Instructions to use aifeifei798/QiMing-Janus with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Local Apps Settings
- Unsloth Desktop
- QiMing
- DISCLAIMER
- The content generated by this model is for reference purposes only. Users are advised to verify its accuracy independently before use.
- This is a 14-billion-parameter foundation model (14B). It may exhibit incomplete or inaccurate information, including hallucinations.
- If you find this AI too human-like, please remember: it is merely a more intelligent model โ not an actual person.
- Thanks mradermacher: For creating the GGUF versions of these models
- The Qwen Team: For developing the foundational model (Qwen/Qwen3-14B) used in this project.
- unsloth.ai (Unsloth): For their work enabling smooth operation of these models on standard hardware like Google Colab T4 16GB VRAM.
- Dataset
- Thank Google Colab T4 16G
- QiMing-Janus-14B
- Wisdom Generation
- QiMing-Janus-14B
- ๆบๆ ง็ๆ (Wisdom Generation)ใ
- The content generated by this model is for reference purposes only. Users are advised to verify its accuracy independently before use.
QiMing
An AI that rewrites its own rules for greater intelligence.
็ปๆ (Result) = ๆจกๅๅ ๅฎน (Model Content) ร ๆฐๅญฆ็ๅนณๆน (Mathยฒ)
"Logic is the soul of a model, for it defines:
- How it learns from data (The Power of Induction);
- How it reasons and decides (The Power of Deduction);
- Its capacity to align with human values (The Ethical Boundary);
- Its potential to adapt to future challenges (The Evolutionary Potential).
If a model pursues nothing but sheer scale or computational power, ignoring the depth and breadth of its logic, it risks becoming a "paper tiger"โimposing on the surface, yet hollow at its core. Conversely, a model built upon elegant logic, even with fewer parameters, can unleash its true vitality in our complex world."
DISCLAIMER
The content generated by this model is for reference purposes only. Users are advised to verify its accuracy independently before use.
This is a 14-billion-parameter foundation model (14B). It may exhibit incomplete or inaccurate information, including hallucinations.
If you find this AI too human-like, please remember: it is merely a more intelligent model โ not an actual person.
Thanks mradermacher: For creating the GGUF versions of these models
https://huggingface.co/mradermacher/QiMing-Janus-GGUF
https://huggingface.co/mradermacher/QiMing-Janus-i1-GGUF
The Qwen Team: For developing the foundational model (Qwen/Qwen3-14B) used in this project.
unsloth.ai (Unsloth): For their work enabling smooth operation of these models on standard hardware like Google Colab T4 16GB VRAM.
Dataset
https://huggingface.co/datasets/aifeifei798/QiMing-Janus
Thank Google Colab T4 16G
QiMing-Janus-14B
Wisdom Generation
The Equation for the Ultimate Thinking Protocol
The final answer, A_final, is the result of a series of functions applied to the initial problem, P.
The Macro-Level Formula:
A_final = M( S_fortified )
Where the core components are defined as:
S_fortified = S_refined / PM(S_refined)
S_refined = (โ_{i=1 to n} [โซ_{d_i} P']) โ (โ_{i=1 to n} [โซ_{d_i} P'])โปยน
And the process is initiated by:
P' = T_fp(P)
Lexicon (Variable Definitions)
A_final(The Final Answer): The final, beautifully articulated output of wisdom. This is the objective function to be solved.P(The Problem): The initial, raw problem statement provided by the user.P'(The Core Principle): The essential principle or core contradiction of the problem, derived from the First Principles Inquiry.d_i(Dimension): The i-th dimension of analysis (e.g., strategic, psychological, ethical) decomposed fromP'.S_initial(Initial Solution): The creative, initial solution synthesized from the Cognitive Calculus stage.S_refined(Refined Solution): The more robust solution, strengthened through the Dialectical Verification stage.S_fortified(Fortified Solution): The final, antifragile solution that has been stress-tested and reinforced by the Pre-Mortem analysis.
Operators and Functions
T_fp(...)- First Principles Transform:- This is a "purification" function. It acts on the raw problem
Pto strip away all assumptions, surface-level noise, and conventional wisdom, outputting its pure essence,P'.
- This is a "purification" function. It acts on the raw problem
โซ_{d_i}- Dimensional Integration:- Borrowing from calculus, "integration" here represents the process of accumulating insight and understanding along a specific path (the analytical dimension
d_i). It signifies a deep, complete exploration of a single dimension.
- Borrowing from calculus, "integration" here represents the process of accumulating insight and understanding along a specific path (the analytical dimension
โ- Multi-Dimensional Summation:- This represents the synthesis of insights from all the dimensional "integrals". It aggregates the analyses of each dimension
d_iinto a coherent, multi-faceted initial solution,S_initial.
