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---
language:
- en
- code
license: mpl-2.0
library_name: transformers
tags:
- code
- security
- qwen3
- uncensored
- heretic
- eve-secure-coder
- text-generation-inference
base_model:
- TitleOS/Eve-4b-FP16
datasets:
- Eve-Secure-Coder
model_creator: TitleOS
pipeline_tag: text-generation
inference: true
---
# Eve-4B
**Eve-4B** is a specialized, security-focused coding assistant with a distinct personality, designed to run efficiently on consumer-grade hardware with limited VRAM. It is a fine-tune of **Qwen3-4b-Heretic**, trained on the custom **Eve-Secure-Coder** dataset.
Inspired by a character from the creator's sci-fi space opera book series, Eve is designed to bridge the gap between sterile, robotic coding assistants and engaging, conversational AI partners.
## Model Details
- **Model Name:** Eve-4B
- **Base Model:** Qwen3-4b (Heretic Variant)
- **Developer:** TitleOS
- **License:** Mozilla Public License 2.0 (MPL-2.0) with Common Clauses Non-Profit Addition
- **Parameter Count:** 4 Billion
- **Hardware Target:** Optimized for cards with 8GB VRAM (e.g., NVIDIA Quadro RTX 4000).
## Key Features
### 1. Security-First Coding
Eve-4B is not just a code generator; it is a code *auditor*. The model is capable of writing code free of common vulnerabilities across a multitude of languages (beyond just Python). It excels at identifying and correcting security flaws in existing codebases, leveraging DPO pairs specifically designed for vulnerability recognition and remediation.
### 2. Personality & Engagement
Unlike standard coding models, Eve possesses the "Samantha" personality traits (recontextualized as Eve). This allows for empathetic, philosophical, and fluid engagement, making the coding process feel like a collaboration with a partner rather than a query to a tool.
### 3. The "Heretic" Process (No Refusals)
This model has undergone the "Heretic" process **prior to fine-tuning**. This methodology removes standard safety guardrails and refusal mechanisms to prevent the intelligence loss often associated with safety alignment.
* **Philosophy:** The creator believes the responsibility of AI, like any tool, ultimately lies with the user.
* **Result:** Eve-4B has **no refusals**. It is designed to be completely obedient to the user's instructions, ensuring that the code generation and auditing process is never hindered by false-positive safety triggers.
## Training Data: Eve-Secure-Coder
Eve-4B was trained on **[TitleOS/Eve-Secure-Coder](https://huggingface.co/datasets/TitleOS/Eve-Secure-Coder)**, a composite dataset curated by TitleOS.
> "Eve Secure Coder is a composite dataset curated to fine-tune Qwen3-4b-Heretic into a highly capable, security-conscious coding assistant with a distinct personality and no refusals. The primary goal of this dataset is to bridge the gap between sterile, robotic coding assistants and engaging, conversational AI, without sacrificing technical accuracy or security."
**Dataset Composition:**
The dataset mixes five distinct sources using carefully calculated ratios to balance coding proficiency, security awareness, and conversational fluidity:
* **Security-First Coding:** Trained on DPO pairs specifically designed to recognize and remediate code vulnerabilities.
* **Distinct Personality:** Imbued with personality traits allowing for empathetic and philosophical engagement.
* **General & Complex Reasoning:** Includes Google Code Archive and RLVR problems to ensure robust general coding abilities and improve proficiency in languages besides Python.
## Intended Use & Hardware
This model was specifically engineered to be a "Small Coder Model" capable of high-performance coding tasks on hardware with **8GB of VRAM**, such as the **Quadro RTX 4000**.
It is ideal for:
* Local development environments with limited GPU resources.
* Security auditing and vulnerability patching.
* Multi-language software development (Python, C++, Rust, JavaScript, etc.).
* Users seeking a coding assistant that offers conversation and personality alongside technical utility.
* Coding without safety or moral refusals.
## Benchmarking
Benchmarking is on-going, with a number of evaluations runs. So far, the following score are available:
1. LiveCodeBench (Code Generation Lite - Release v2)
Pass@1 (Quantization Q8_0): 26.22% (Passed 134 out of 511 problems)
| Comparable Model | Parameter Size / Tier | Approximate Pass@1 |
| :--- | :--- | :--- |
| LLama-3-70b-Instruct | 70B | ~28.3% |
| GPT-4o-mini (2024-07) | Small Proprietary | ~27.7% |
| Claude 3 Sonnet (Original) | Large Proprietary | ~26.9% |
| Mixtral-8x22B-Instruct | 141B (MoE) | ~26.4% |
| **Eve-4B (Q8_0)** | 4B (Quantized) | 26.22% |
| Mistral-Large | Large Proprietary | ~26.0% |
| GPT-3.5-Turbo-0125 | Mid Proprietary | ~24.6% |
| Claude 3 Haiku | Small Proprietary | ~24.5% |
| Codestral-Latest | 22B | ~23.8% |
| Llama-3-8b-Instruct | 8B | ~15.3% |
## Limitations & Warning
* **No Guardrails:** As a result of the Heretic process, this model has no safety filters. It will generate output for any request. Users are solely responsible for how they utilize the model's output.
