Text Generation
Transformers
Safetensors
PEFT
English
Chinese
qwen3_5
image-text-to-text
veriloop
veriloop-coder
code
coding-agent
software-engineering
repository-understanding
tool-use
lora
harness-engineering
evidence-binding
rollback
uncertainty-calibration
long-context
open-weights
conversational
File size: 8,734 Bytes
98746ed | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 | {
"backbone": "/public/wang_libo/veriloop_coder_e1/model",
"dataset_summary": {
"eval_size": 25,
"modes": [
"argument_shaping",
"harness_envelope",
"precondition_gating",
"receipt_and_validation",
"reverse_engineering",
"runtime_session",
"self_check_loop",
"tool_trigger",
"worktree_permission"
],
"tools": [
"apply_patch_bundle",
"browser_search",
"repo_reverse_engineer",
"run_ci_validation",
"self_check_repair_loop"
],
"train_size": 70
},
"excluded_surfaces": [
"(^|\\.)lm_head($|\\.)::Do not retune final token head; too broad and evaluation-heavy.",
"(^|\\.)embed_tokens($|\\.)::Embedding surgery risks broad semantic drift.",
"(^|\\.)norm($|\\.)::Global norm tuning can destabilize calibration across scenes.",
"attnres|attention_residual::Block AttnRes may be mounted structurally but is never a PEFT target.",
"dualpath::DualPath is serving/runtime infrastructure only.",
"mhc|hyper[-_]?connection::mHC-inspired stability hooks remain structural, not PEFT surfaces.",
"rope|rotary::RoPE/context surgery is handled architecturally, not by narrow PEFT here.",
"kvcache|kv_cache::KV-cache runtime surfaces are not PEFT targets.",
"(^|\\.)memory(_store|_bank)?($|\\.)::Persistent memory stores are harness/runtime policy surfaces, not PEFT targets."
],
"notes": [
"Primary route is host-surface-first toolspec probe training, not broad coding SFT.",
"This adapter is allowed to shape runtime protocol obedience, validator alignment, self-check willingness, and reverse-engineering readiness.",
"Backbone attention, MoE router/expert weights, DualPath, Block AttnRes, and mHC remain excluded.",
"Explicit host/runtime bridge leaves default to LoRA-narrow attachment because IA3 feedforward constraints do not fit this custom side-car surface design."
],
"peft_method": "lora_narrow",
"product_line": "veriloop_coder",
"recipe": {
"adapter_family": "runtime_harness",
"backbone": "/public/wang_libo/veriloop_coder_e1/model",
"backbone_family": "qwen_dense",
"excluded_patterns": [
"(?i)\\bdualpath\\b",
"(?i)\\bmhc\\b",
"(?i)\\bfull[_\\- ]?attnres\\b",
"(?i)\\battnres(_full)?\\b",
"(?i)\\brouter\\b",
"(?i)\\bexperts?\\b",
"(?i)\\bmoe\\b.*\\b(gate|router|expert)\\b",
"(?i)\\brope\\b.*\\b(freq|inv_freq|theta|rotary)\\b",
"(?i)\\bkvcache\\b",
"(?i)\\bposition_embedding\\b",
"(?i)\\bembed(tokens|ding)?\\b",
"(?i)\\blm_head\\b"
],
"harness_constraints": [
"Harness Engineering remains the primary convergence layer.",
"Adapter must not bypass runtime orchestrator / validator / rollback loops.",
"Adapter outputs remain subordinate to VeriLoop control-plane decisions.",
"Adapter must not create hidden prompt-style memory authority.",
"Adapter must improve runtime protocol obedience, not free-form style drift.",
"Tool legality, permission discipline, session continuity, and worktree hygiene must remain first-class."
],
"hyperparams": {
"alpha": 0,
"bias": "none",
"dropout": 0.0,
"fan_in_fan_out": false,
"modules_to_save": [],
"r": 0,
"task_type": "CAUSAL_LM"
},
"merge_policy": "side_load",
"metadata": {
"allow_backbone_bridge": false,
"allow_vla_action_expert": false,
"harness_first": true,
"prefer_explicit_heads": true,
"prefer_qlora_for_backbone_bridge": true,
"require_harness_first": true,
"selector_group_count": 2,
"strict_narrow_scope": true,
"toolspec_probe_training": true,
"trainer": "veriloop.toolspec_adapter_trainer.v5.qwen36"
},
"notes": [
"Harness Engineering is primary; PEFT is limited to obedience-facing, interface-facing support surfaces.",
"Backbone bridge tuning disabled explicitly; selector stays on custom surfaces or no-op.",
"Backbone family inferred as qwen_dense.",
"PEFT method resolved as ia3_head_only.",
"Recipe is harness-first: runtime convergence remains in VeriLoop control-plane + harness, not in broad weight surgery.",
"Block AttnRes, DualPath, mHC hooks, RoPE, KV-cache, and broad MoE routing remain structurally excluded."
