Spaces:

interfaze-ai
/

README

Configuration error

App Files Files Community

yoeven commited on 16 days ago

Commit

fbb364d

verified ·

1 Parent(s): 703ae5d

Update README.md

Browse files

Files changed (1) hide show

README.md +232 -1

README.md CHANGED Viewed

@@ -7,4 +7,235 @@ sdk: static
 pinned: false
 ---
-Edit this `README.md` markdown file to author your organization card.

 pinned: false
 ---
+# The AI model built for deterministic developer tasks - Interfaze
+Interfaze is an AI model built on a new architecture that merges specialized DNN/CNN models with LLMs for developer tasks that require deterministic output and high consistency like OCR, scraping, classification, web search and more.
+```
+                             +===-----------------=++**++=---::::::::::::::::::::::::::::::--=+++++=-
+                           %##*=--------------:---==+***++=---::::::::::::::::::::::::::::::-=+****=:.:
+                          %%@%#===+++++++++++++++***#####*********++++++++++++++++++++++++++*######*=:::
+                          %@@@#+=+*#****##############################****************###%%%%%%%%@@#=::-
+                          %%@@#+-::=+******############%%%%%%%%%%%%%%######***********#%%%%%%%%%@@@%=::-
+                          %%@@*-:...-+#%%@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@%+--=
+                          %%@%+-....:%@@@@@@@@@@@@@%%%%%%%%#################******##%@@@@@@@@@@@@@@%**++
+                          %%@%+:....-%%%@@@@@@%%%%%%%%%%%################***********#%%@@@@@@@@@@@@@#*++
+                          %%@%+:....=%#%@@@@@@%%%%%%%%%################**************#%%@%@@@@@@@@@@#+==
+                          %%@%+:....+#%@@@@@@@%%%%%%%%%################****************#%%@@@@@@@%@@*+--
+                          %%@%+:...:*#%@@@@@@@%%%%%%%%%################************#****##%@@@@@@@@@*+-=
+                          %%@%+:...:*#%@@@@@@@%%%%%%%%%################******#######*===+##@@@@@@%@@*+-=
+                          %%@%=:...:##%@@@@@@%%%%%%%%%%######################%%%%%#*+:.:-*#@@@@@@%@@*+-=
+                          %%@%=:...:##@@@@@@@%%%%%%%%%%#################%%%%%%%%%#*+=. .:+#@@@@@@%@@*+-=
+                          %%%%=:...:%%@@@@@@@%%%%%%%%%%############%%%%%%%%%%%%##*+=-.  .=#%@@@@@%@@#+==
+                          %%@%=:...-%%@@@@@@@%%%%%%%%%%########%%%%%%%%%%%%%###**++=-.  .-#%@@@@@%@@#+==
+                          %%%%=:...-%%#%%%%######%%%%%%%%%%%%%%%%@@@@%%%%####*****++=:..:=#@@@@@@%@@#+==
+                          %%%%=:...-%%#%###%%%###%%%%%%%%%%%%@@@@%%%%%%####********++=--=+%@@@@@@%%@#+==
+                          %%%%=:...-%%%%%%%%%%%%%%#%%%%%%@@@@@%%%%%########**********+==+#%@@@@@@%%@#*==
+                          %%%%=:...-%%#%%###########*##%%%@%%%%%############**********++*#@@@@@@@%%@#*==
+                          %%%%=:...-%%%#%#%%%%%%%%%%#%%%%%%%%################***********#%@@@@@@@%%%#*==
+                          %%%%=:...-@%@@@@@@@@@@@@@@%%%%%%%######################******##%@@@@@@%%%%#*==
+                          %%%%=:...-@%@@@@@@@@@@@@@%%%%%%%%##############################@@@@@@@%%%%#*==
+                          %%%#=::::=@%@@@@@@@@@@@%%%%%%%%%%%############################%@@@@@@@%%%%#*==
+                          %%%%+=--=+%@@@@@@@@@@@%%%%%%%%%%%%%%##########################%@@@@@@@%%%%#*==