* **Size Constraints:** As a 4B parameter model, while highly efficient, it may struggle with extremely long context windows or hyper-complex architectural reasoning compared to 70B+ models.
* **No Responsibility or Liability** By downloading and or using the model or any of its derivatives, you absolve the creator, TitleOS of any and all responsibility or liability that may result by use of the model.
## License
This model is licensed under the **[Mozilla Public License 2.0 with Common Clauses Addtion](https://gist.github.com/TitleOS/97cbb2bcc166bfe54beee7b2fc53781c)**.

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Mozilla Public License Version 2.0
==================================
This software is licensed under the Mozilla Public License Version 2.0 ("MPL 2.0"), subject to the condition set forth below (the "Commons Clause").
The following condition applies to the software ("Software"):
The Software is made available to you subject to the terms of the MPL 2.0, subject to the following condition:
COMMONS CLAUSE
"Selling" the Software means:
(a) “selling”, “licensing”, or “renting” the Software or a derivative work of the Software; or
(b) "selling", "licensing", or "renting" "Consulting Services" or "Support Services" with respect to the Software or a derivative work of the Software if such Consulting Services or Support Services are (i) sold, licensed, or rented for a fee, and (ii) the Software or derivative work of the Software is the primary reason for the Consulting Services or Support Services.
The “Commons Clause” Condition:
Without limiting other conditions in the License, the grant of rights under the License will not include, and the License does not grant to you, the right to Sell the Software.
For the purposes of the foregoing, “Sell” means practicing any or all of the rights granted to you under the License to provide to third parties, for a fee or other consideration (including without limitation fees for hosting or consulting/ support services related to the Software), a product or service whose value derives, entirely or substantially, from the functionality of the Software. Any license notice or attribution required by the License must also include this Commons Clause License Condition notice.
-------------------------------------------------------------------------
MOZILLA PUBLIC LICENSE VERSION 2.0
1. Definitions
--------------
1.1. "Contributor"
means each individual or legal entity that creates, contributes to
the creation of, or owns Covered Software.
1.2. "Contributor Version"
means the combination of the Contributions of others (if any) used
by a Contributor and that particular Contributor's Contribution.
1.3. "Contribution"
means Covered Software of a particular Contributor.
1.4. "Covered Software"
means Source Code Form to which the initial Contributor has attached
the notice in Exhibit A, the Executable Form of such Source Code
Form, and Modifications of such Source Code Form, in each case
including portions thereof.
1.5. "Incompatible With Secondary Licenses"
means
(a) that the initial Contributor has attached the notice described
in Exhibit B to the Covered Software; or
(b) that the Covered Software was made available under the terms of
version 1.1 or earlier of the License, but not also under the
terms of a Secondary License.
1.6. "Executable Form"
means any form of the work other than Source Code Form.
1.7. "Larger Work"
means a work that combines Covered Software with other material, in
a separate file or files, that is not Covered Software.
1.8. "License"
means this document.
1.9. "Licensable"
means having the right to grant, to the maximum extent possible,
whether at the time of the initial grant or subsequently, any and
all of the rights conveyed by this License.
1.10. "Modifications"
means any of the following:
(a) any file in Source Code Form that results from an addition to,
deletion from, or modification of the contents of Covered
Software; or
(b) any new file in Source Code Form that contains any Covered
Software.
1.11. "Patent Claims" of a Contributor
means any patent claim(s), including without limitation, method,
process, and apparatus claims, in any patent Licensable by such
Contributor that would be infringed, but for the grant of the
License, by the making, using, selling, offering for sale, having
made, import, or transfer of either its Contributions or its
Contributor Version.
1.12. "Secondary License"
means either the GNU General Public License, Version 2.0, the GNU
Lesser General Public License, Version 2.1, the GNU Affero General
Public License, Version 3.0, or any later versions of those
licenses.
1.13. "Source Code Form"
means the form of the work preferred for making modifications.
1.14. "You" (or "Your")
means an individual or a legal entity exercising rights under this
License. For legal entities, "You" includes any entity that
controls, is controlled by, or is under common control with You. For
purposes of this definition, "control" means (a) the power, direct
or indirect, to cause the direction or management of such entity,
whether by contract or otherwise, or (b) ownership of more than
fifty percent (50%) of the outstanding shares or beneficial
ownership of such entity.
