H2Loop is an AI lab building domain-specific intelligence for lower-level system software and enterprise infrastructure.
Joined August 2024
- Tweets 55
- Following 3
- Followers 21
- Likes 6
17 Photos and videos
Civilization runs on system software. It cannot fail.
Most AI coding tools were not built for this domain. H2LooP was.
#h2loopai #EmbeddedSystems #SystemSoftware #AIInfrastructure
2
103
15 years running turnkey aerospace and defense programs. Ground, naval, airborne. National stakes.
He joins H2Loop as Chief Growth Architect.
His vision: take us from lab to mission.
#DefenseTech #SovereignAI #h2loopai
11
5,907.27 tok/s on one Tesla T4. The winner of Bear the Tokens: Ratan Kokal. An aerospace undergrad at IIT Bombay.
Baseline was 3,332. Faster inference on the same GPU means more requests per dollar.
He got past it with serving-engine changes and one observation most people will miss.
Dhruv used an inferencing plugin. Aaditya applied AWQ quantization.
#h2loopai #LLMInference #GPUOptimization #Quantization
1
3
23
Flat‑rate AI coding was a hidden surcharge on Curiosity. Vendors subsidized compute to capture your corrections.
Now they are pushing programmatic workflows to expensive API rates. GitHub Copilot switches to usage-based billing on June 1. Anthropic redefined interactive use to block third-party tools.
Cloud pricing penalizes complex system engineering. A single autonomous coding session can burn $30. Unpredictable token billing destroys budget forecasting.
Running models on-premise converts variable API fees into fixed capital expenses. You own the model. Your compute costs stay flat.
#SovereignAI #CloudCosts #VendorLockIn #h2loopai
6
82
Hydron is live.
AI for embedded engineers. Code grounded in your datasheet, your codebase, and your hardware context. VS Code terminal.
v1, fresh out of beta. A lot works. A lot will get better.
Bring your worst MCU.
hydron.sh/
2
4
56
Inc42's 30 Startups To Watch, April 2026.
H2LooP made the list under AI and semiconductors.
Hardware-aware AI for systems engineering. Built for engineers who work with datasheets, not just docs.
Inc42's #30StartupsToWatch list, April 2026. H2LooP made it under AI and semiconductors.
inc42.com/features/30-startu…
1
4
4
76
Two coding platform leaks in a month.
Lovable: a BOLA flaw let any free account read source code, credentials, and chat histories across other users' projects.
Claude Code: an internal sourcemap shipped in a public npm release, exposing roughly 500,000 lines of Anthropic's own code.
2
1
76
For anyone shipping sensitive IP, that trade needs to be a conscious decision, not a default setting. On-prem and air-gapped exist for exactly this reason.
#VibeCoding #Lovable #AISecurity #SovereignAI #ClaudeCode
35
Different companies, different failure modes, same headline. The platforms holding your IP cannot reliably hold their own.
Every productivity gain from these tools comes with an implicit trade. Your source code, your credentials, your prompts, handed to a vendor whose recent track record says they cannot be trusted with it.
21
Two coding platform leaks in a month.
Lovable: a BOLA flaw let any free account read source code, credentials, and chat histories across other users' projects.
Claude Code: an internal sourcemap shipped in a public npm release, exposing roughly 500,000 lines of Anthropic's own code.
1
1
67
Free to enter. One Colab notebook.
beyond.h2loop.ai/btt
25
Introducing H2LooP Spark: the first domain-specialized autocomplete model for embedded software.
A 7B model that beats Claude Opus 4.6 and Qwen3-Coder-30B on embedded code completion.
Not fine-tuned. Continually pre-trained on 23B tokens of firmware, datasheets, and vendor SDKs
4
3
7
388
H2LooP Spark CPT (Preview) is available now on HuggingFace under a Research Only License.
Works with vLLM and 🤗 Transformers. Single H100, bfloat16.
This is an early checkpoint
Paper → arxiv.org/abs/2603.11139
Request access → huggingface.co/h2loop-ai/spa…
2
51