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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/) |
| GitHub: [github.com/timpss](https://github.com/timpss) |
| YouTube: [@Timps-090](https://www.youtube.com/@Timps-090) |
| X / Twitter: [@TIMPs_ai](https://x.com/TIMPs_ai) |
| LinkedIn: [TIMPS](https://www.linkedin.com/company/timps/) |
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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 |
| - HumanEval results disclosed with full transparency on training-data overlap |
| - License: Apache-2.0 |
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| [Read the paper →](https://timps-website.vercel.app/timps-coder-7b.html) |
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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) | |
| | **TIMPS-Coder-0.5B** | Lightweight fine-tune of Qwen2.5-Coder for fast, local code generation | |
| | **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 |
| - **[TIMPS Swarm](https://github.com/Sandeeprdy1729/timps-swarm)** — multi-agent LangGraph framework with MCP integration |
| - **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 |
| - **TIMPS Safety Constitution** — what our agents will never do |
| - **TIMPS Economic Index** — AI's impact on Indian livelihoods |
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| © 2026 TIMPS · MIT License |