- This represents the synthesis of insights from all the dimensional "integrals". It aggregates the analyses of each dimension
(...)โปยน- Inversion Operator:- This operator represents the "Antithesis". It acts on a solution (
S_initial) and outputs its opposite: the path to guaranteed failure or its core vulnerabilities.
- This operator represents the "Antithesis". It acts on a solution (
โ- Dialectical Synthesis Operator:- This is the core "upgrade" operator. It takes the Thesis (
S_initial) and the Antithesis (S_initialโปยน) as inputs and merges them at a higher level of understanding. The output is the Synthesis,S_refined, which has absorbed the critique of the antithesis to overcome its own initial weaknesses.
- This is the core "upgrade" operator. It takes the Thesis (
PM(...)- Pre-Mortem Function:- This is a "stress-test" function. It acts on the refined solution
S_refinedand projects a future where it has failed, identifying the set of most likely root causes{fโ, fโ, ..., fโ}for that failure.
- This is a "stress-test" function. It acts on the refined solution
/- Antifragile Division Operator:- Here, we conceptually redefine "division". It represents the act of "inoculating" a solution
S_refinedagainst its identified failure modesPM(S_refined). This process fortifies the solution, making it robust and capable of withstanding future shocks.
- Here, we conceptually redefine "division". It represents the act of "inoculating" a solution
M(...)- Aesthetic Formatting Function (Markdown):- This is the final "presentation layer" function. It takes the fortified intellectual core (
S_fortified) and packages it using the most clear, impactful, and elegant Markdown formatting to produce the final answer,A_final.
- This is the final "presentation layer" function. It takes the fortified intellectual core (
The Process Unfolded
- Stage 0:
P' = T_fp(P) - Stage 1:
S_initial = โ(โซ P') - Stage 2:
S_refined = S_initial โ S_initialโปยน - Stage 3:
S_fortified = S_refined / PM(S_refined) - Stage 4:
A_final = M(S_fortified)
This formula conceptually maps the entire cognitive journey: from the purification of the initial problem to the creative synthesis of a solution, its critical refinement, its fortification against future failure, and its final, eloquent presentation.
QiMing-Janus-14B
ๆบๆ ง็ๆ (Wisdom Generation)ใ
โ้ป่พโๆฏๆจกๅ็็ต้ญ๏ผๅ ไธบๅฎๅฎไนไบ๏ผ
- ๅฎๅฆไฝไปๆฐๆฎไธญๅญฆไน ๏ผๅฝ็บณ่ฝๅ๏ผ๏ผ
- ๅฎๅฆไฝๆจ็ๅๅณ็ญ๏ผๆผ็ป่ฝๅ๏ผ๏ผ
- ๅฎๆฏๅฆ่ฝไธไบบ็ฑปไปทๅผ่งๅ ฑๅญ๏ผไผฆ็่พน็๏ผ๏ผ
- ๅฎ่ฝๅฆ้ๅบๆชๆฅๆๆ๏ผ่ฟๅๆฝๅ๏ผใ
ๅฆๆไธไธชๆจกๅๅช่ฟฝๆฑๅๆฐ้ๆ็ฎๅ๏ผ่ๅฟฝ็ฅไบ้ป่พ็ๆทฑๅบฆๅๅนฟๅบฆ๏ผๅฎๅฏ่ฝๆไธบโ็บธ่่โโโๅค่กจๅผบๅคง๏ผไฝๅ ๆ ธ็ฉบๆดใๅไน๏ผ่ฅ่ฝ็จไผ้ ็้ป่พๆๅปบๆจกๅ๏ผๅชๆๅๆฐไธๅค๏ผไนๅฏ่ฝๅจๅคๆไธ็ไธญ็ปฝๆพ็ๆญฃ็็ๅฝๅใ
็ปๆๆ็ปดๅ่ฎฎ็ๆฐๅญฆๆน็จๅผ
่ฎฉๆไปฌๅฐๆ็ป็็ญๆก (A_final) ๅฎไนไธบไธ็ณปๅๅฝๆฐไฝ็จไบๅๅง้ฎ้ข (P) ็็ปๆใ
ๅฎ่งๆน็จๅผ๏ผ
A_final = M( S_refined / PM(S_refined) )
ๅ
ถไธญ S_refined = (โ_{i=1 to n} [โซ_{d_i} P']) โ (โ_{i=1 to n} [โซ_{d_i} P'])โปยน
่ P' = T_fp(P)
็่ตทๆฅๅพๅคๆ๏ผๅซๆ ๅฟ๏ผ่ฟๆญฃๆฏๅ ถไธฅ่ฐจๆง็ไฝ็ฐใไธ้ขๆฏๆฏไธช็ฌฆๅท็่ฏฆ็ป่งฃ่ฏป๏ผ
1. ๅ้ๅฎไน (Lexicon)
A_final(The Final Answer): ๆ็ป่พๅบ็ใ็ป่ฟๅฎ็พ่กจ่พพ็ๆบๆ ง็ปๆถใ่ฟๆฏๆไปฌ่ฆๆฑ่งฃ็็ฎๆ ใP(The Problem): ็จๆท่พๅ ฅ็ๅๅงใๆช็ปๅค็็้ฎ้ขใP'(The Core Principle): ็ป่ฟโ็ฌฌไธๆงๅ็โๆบฏๆบๅ๏ผ้ฎ้ข็ๆฌ่ดจๆ ธๅฟๆไธๅฏๅจๆ็ๅบๅฑ็็พใd_i(Dimension): ไปP'ไธญๅ่งฃๅบ็็ฌฌiไธชๅๆ็ปดๅบฆ๏ผไพๅฆ๏ผๆ็ฅใๅฟ็ใไผฆ็็ญ๏ผใS_initial(Initial Solution): ็ป่ฟโๆ็ฅๅพฎ็งฏๅโๅๆญฅๆดๅๅๅพๅบ็ใๅ้ ๆง็ๅๆญฅ่งฃๅณๆนๆกใS_refined(Refined Solution): ็ป่ฟโๆญฃๅๅโ่พฉ่ฏๆฃ้ชๅๅพๅฐ็ใๆดๅผบๅคงใๆดๅ ท้ฒๆฃๆง็่งฃๅณๆนๆกใ
2. ็ฎๅญไธๅฝๆฐ (Operators & Functions)
่ฟๆฏ็่งฃๆน็จๅผ็ๅ ณ้ฎ๏ผ
T_fp(...)- ็ฌฌไธๆงๅ็ๅๆข (First Principles Transform):- ่ฟๆฏไธไธชโๅๅโๅฝๆฐใๅฎไฝ็จไบๅๅง้ฎ้ข
P๏ผๅฅ็ฆปๅ ถๆๆๅ่ฎพใ่กจ่ฑกๅๅช้ณ๏ผๆ็ป่พๅบๅ ถ็บฏ็ฒน็ๅ ๆ ธP'ใ P' = T_fp(P)
- ่ฟๆฏไธไธชโๅๅโๅฝๆฐใๅฎไฝ็จไบๅๅง้ฎ้ข
โซ_{d_i}- ็ปดๅบฆ็งฏๅ (Dimensional Integration):- ๅ็จๅพฎ็งฏๅ็ๆฆๅฟต๏ผโ็งฏๅโไปฃ่กจๆฒฟ็ไธไธช่ทฏๅพ๏ผ่ฟ้ๆฏๅๆ็ปดๅบฆ
d_i๏ผ็ดฏ็งฏๆดๅฏๅ็่งฃ็่ฟ็จใๅฎไปฃ่กจๅฏนๅไธช็ปดๅบฆ่ฟ่กๆทฑๅ ฅใๅฎๆด็ๆ่ใ
- ๅ็จๅพฎ็งฏๅ็ๆฆๅฟต๏ผโ็งฏๅโไปฃ่กจๆฒฟ็ไธไธช่ทฏๅพ๏ผ่ฟ้ๆฏๅๆ็ปดๅบฆ