+                          %%%%*+=--=%@%@@@@@@@@@%%%%%%%%%%%%%%%%#######################%@@@@@@@@%%%%#*==
+                          %%%%*+-:.:*%%%@@@@@@@@@%%%%%%%%%%%%%%%%%%###################%@@@@@@@@%%%%%#*+=
+                          ##%#+-....+%%%@@@@@@@@@@%%%%%%%%%%%%%%%%%%%%%%%%%#########%%%@@@@@@@@%%%%%#*+=
+                          %#%#=:....-%%%@@@@@@@@@@@@@@@@%%%%%%%%%%%%%%%%%%%%%%%%%%%%%@@@@@@@@@@%%%%%#*+=
+                          %#%#=:.....-=+*#######%%%%%%@@@@@@@@@@@@@@@@@@@%%%%%%#####%%%%%%%@@@@@%%%%#*+=
+                          ##%#=:.....:::--==++++===---::::::::::::::::::::::::::::::::-=++***##%@@@%#*+=
+                          ####=:::-----------==+****++=-------------------:::::::::::::----=+**####%#*+=
+                          ####=::::::::::::::--==+++=--::::::::::::::::::::::::...........::-+********+=
+                          ####=::::::::::::::--=++++=--:::::::::::::::::::................::-+********++
+                          ###*=::::::::::::::-==++++=--::::::::::::::::..:--:::------------=+*##*####*++
+                          ###*=:::::::::::::--==++++=--::::::::::::-++:..+%%*:-+****+++++=+*##%%*%%%@#++
+                          ##**=:::::::::::::--==++++=--::::::::::-*##*-::-==-:..:........:::-+***####*++
+                           #***+===============++++++==--------------:::::::::----------==+**##########
+                             #**************************++++++++++++++++++++++++++****##%%%%%%%%%%%%%
+                                  ###########################*******##########%%%%%%%%%%%%%%%###
+                                   #*++**#%@@@@@@@@@@@@@@@@@@%%%%%%%%%%%%%%%%@@@@@@@@@@@%#######
+                                   *+===+*#%%%%%####************+++++++++++++*##%%%%%%@@%######
+                                     ***#####%###*****++++++++++++++++++++++**#%%%%%%%%@@@@@@
+```
+*   OCR, web scraping, web search, classification and more
+*   OpenAI chat completion API compatible
+*   High accuracy structured output consistency
+*   Built-in code execution and sandboxing
+*   Custom web engine for scraping and web research capabilities
+*   Auto reasoning when needed
+*   Controllable guardrails
+*   Fully managed and scalable
+*   Globally distributed fallback system with high uptime
+### Beta launch video
+[![Beta launch video](https://interfaze.ai/thumbnail.png)
+](https://x.com/yoeven/status/1975592154807624059)
+### Model Comparison
+* Benchmark: MMLU-Pro
+  * interfaze-beta: 83.6
+  * GPT-4.1: 80.6
+  * Claude Sonnet 4: 83.7
+  * Gemini 2.5 Flash: 80.9
+  * Claude Sonnet 4 (Thinking): 83.7
+  * Claude Opus 4 (Thinking): 86
+  * GPT-5-Minimal: 80.6
+  * Gemini-2.5-Pro: 86.2
+* Benchmark: MMLU
+  * interfaze-beta: 91.38
+  * GPT-4.1: 90.2
+  * Claude Sonnet 4: -
+  * Gemini 2.5 Flash: -
+  * Claude Sonnet 4 (Thinking): 88.8
+  * Claude Opus 4 (Thinking): 89
+  * GPT-5-Minimal: -
+  * Gemini-2.5-Pro: 89.2
+* Benchmark: MMMU
+  * interfaze-beta: 77.33
+  * GPT-4.1: 74.8
+  * Claude Sonnet 4: -
+  * Gemini 2.5 Flash: 79.7
+  * Claude Sonnet 4 (Thinking): 74.4
+  * Claude Opus 4 (Thinking): 76.5
+  * GPT-5-Minimal: -
+  * Gemini-2.5-Pro: 82
+* Benchmark: AIME-2025
+  * interfaze-beta: 90
+  * GPT-4.1: 34.7
+  * Claude Sonnet 4: 38
+  * Gemini 2.5 Flash: 60.3
+  * Claude Sonnet 4 (Thinking): 74.3
+  * Claude Opus 4 (Thinking): 73.3
+  * GPT-5-Minimal: 31.7
+  * Gemini-2.5-Pro: 87.7
