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Model: reaperdoesntknow/DualMind-TKD-Agentic-1.7B
Source: Original Platform

README.md

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+---
+language:
+- en
+library_name: transformers
+pipeline_tag: text-generation
+license: other
+base_model:
+- Qwen/Qwen3-1.7B
+datasets:
+- 0xZee/dataset-CoT-Advanced-Calculus-268
+- NousResearch/hermes-function-calling-v1
+tags:
+- transformers
+- qwen3
+- text-generation
+- conversational
+- agentic
+- function-calling
+- tool-use
+- knowledge-distillation
+- topology-guided-distillation
+- lora-merged
+- mathematics
+- disc
+- dualmind
+- convergent-intelligence
+---
+
+# DualMind TKD Agentic 1.7B
+
+DualMind TKD Agentic 1.7B is a two-stage derivative of
+`Qwen/Qwen3-1.7B`.
+
+It combines topology-guided mathematical knowledge distillation with
+assistant-masked agentic and function-calling specialization.
+
+## Training lineage
+
+### Stage 1: topology-guided knowledge distillation
+
+- Student: `Qwen/Qwen3-1.7B`
+- Teacher: `Qwen/Qwen3-8B`
+- Dataset: `0xZee/dataset-CoT-Advanced-Calculus-268`
+- Training scope: full-model fine-tuning
+- Objective: supervised cross-entropy plus sparse top-k-and-tail
+  teacher distillation
+- Structural signals: teacher distribution discrepancy, transition
+  topology, gap-energy diagnostics, and phase-weighted
+  Explore/Examine/Response supervision
+
+Stage 1 was designed to transfer mathematical reasoning behavior while
+placing additional learning pressure on derivation, verification, and
+high-discrepancy reasoning transitions.
+
+### Stage 2: agentic specialization
+
+- Dataset: `NousResearch/hermes-function-calling-v1`
+- Training scope: LoRA specialization followed by weight merging
+- Supervision: assistant and tool-call outputs only
+- Tool schemas, user messages, and tool-result messages were visible as
+  context but excluded from direct loss
+- Mathematical replay was mixed into Stage 2 to reduce catastrophic
+  forgetting
+
+The files in this repository contain the merged standalone model.
+A separate PEFT adapter is not required for inference.
+
+## Intended uses
+
+- Mathematical and technical reasoning
+- Structured function calling
+- Tool-selection experiments
+- Agent-loop research
+- Continued supervised or preference optimization
+- Research on topology-aware distillation
+
+## Tool execution
+
+This model can generate tool calls, but it does not execute external
+tools by itself.
+
+A surrounding runtime must:
+
+1. Parse the model's tool call.
+2. Execute the selected tool.
+3. Append the tool result to the conversation.
+4. Invoke the model again for its next action or final response.
+
+## Loading
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+repo_id = "reaperdoesntknow/DualMind-TKD-Agentic-1.7B"
+
+tokenizer = AutoTokenizer.from_pretrained(repo_id)
+
+model = AutoModelForCausalLM.from_pretrained(
+    repo_id,
+    torch_dtype="auto",
+    device_map="auto",
+)
+Evaluation status
+
+No formal benchmark results are claimed in this release.
+
+The training pipeline includes held-out loss monitoring and qualitative
+generation smoke tests, but external mathematics, function-calling,
+retention, and safety benchmarks should be run before production use.
+
+Limitations
+The source mathematics dataset is small.
+Synthetic or generated reasoning traces may contain incorrect
+derivations or contradictory final answers.
+Function-call formatting does not guarantee correct tool selection.
+External tool outputs must be treated as untrusted input.
+Mathematical replay reduces forgetting but does not prove retention.
+The model has not been established as safe for autonomous,
+high-impact, medical, financial, or legal action.
+License note
+
+The Qwen3-1.7B base model uses Apache-2.0 licensing. The Hermes
+function-calling dataset also declares Apache-2.0.
+
+The advanced-calculus dataset did not expose a clear license declaration
+when this model card was prepared. Consequently, this repository is
+temporarily marked license: other. Confirm the source dataset's reuse
+terms before assigning a more permissive license to this derivative.
+
+Developer
+
+Convergent Intelligence LLC / Reaper
+Hugging Face: reaperdoesntknow
+<!-- cix-keeper-ts:2026-07-26T13:15:33Z -->