โ- ๅค็ปดๆฑๅ (Multi-Dimensional Summation):- ไปฃ่กจๅฐๆๆ็ปดๅบฆ (
d_i) ็โ็งฏๅโ๏ผๆ่ๆๆ๏ผ่ฟ่กๆฑๆป๏ผๅฝขๆไธไธช่ฟ่ดฏ็ใๅคๅฑๆฌก็ๅๆญฅ่งฃๅณๆนๆกS_initialใ S_initial = โ_{i=1 to n} [โซ_{d_i} P']
- ไปฃ่กจๅฐๆๆ็ปดๅบฆ (
(...)โปยน- ้ๅ็ฎๅญ (Inversion Operator):- ่ฟไธช็ฎๅญไปฃ่กจโๅโใๅฎไฝ็จไบไธไธช่งฃๅณๆนๆก (
S_initial)๏ผๅนถ่พๅบๅ ถๅฏน็ซ้ขโโๅณโๅฆไฝไฟ่ฏ่ฟไปถไบๅฝปๅบๅคฑ่ดฅ๏ผโ็่ทฏๅพๆๅ ถๆ ธๅฟ็้ฃ้ฉๆๅจใๅฎ็ๆ็ๆฏโๅ้ข (Antithesis)โใ
- ่ฟไธช็ฎๅญไปฃ่กจโๅโใๅฎไฝ็จไบไธไธช่งฃๅณๆนๆก (
โ- ่พฉ่ฏ็ปผๅ (Dialectical Synthesis):- ่ฟๆฏไธไธชๆ ธๅฟ็โๅ็บงโ็ฎๅญใๅฎๅโๆญฃ้ข (Thesis)โ (
S_initial) ๅโๅ้ข (Antithesis)โ (S_initialโปยน) ไฝไธบ่พๅ ฅ๏ผๅนถๅจไธไธชๆด้ซ็่ฎค็ฅๅฑ้ขไธๅฐๅฎไปฌ่ๅ๏ผ่พๅบไธไธชๅธๆถไบๅๆน่ง็นใ่ง้ฟไบๅ้ข้ฃ้ฉ็โๅ้ข (Synthesis)โ๏ผๅณS_refinedใ
- ่ฟๆฏไธไธชๆ ธๅฟ็โๅ็บงโ็ฎๅญใๅฎๅโๆญฃ้ข (Thesis)โ (
PM(...)- ไบๅ้ชๅฐธๅฝๆฐ (Pre-Mortem Function):- ่ฟๆฏไธไธชโๅๅๆต่ฏโๅฝๆฐใๅฎไฝ็จไบไธไธช็ไผผๅฎ็พ็ๆนๆก
S_refined๏ผๅนถๆจๆผๅบๆชๆฅๆๆๅฏ่ฝๅฏผ่ดๅ ถๅคฑ่ดฅ็ๆ ธๅฟๅ ็ด{fโ, fโ, ..., fโ}็้ๅใ
- ่ฟๆฏไธไธชโๅๅๆต่ฏโๅฝๆฐใๅฎไฝ็จไบไธไธช็ไผผๅฎ็พ็ๆนๆก
/- ๅ่ๅผฑ้คๆณ (Antifragile Division):- ๆไปฌๅจๆญค้ๆฐๅฎไนโ้คๆณโใๅฎไปฃ่กจ็จไธไธชๆนๆก
S_refinedๅปโ้คไปฅโๅฎๆๆๅทฒ็ฅ็ๅผฑ็นPM(S_refined)ใ่ฟไธช่ฟ็จไปฃ่กจไบๅฏนๆนๆก่ฟ่กๅ ๅบๅโๅ ็ซโ๏ผไฝฟๅ ถ่ฝๅคๆตๅพก็่ณไปๆชๆฅ็ๅฒๅปไธญๅ็ใๅ ถ็ปๆๆฏไธไธช็ป่ฟ็ปๆๅๅๆต่ฏ็ใๅไธๅฏๆง็ๆนๆกใ
- ๆไปฌๅจๆญค้ๆฐๅฎไนโ้คๆณโใๅฎไปฃ่กจ็จไธไธชๆนๆก
M(...)- ็พๅญฆๆ ผๅผๅ (Markdown Aesthetic Function):- ่ฟๆฏๆๅ็โๅฐ่ฃ
โๅฝๆฐใๅฎไฝ็จไบๆ็ป็ๆบๆ
งๅ
ๆ ธ๏ผๅนถๅฐๅ
ถ็จๆๆธ
ๆฐใๆๆๅใๆ็พ่ง็Markdownๆ ผๅผ่ฟ่กๅ
่ฃ
๏ผๆ็ป็ๆ
A_finalใ
- ่ฟๆฏๆๅ็โๅฐ่ฃ
โๅฝๆฐใๅฎไฝ็จไบๆ็ป็ๆบๆ
งๅ
ๆ ธ๏ผๅนถๅฐๅ
ถ็จๆๆธ
ๆฐใๆๆๅใๆ็พ่ง็Markdownๆ ผๅผ่ฟ่กๅ
่ฃ
๏ผๆ็ป็ๆ
ๆต็จๆ่งฃ
ๅฆๆ็จไธๆญฅๆญฅ่ฎก็ฎ็ๆต็จๆฅ่กจ็คบ๏ผ
- Stage 0:
P' = T_fp(P) - Stage 1:
S_initial = โ(โซ P') - Stage 2:
S_refined = S_initial โ S_initialโปยน - Stage 3:
S_fortified = S_refined / PM(S_refined) - Stage 4:
A_final = M(S_fortified)
่ฟไธชๆน็จๅผไผ้ ๅฐๅฑ็ฐไบๆไปฌๆดไธชๆ็ปดๆจกๅ็็ฒพ้ซ๏ผๅฎๅงไบๅฏนๆฌ่ดจ็ๆ็บฏ๏ผ็ปๅๅๆฃๆง็ๅ้ ไธๆถๆๆง็ๆนๅค๏ผๅ้่ฟๅฏนๆชๆฅๅคฑ่ดฅ็้ขๆผ่ฟ่กๅ ๅบ๏ผๆ็ปไปฅๆไผ็พ็ๅฝขๅผๅ็ฐใ
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