+* Benchmark: GPQA-Diamond
+  * interfaze-beta: 81.31
+  * GPT-4.1: 66.3
+  * Claude Sonnet 4: 68.3
+  * Gemini 2.5 Flash: 68.3
+  * Claude Sonnet 4 (Thinking): 77.7
+  * Claude Opus 4 (Thinking): 79.6
+  * GPT-5-Minimal: 67.3
+  * Gemini-2.5-Pro: 84.4
+* Benchmark: LiveCodeBench
+  * interfaze-beta: 57.77
+  * GPT-4.1: 45.7
+  * Claude Sonnet 4: 44.9
+  * Gemini 2.5 Flash: 49.5
+  * Claude Sonnet 4 (Thinking): 65.5
+  * Claude Opus 4 (Thinking): 63.6
+  * GPT-5-Minimal: 55.8
+  * Gemini-2.5-Pro: 75.9
+* Benchmark: ChartQA
+  * interfaze-beta: 90.88
+  * GPT-4.1: -
+  * Claude Sonnet 4: -
+  * Gemini 2.5 Flash: -
+  * Claude Sonnet 4 (Thinking): -
+  * Claude Opus 4 (Thinking): -
+  * GPT-5-Minimal: -
+  * Gemini-2.5-Pro: -
+* Benchmark: AI2D
+  * interfaze-beta: 91.51
+  * GPT-4.1: 85.9
+  * Claude Sonnet 4: -
+  * Gemini 2.5 Flash: -
+  * Claude Sonnet 4 (Thinking): -
+  * Claude Opus 4 (Thinking): -
+  * GPT-5-Minimal: -
+  * Gemini-2.5-Pro: 89.5
+* Benchmark: Common-Voice-v16
+  * interfaze-beta: 90.8
+  * GPT-4.1: -
+  * Claude Sonnet 4: -
+  * Gemini 2.5 Flash: -
+  * Claude Sonnet 4 (Thinking): -
+  * Claude Opus 4 (Thinking): -
+  * GPT-5-Minimal: -
+  * Gemini-2.5-Pro: -
+\*Results for Non-Interfaze models are sourced from model providers, leaderboards, and evaluation providers such as Artificial Analysis.
+### Works like any other LLM
+OpenAI API compatible, works with every AI SDK out of the box
+OpenAI SDK
+Vercel AI SDK
+Langchain SDK
+![Extraction](https://interfaze.ai/examples/extraction_example.png)
+![scraping](https://interfaze.ai/examples/scraper_example.png)
+Fully configurable guardrails for text and images
+![Extraction](https://interfaze.ai/examples/nsfw_example.jpg)
+This architecture combines a suite of small specialized models supported with custom tools and infrastructure while automatically routing to the best model for the task that prioritizes accuracy and speed.
+[![How it works](https://interfaze.ai/examples/howitworks.png)
+](/examples/howitworks.png)
+### Specs
+Max output tokens
+32k tokens
+Input modalities
+Text, Images, Audio, File, Video
+Output tokens
+$3.50 / MTok
+Observability & Logging
+Coming soon
+### FAQ
+### Todo (Prioritized)
+*   Reduce transactional token count
+*   Pre-built prompts/schemas optimized for specific tasks
+*   Embedding model
+*   Built-in observability and logging on the dashboard
+*   Complete metrics and analytics
+*   v1.1 Interfaze
+*   Reduce latency and improve throughput
+*   Custom SDKs for interfaze with AI SDK, Langchain, etc.
+*   Leaderboard for projects
+If you have feature requests or recommendations, please reach out!
+### Research references
+*   [Interfaze: The Future of AI is built on Task-Specific Small Models](https://www.arxiv.org/abs/2602.04101)
+*   [Agentic Context Engineering](https://www.arxiv.org/pdf/2510.04618)
+*   [Small Language Models are the Future of Agentic AI](https://arxiv.org/pdf/2506.02153)
+*   [The Sparsely-Gated Mixture-of-Experts Layer](https://arxiv.org/pdf/1701.06538)
+*   [DeepSeekMoE](https://arxiv.org/pdf/2401.06066)
+*   [Confronting LLMs with Traditional ML](https://arxiv.org/pdf/2310.14607)
+### Who are we?
+We are a small team of ML, Software and Infrastructure engineers engrossed in the fact that a small model can do a lot more when specialized. Allowing us to make AI available in every dev workflow.