d4rkninja/tanpo-fundraising
text-generation model by d4rkninja
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Model card & documentation
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A compact founder fundraising specialist (1.2B) for investor pitches, narrative, ask/use-of-funds, diligence Q&A, updates, and round-structure language (non-legal) — built for local and inexpensive deployment. Creator: d4rkninja Collection: Tanpo — Domain Specialists Original upstream: LiquidAI/LFM2.5-1.2B-Instruct (1.17B parameters, 32,768-token context, designed for edge/on-device deployment). Fine-tuning: Unsloth-compatible loading of that checkpoint via hub id unsloth/LFM2.5-1.2B-Instruct (LoRA / PEFT). This repository hosts the merged Transformers weights (LoRA merged into the base). Tanpo is a family of compact domain-specialized business models for local / edge / inexpensive deployment. Different specialists cover different workflows. Tanpo Fundraising is one specialist in that family (not a frontier or general-purpose model). Related artifacts: Fundraising work rewards repeatable structure (narrative, ask, diligence, updates). Specializing a small model for those workflows enables private, low-cost inference without a large general model. Internal automated domain evaluation (DarkLab harness). Treat as directional, not an industry benchmark. Delta is calculated from unrounded scores; displayed…
Read the full model card ↗ · Preview checked 2026-10-29T09:30:57.659Z
Inside the original model card — Document outline
- Tanpo Fundraising
- Overview
- Best For
- Not Designed For
- Why a Specialist Model?
- Evaluation
- Example Prompts
- Inference
- Training
- Dataset
- Limitations
- Responsible Use
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Model overview
d4rkninja/tanpo-fundraising is a text-generation model repository published by d4rkninja on Hugging Face. The source reports the transformers library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- text-generation
- Library
- transformers
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 1,170,340,608
- Architecture
- Lfm2ForCausalLM
- License
- other
- Access
- Not gated by Hugging Face
- Created
- 2026-09-18T06:24:10.000Z
- Last modified
- 2026-09-18T06:28:44.000Z
Compatibility and lineage
Language coverage was not reported.
Reported base models: unsloth/LFM2.5-1.2B-Instruct
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-09-18T06:35:09.247Z. Daily imports are snapshots, not real-time monitoring.
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