidated in the APR-MONO workspace at v0.31.2. Cargo package names differ from Rust lib names — the monorepo preserved historical lib idents for source compatibility.

Cargo package	Rust lib	Version	Role
aprender-core	aprender	0.31.2	APR v2 format, LZ4/ZSTD compression, Int4/Int8 quantization
aprender-compute	trueno	0.31.2	SIMD/GPU tensor operations (AVX-512/NEON/wgpu)
aprender-train	entrenar	0.31.2	Autograd, LoRA/QLoRA, model merge, distillation
aprender-contracts	provable_contracts	0.31.2	YAML contract validation (dev-dep, in-process)

Live Demos

Demo	Link
Monte Carlo S&P 500	Launch
Shell ML Autocomplete	Launch

Documentation

• The APR Cookbook -- mdBook source (build with mdbook serve book/)
• Specification -- Unified spec with component docs
• API Reference -- module-level API overview

Usage

# Run any example by name
cargo run --example create_apr_from_scratch
cargo run --example optimize_full_pipeline
cargo run --example analysis_inspect

# Build all examples
cargo build --examples

# Run tests
cargo test --all-features

# With encryption feature
cargo run --example bundle_encrypted_model --features encryption

Contributing

1. Fork and clone the repository
2. Create examples following IIUR principles (see docs/specifications/components/principles.md)
3. Ensure cargo clippy --all-targets -- -D warnings passes
4. Ensure cargo test --all-features passes
5. Every recipe file must be under 500 lines; split into main.rs + types.rs + helpers.rs if needed

License

MIT