AI ENGINEERING
REVOPS
Building Profit-Driven Solutions
Designing scalable AI infrastructure and efficient solutions grounded in first principles.
AI ENGINEERING
REVOPS
Building Profit-Driven Solutions
Designing scalable AI infrastructure and efficient solutions grounded in first principles.
What Keeps Me Busy
Projects that I'm actively working on.
Engineering solutions that give organizations the freedom to operate efficiently and stay in control.
Engineering solutions that give organizations the freedom to operate efficiently and stay in control.
Token-Efficient AI Harness for Long-Running Autonomous Development
Hardware-Agnostic LLM Inference Infrastructure for Organizations
Agent Sandbox Infrastructure for Data Sensitive Organizations
Self-Evolving Adaptive Workflows for Fully Autonomous Development
One workflow, instant and accurate memory system, built in auto rotation with strict context management, any dev process: swap agents, models or backends through config, while usage-aware routing spreads work across specialized agents, machines and cloud
Token-Efficient AI Harness for Long-Running Autonomous Development
Hardware-Agnostic LLM Inference Infrastructure for Organizations
Agent Sandbox Infrastructure for Data Sensitive Organizations
Self-Evolving Adaptive Workflows for Fully Autonomous Development
Token-Efficient AI Harness for Long-Running Autonomous Development
Fully customizable rust agent harness with persistent memory, self improving adaptive workflows. Early benchmarks show 33–61% lower token consumption without output degredation.
Hardware-Agnostic LLM Inference Infrastructure for Organizations
Agent Sandbox Infrastructure for Data Sensitive Organizations
Self-Evolving Adaptive Workflows for Fully Autonomous Development
The most valuable companies in the world aren't just adopting AI. They're building control over how it's deployed, operated, and scaled. I'm building the infrastructure, systems & solutions that make this possible for organizations of all sizes.
Manush Ghimire
AI Engineer | RevOps
Re-Reading
Five Books I'd Recommend to Anyone Like Me
Ideas worth revisiting, lessons worth remembering, and books worth your time.
Ideas worth revisiting, lessons worth remembering, and books worth your time.
Research & Application
Analyzing frontier AI and emerging technologies to translate complex technical breakthroughs
Research & Application
Analyzing frontier AI and emerging technologies to translate complex technical breakthroughs
Nov 7, 2026
Capture DeepSeek’s 4x KV cache savings without the lock-in
Fit a million-token context in under 1 GB of memory, and see which of DeepSeek's savings you can apply to your organization
Oct 23, 2026
Stop overpaying for tokens: find your API vs self-host break-even
Economic Breakdown of Inference as a Service. Self-hosting vs On-Demand API and if it's viable for you to make the switch.
Sep 27, 2026
Teach robots new tasks from one clip, with no retraining
Replace per-task datasets with a 3–12 second demo: 59% success, 83% after light tuning. GEN 1.5 is the GPT 3.5 event for Robotics
Nov 7, 2026
Capture DeepSeek’s 4x KV cache savings without the lock-in
Fit a million-token context in under 1 GB of memory, and see which of DeepSeek's savings you can apply to your organization
Oct 23, 2026
Stop overpaying for tokens: find your API vs self-host break-even
Economic Breakdown of Inference as a Service. Self-hosting vs On-Demand API and if it's viable for you to make the switch.
Nov 7, 2026
Capture DeepSeek’s 4x KV cache savings without the lock-in
Fit a million-token context in under 1 GB of memory, and see which of DeepSeek's savings you can apply to your organization
Oct 23, 2026
Stop overpaying for tokens: find your API vs self-host break-even
Economic Breakdown of Inference as a Service. Self-hosting vs On-Demand API and if it's viable for you to make the switch.