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---
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---
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# TIMPS — AI Research & Engineering. Think. Right.
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**AI research and engineering for human intelligence.**
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AI will reshape civilization. TIMPS exists to make sure it reshapes it for the better — for every one.
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🔗 Website: [timps-website.vercel.app](https://timps-website.vercel.app/)
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📄 GitHub: [github.com/timpss](https://github.com/timpss)
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🎥 YouTube: [@Timps-090](https://www.youtube.com/@Timps-090)
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🐦 X / Twitter: [@TIMPs_ai](https://x.com/TIMPs_ai)
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💼 LinkedIn: [TIMPS](https://www.linkedin.com/company/timps/)
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---
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## Featured Research
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### TIMPS-Coder-7B — 98.8% HumanEval, 4-stage training pipeline
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A 7B-parameter code model fine-tuned through SFT, GRPO, DPO, and Self-Play.
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- **MBPP+**: 73.3% — the clean, uncontaminated benchmark
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- HumanEval results disclosed with full transparency on training-data overlap
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- License: Apache-2.0
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[Read the paper →](https://timps-website.vercel.app/timps-coder-7b.html)
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---
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## Models
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| Model | Description |
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| **TIMPS-Coder-7B** | 7B code model, 4-stage training pipeline (SFT → GRPO → DPO → Self-Play) |
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| **TIMPS-Coder-0.5B** | Lightweight fine-tune of Qwen2.5-Coder for fast, local code generation |
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| **TIMPS-Vision** | *(coming soon)* |
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## Products
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- **[TIMPS Memory](https://timps-website.vercel.app/timps-memory.html)** — try it now
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- **[TIMPS Swarm](https://github.com/Sandeeprdy1729/timps-swarm)** — multi-agent LangGraph framework with MCP integration
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- **TIMPS-Coder** — our code model family
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## Our Mission
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At TIMPS, we build AI to serve humanity's long-term well-being — without harming any creature.
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- **Think. Right.** — our founding philosophy
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- **TIMPS Safety Constitution** — what our agents will never do
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- **TIMPS Economic Index** — AI's impact on Indian livelihoods
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---
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© 2026 TIMPS · MIT License
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