an ambient intelligence library
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Sep 23, 2026 - Python
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structured-outputs
Here are 380 public repositories matching this topic...
🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.
awesome calibration typesafe awesome-list zero-shot-classification llm llm-evaluation structured-outputs decision-models rlcd calibrated-probabilities jev typesafe-ai system-one system-one-models typed-decisions jev-ai awesome-jev
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Oct 10, 2026 - JavaScript
A high-performance API server that provides OpenAI-compatible endpoints for MLX models. Developed using Python and powered by the FastAPI framework, it provides an efficient, scalable, and user-friendly solution for running MLX-based vision and language models locally with an OpenAI-compatible interface.
flux queue speech-recognition image-generation whisper vision-api mlx fastapi multi-models apple-silicon continuous-batching tool-calling structured-outputs mlx-lm mlx-vlm openai-compatible
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Oct 5, 2026 - Python
Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)
machine-learning deep-learning text-classification encoder calibration uncertainty-quantification webgpu decision-engine onnx non-autoregressive selective-prediction agentic-ai structured-outputs modernbert brier-score rlcd jev typesafe-ai system-one openjev
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Sep 20, 2026 - Python
An agentic extractor for messaging platforms. Noria receives messages & URLs via chat; scrapes web data to evaluate the content against custom scoring matrices (e.g., jobs, scholarships); and sends a structured summary with a calculated match score directly to the assigned messenger number.
automation web-scraping data-extraction whatsapp-bot semantic-analysis event-driven-architecture gemini-api ai-agent llm-pipeline structured-outputs puppeteer-stealth jina-ai
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Jul 22, 2026 - JavaScript
OpenAI's Structured Outputs with Logprobs
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May 26, 2025 - Python
Structured Data Extractor for AI Agents. Search your documents or the web for specific data and get it back in JSON or Markdown in a single tool call.
python ai etl openai context-aware etl-framework autogen unstructured-data rag etl-automation llm langchain crewai langgraph agent-tools structured-outputs context-aware-structured-outputs
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Jul 14, 2026 - Python
Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground
calibration webgpu decision-engine onnx edge-ai structured-outputs modernbert gliclass brier-score system-1 rlcd jev typesafe-ai zero-token-generation
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Sep 28, 2026 - Python
Open reproduction of TypeSafe Jev: a 150M typed decision engine (noul/choice/score in one non-autoregressive pass, calibrated confidence). 0.697 vs Jev's 0.727, 2.5x better calibrated, 4x faster, free. Trains on a Colab T4 in 30 min.
text-classification pytorch calibration colab decision-model onnx huggingface non-autoregressive structured-outputs llm-routing modernbert agent-observability expected-calibration-error llm-alternative jev typesafe-ai typed-decisions zero-cost-inference
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Oct 6, 2026 - Python
A custom coding harness for TypeSafe AI's Jev: an LLM proposes, Jev answers narrow questions, code decides, every step leaves a receipt.
nodejs typescript developer-tools code-review typesafe harness ai-safety human-in-the-loop ai-agents guardrails llm ai-governance llm-agents structured-outputs coding-agent agentic-coding agent-harness jev typesafe-ai system-one
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Oct 8, 2026 - TypeScript
Declare the outcome, skip the logic. The developer-first infrastructure engine for structured, multi-turn AI conversations with built-in safety, async follow-ups, and native compliance
state-machine data-extraction yaml-configuration ai-safety ai-agents conversational-ai open-core gdpr-compliant whatsapp-business fastapi llm-orchestration agentic-workflows structured-outputs mcp-client on-device-llm dpdp-compliance hallucination-firewall langgraph-bridge async-reminders privacy-routing
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Aug 9, 2026 - Python
Python command-line tool for interacting with AI models through the OpenRouter API/Cloudflare AI Gateway, or local self-hosted Ollama. Optionally support Microsoft LLMLingua prompt token compression
openai linkup opik rag openai-api txtai llms llm-inference openrouter ollama cloudflare-ai ollama-api prompt-compression structured-outputs openai-api-client openrouter-api cloudflare-ai-gateway ai-rag llmlingua
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Dec 28, 2025
Local inference you can prove. A single-binary GGUF engine in C: serves, scores, and trains LoRA through the quantized weights it deploys, byte-reproducibly. Tool calls survive the token limit; every run replays as a signed receipt. CPU/CUDA/Metal, OpenAI- and Anthropic-compatible.
c metal cuda inference lora reproducibility quantization agents receipts fine-tuning mixture-of-experts edge-ai openai-api constrained-decoding llm local-llm qlora gguf tool-calling structured-outputs
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Oct 10, 2026 - C
OpenAi.JsonSchema is a lightweight library for generating valid JSON Schema for OpenAI models' Structured Outputs feature. It supports a wide range of types, ensures compatibility with OpenAI's JSON Schema format, and leverages C# descriptions and attributes for schema generation.
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May 12, 2026 - C#
🧰 Some (very) simple helper functions for writing concise JSON Schema — perfect for OpenAI Structured Outputs.
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Jun 20, 2025 - TypeScript
Production grade Document AI workflows run on Tensorlake
ocr table-extraction ocr-python extraction-data document-ai structured-outputs vlm-ocr chart-extraction
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Jun 21, 2026 - Python
Personal finance agent that decides whether an expense is safe — pay in full, split, use installments, or wait — from a 90-day balance forecast over real transaction history, with a deterministic decision core and a narrow multimodal evidence layer for receipts and messages.
python personal-finance reproducibility ai-agents decision-engine affordability multimodal evidence-extraction financial-forecasting llm anthropic-claude deterministic-systems structured-outputs receipt-parsing prompt-injection-defense
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Sep 15, 2026 - Python
Typed decisions from unstructured state: one forward pass, zero generated text. Local, deterministic, Jev-compatible. Not affiliated with typesafe.ai.
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Oct 8, 2026 - Rust
Build typed agent workflows and operate every run from authoritative evidence — OpenAI Build Week 2026
automation sqlite developer-tools codex human-in-the-loop function-calling structured-outputs agent-observability agent-workflows openai-build-week
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Jul 21, 2026 - Python
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