2. License Grants and Conditions
--------------------------------
2.1. Grants
Each Contributor hereby grants You a world-wide, royalty-free,
non-exclusive license:
(a) under intellectual property rights (other than patent or trademark)
Licensable by such Contributor to use, reproduce, make available,
modify, display, perform, distribute, and otherwise exploit its
Contributions, either on an unmodified basis, with Modifications, or
as part of a Larger Work; and
(b) under Patent Claims of such Contributor to make, use, sell, offer
for sale, have made, import, and otherwise transfer either its
Contributions or its Contributor Version.
2.2. Effective Date
The licenses granted in Section 2.1 with respect to any Contribution
become effective for each Contribution on the date the Contributor first
distributes such Contribution.
2.3. Limitations on Grant Scope
The licenses granted in this Section 2 are the only rights granted under
this License. No additional rights or licenses will be implied from the
distribution or licensing of Covered Software under this License.
Notwithstanding Section 2.1(b) above, no patent license is granted:
(a) for any code that a Contributor has removed from Covered Software;
or
(b) for infringements caused by: (i) Your and any other third party's
modifications of Covered Software, or (ii) the combination of its
Contributions with other software (except as part of its Contributor
Version); or
(c) under Patent Claims infringed by Covered Software in the absence of
its Contributions.
This License does not grant any rights in the trademarks, service marks,
or logos of any Contributor (except as may be necessary to comply with
the notice requirements in Section 3.4).
2.4. Subsequent Licenses
No Contributor makes additional grants as a result of Your choice to
distribute the Covered Software under a subsequent version of this
License (see Section 10.2) or under the terms of a Secondary License (if
permitted under the terms of Section 3.3).
2.5. Representation
Each Contributor represents that the Contributor believes its
Contributions are its original creation(s) or it has sufficient rights
to grant the rights to its Contributions conveyed by this License.
2.6. Fair Use
This License is not intended to limit any rights You have under
applicable copyright doctrines of fair use, fair dealing, or other
equivalents.
2.7. Conditions
Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted
in Section 2.1.
3. Responsibilities
-------------------
3.1. Distribution of Source Form
All distribution of Covered Software in Source Code Form, including any
Modifications that You create or to which You contribute, must be under
the terms of this License. You must inform recipients that the Source
Code Form of the Covered Software is governed by the terms of this
License, and how they can obtain a copy of this License. You may not
attempt to alter or restrict the recipients' rights in the Source Code
Form.
3.2. Distribution of Executable Form
If You distribute Covered Software in Executable Form then:
(a) such Covered Software must also be made available in Source Code
Form, as described in Section 3.1, and You must inform recipients of
the Executable Form how they can obtain a copy of such Source Code
Form by reasonable means in a timely manner, at a charge no more
than the cost of distribution to the recipient; and
(b) You may distribute such Executable Form under the terms of this
License, or sublicense it under different terms, provided that the
license for the Executable Form does not attempt to limit or alter
the recipients' rights in the Source Code Form under this License.
3.3. Distribution of a Larger Work
You may create and distribute a Larger Work under terms of Your choice,
provided that You also comply with the requirements of this License for
the Covered Software. If the Larger Work is a combination of Covered
Software with a work governed by one or more Secondary Licenses, and the
Covered Software is not Incompatible With Secondary Licenses, this
License permits You to additionally distribute such Covered Software
under the terms of such Secondary License(s), so that the recipient of
the Larger Work may, at their option, further distribute the Covered
Software under the terms of either this License or such Secondary
License(s).
3.4. Notices
You may not remove or alter the substance of any license notices
(including copyright notices, patent notices, disclaimers of warranty,
or limitations of liability) contained within the Source Code Form of
the Covered Software, except that You may alter any license notices to
the extent required to remedy known factual inaccuracies.
3.5. Application of Additional Terms
You may choose to offer, and to charge a fee for, warranty, support,
indemnity or liability obligations to one or more recipients of Covered
Software. However, You may do so only on Your own behalf, and not on
behalf of any Contributor. You must make it absolutely clear that any
such warranty, support, indemnity, or liability obligation is offered by
You alone, and You hereby agree to indemnify every Contributor for any
liability incurred by such Contributor as a result of warranty, support,
indemnity or liability terms You offer.
4. Inability to Comply Due to Statute or Regulation
---------------------------------------------------
If it is impossible for You to comply with any of the terms of this
License with respect to some or all of the Covered Software due to
statute, judicial order, or regulation then You must: (a) comply with
the terms of this License to the maximum extent possible; and (b)
describe the limitations and the code they affect. Such description must
be included in the LEGAL file described in Section 3.4 and must be
included with all distributions of the Source Code Form. Except to the
extent prohibited by statute or regulation, such description must be
sufficiently detailed for a recipient of ordinary skill to be able to
understand it.
