About CoDynamics Lab Corporation
CoDynamics is a specialized AI infrastructure lab dedicated to eliminating the "Long-Context Tax." Standard LLMs suffer from linear costs and high latency as context grows; we provide a proprietary, model-agnostic layer that delivers constant-time performance regardless of document length.
The LATCH Experience: Instant Intelligence
In the long-context era, waiting is the status quo. Standard models impose a 20โ30 second delay while they re-process your data. LATCH eliminates this friction entirely. With a Time-To-First-Token of 0.11s, the response begins before you practically take your finger off the Enter key. We aren't just making AI faster; we are making it feel local, fluid, and immediate.
- 100x TTFT Speedup: We reduced Time-To-First-Token on Qwen 2.5 14B from 23.1s to 0.11s.
- Constant-Cost Economics: Our break-even point is 0.0051 queries, meaning the infrastructure cost of document preparation is recovered almost immediately compared to standard API calls.
- Persistent Document Memory: Compile a document once and reload it in 0.0016s forever โ a 246x speedup over standard re-ingestion.
- Multi-Doc Reasoning: Our technology is proven for complex cross-document analysis, achieving an 11/12 pass rate on multi-document composition benchmarks.
๐ Current Model Performance
| Model Family |
Status |
Avg. TTFT Speedup |
Multi-Doc Pass Rate |
| Qwen 2.5 14B |
Production Ready |
42.9x |
91.7% |
| Mistral Nemo 12B |
Verified |
104.0x |
83.3% |
| Llama 3.1 8B |
Verified |
116.3x |
83.3% |
| DeepSeek R1 |
In Training |
Pending |
Pending |
๐ Deployment for Enterprise
LATCH is designed for seamless integration into high-stakes AI workbenches (Legal AI, Compliance, Financial Analysis). By decoupling ingestion from generation, we offer:
- High-Density Infrastructure: Run Qwen 14B with ~30 GB VRAM (down from ~61 GB baseline).
- High-Fidelity Reliability: We maintain superior reasoning performance (91.7% pass rate) while eliminating prefill latency.
- Agnostic Integration: Seamlessly switch between industry-standard base models using a unified, proprietary LATCH infrastructure.
โ๏ธ Licensing & Intellectual Property
CoDynamics Lab Corporation operates under a Proprietary & Commercial Licensing model.
- Gated Access: Access to LATCH model weights and optimized inference adapters is provided via gated repository requests.
- Commercial Use: Use of LATCH technology in commercial or production environments requires a separate license agreement.
- Patent Pending: The LATCH compilation method and neural representation format are proprietary and covered by pending patent applications.
Commercial Inquiries: For gated access or licensing discussions, please contact our engineering team.
Visit our Website ยท Contact: mike@codynamicslab.com