],
"peft_method": "lora_narrow",
"precision_policy": "auto",
"product_line": "veriloop_coder",
"regression_requirements": [
"Must pass PEFT regression guard structural policy checks.",
"Must not introduce forbidden backbone/serving structural targets.",
"Must preserve harness regression envelope for the selected product line.",
"Runtime protocol obedience must improve or hold.",
"Tool trigger accuracy, permission discipline, and worktree continuity must not regress."
],
"target_groups": [
{
"alpha": 16,
"dropout": 0.05,
"name": "group_1_custom_runtime_harness_bridge",
"rank": 8,
"rationale": "Runtime / harness obedience should attach to explicit interface bridges before any backbone fallback.",
"surface": "custom_runtime_harness_bridge",
"target_modules": [
"failure_signal_bridge.rollback_bridge",
"request_normalizer",
"request_normalizer.adapter",
"rollback_adapter",
"rollback_adapter.head",
"runtime_harness_adapter",
"runtime_harness_adapter.bridge",
"tool_protocol_adapter",
"tool_protocol_adapter.bridge",
"toolspec_bridge",
"toolspec_bridge.adapter",
"toolspec_head",
"toolspec_head.param_schema_adapter",
"toolspec_head.postcondition_adapter",
"toolspec_head.precondition_adapter",
"toolspec_head.receipt_formatter",
"toolspec_head.trigger_gate",
"toolspec_head.validator_gate",
"validator_feedback_loop.rollback_adapter"
]
},
{
"alpha": 8,
"dropout": 0.0,
"name": "group_2_custom_memory_boundary_bridge",
"rank": 4,
"rationale": "Session continuity should bind to boundary-aware memory packet surfaces rather than broad backbone tuning.",
"surface": "custom_memory_boundary_bridge",
"target_modules": [
"episodic_memory",
"episodic_memory.adapter",
"memory_boundary_guard",
"memory_boundary_guard.adapter",
"memory_boundary_guard.rollback_filter",
"session_compactor",
"session_compactor.adapter"
]
}
],
"target_modules": [
"failure_signal_bridge.rollback_bridge",
"request_normalizer",
"request_normalizer.adapter",
"rollback_adapter",
"rollback_adapter.head",
"runtime_harness_adapter",
"runtime_harness_adapter.bridge",
"tool_protocol_adapter",
"tool_protocol_adapter.bridge",
"toolspec_bridge",
"toolspec_bridge.adapter",
"toolspec_head",
"toolspec_head.param_schema_adapter",
"toolspec_head.postcondition_adapter",
"toolspec_head.precondition_adapter",
"toolspec_head.receipt_formatter",
"toolspec_head.trigger_gate",
"toolspec_head.validator_gate",
"validator_feedback_loop.rollback_adapter",
"episodic_memory",
"episodic_memory.adapter",
"memory_boundary_guard",
"memory_boundary_guard.adapter",
"memory_boundary_guard.rollback_filter",
"session_compactor",
"session_compactor.adapter"
],
"version": "veriloop.lora_recipe_veriloop.v2"
},
"selected_surfaces": [
"custom_runtime_harness_bridge",
"custom_validator_bridge",
"custom_memory_boundary_bridge"
],
"selected_target_modules": [
"request_normalizer",
"request_normalizer.adapter",
"runtime_harness_adapter",
"runtime_harness_adapter.bridge",
"tool_protocol_adapter",
"tool_protocol_adapter.bridge",
"toolspec_bridge",
"toolspec_bridge.adapter",
"toolspec_head",
"toolspec_head.param_schema_adapter",
"toolspec_head.postcondition_adapter",
"toolspec_head.precondition_adapter",
"toolspec_head.receipt_formatter",
"toolspec_head.trigger_gate",
"toolspec_head.validator_gate",
"validator_feedback_bridge",
"validator_feedback_bridge.adapter"
],
"selection_mode": "minimal",
"version": "veriloop.toolspec_adapter_trainer.v5.qwen36",
"warnings": [
"Harness Engineering is primary; PEFT is limited to obedience-facing, interface-facing support surfaces.",
"Backbone bridge tuning disabled explicitly; selector stays on custom surfaces or no-op."
]
} |