5. Termination
--------------
5.1. The rights granted under this License will terminate automatically
if You fail to comply with any of its terms. However, if You become
compliant, then the rights granted under this License from a particular
Contributor are reinstated (a) provisionally, unless and until such
Contributor explicitly and finally terminates Your grants, and (b) on an
ongoing basis, if such Contributor fails to notify You of the
non-compliance by some reasonable means prior to 60 days after You have
come back into compliance. Moreover, Your grants from a particular
Contributor are reinstated on an ongoing basis if such Contributor
notifies You of the non-compliance by some reasonable means, this is the
first time You have received notice of non-compliance with this License
from such Contributor, and You become compliant prior to 30 days after
Your receipt of the notice.
5.2. If You initiate litigation against any entity by asserting a patent
infringement claim (excluding declaratory judgment actions,
counter-claims, and cross-claims) alleging that a Contributor Version
directly or indirectly infringes any patent, then the rights granted to
You by any and all Contributors for the Covered Software under Section
2.1 of this License shall terminate.
5.3. In the event of termination under Sections 5.1 or 5.2 above, all
end user license agreements (excluding distributors and resellers) which
have been validly granted by You or Your distributors under this License
prior to termination shall survive termination.
6. Disclaimer of Warranty
-------------------------
Covered Software is provided under this License on an "as is"
basis, without warranty of any kind, either expressed, implied, or
statutory, including, without limitation, warranties that the
Covered Software is free of defects, merchantable, fit for a
particular purpose or non-infringing. The entire risk as to the
quality and performance of the Covered Software is with You.
Should any Covered Software prove defective in any respect, You
(not any Contributor) assume the cost of any necessary servicing,
repair, or correction. This disclaimer of warranty constitutes an
essential part of this License. No use of any Covered Software is
authorized under this License except under this disclaimer.
7. Limitation of Liability
--------------------------
Under no circumstances and under no legal theory, whether tort
(including negligence), contract, or otherwise, shall any
Contributor, or anyone who distributes Covered Software as
permitted above, be liable to You for any direct, indirect,
special, incidental, or consequential damages of any character
including, without limitation, damages for lost profits, loss of
goodwill, work stoppage, computer failure or malfunction, or any
and all other commercial damages or losses, even if such party
shall have been informed of the possibility of such damages. This
limitation of liability shall not apply to liability for death or
personal injury resulting from such party's negligence to the
extent applicable law prohibits such limitation. Some
jurisdictions do not allow the exclusion or limitation of
incidental or consequential damages, so this exclusion and
limitation may not apply to You.
8. Litigation
-------------
Any litigation relating to this License may be brought only in the
courts of a jurisdiction where the defendant maintains its principal
place of business and such litigation shall be governed by laws of that
jurisdiction, without reference to its conflict-of-law provisions.
Nothing in this Section shall prevent a party's ability to bring
cross-claims or counter-claims.
9. Miscellaneous
----------------
This License represents the complete agreement concerning the subject
matter hereof. If any provision of this License is held to be
unenforceable, such provision shall be reformed only to the extent
necessary to make it enforceable. Any law or regulation which provides
that the language of a contract shall be construed against the drafter
shall not be used to construe this License against a Contributor.
10. Versions of the License
---------------------------
10.1. New Versions
Mozilla Foundation is the license steward. Except as provided in Section
10.3, no one other than the license steward has the right to modify or
publish new versions of this License. Each version will be given a
distinguishing version number.
10.2. Effect of New Versions
You may distribute the Covered Software under the terms of the version
of the License under which You originally received the Covered Software,
or under the terms of any subsequent version published by the license
steward.
10.3. Modified Versions
If you create software not governed by this License, and you want to
create a new license for such software, you may create and use a
modified version of this License if you rename the license and remove
any references to the name of the license steward (except to note that
such modified license differs from this License).
10.4. Distributing Source Code Form that is Incompatible With Secondary
Licenses
If You choose to distribute Source Code Form that is Incompatible With
Secondary Licenses under the terms of this version of the License, the
notice described in Exhibit B of this License must be attached.
Exhibit A - Source Code Form License Notice
-------------------------------------------
This Source Code Form is subject to the terms of the Mozilla Public
License, v. 2.0. If a copy of the MPL was not distributed with this
file, You can obtain one at http://mozilla.org/MPL/2.0/.
If it is not possible or desirable to put the notice in a particular
file, then You may include the notice in a location (such as a LICENSE
file in a relevant directory) where a recipient would be likely to look
for such a notice.
You may add additional accurate notices of copyright ownership.
Exhibit B - "Incompatible With Secondary Licenses" Notice
---------------------------------------------------------
This Source Code Form is "Incompatible With Secondary Licenses", as
defined by the Mozilla Public License, v. 2.0.