Hard AI problems
When the obvious approaches plateau, we research, prototype and evaluate until the system works.
- Agents
- RAG
- NLP
- Fine-tuning
AI engineering studio · Paris / Worldwide
Hard problems.Complete systems.
We solve high-stakes AI problems where off-the-shelf answers stop—and build the entire 0→1 system around the solution.
Discuss your problemInputUnsolved
problem
problem
CORNICHON / 01Research
+ build
+ build
LiveOutputWorking
system
system
Model → data → infrastructure → interface
Selected outcomes
95%less latency
74%lower inference cost
4×review throughput
201+research citations
What we do
From uncertain idea
to reliable operation.
Senior research depth and full-stack execution, without the handoffs.
Complete 0→1 systems
One accountable engineering team from raw idea to a usable, tested product in production.
- Product
- Data
- Backend
- UI
AI infrastructure
Fast, observable and cost-aware foundations built for real traffic—not a notebook demo.
- MLOps
- Cloud
- Evals
- Observability
Selected work
Proof over promises.
Production systems for organizations where quality, speed and reliability matter.
National transport platform
Evolved two high-traffic customer chatbots through transformer migration, a production RAG agent and direct platform integration.
- +13% F1
- 96% recall @k=2
- −74% inference cost
95%latency reduction
Global healthcare company
Built an eval-first agentic system that reconciles clinical-trial safety narratives across hospital and pharmacovigilance records.
- 90% F2
- Human feedback loop
- Production evaluation
4×review throughput
Applied AI research
Researched and trained language models for Java code generation, from pre-training and ablations to benchmark-leading results.
- 2 publications
- 201+ citations
- CodeT5 · CodeBERT
#1CodeXGLUE ranking
How we work
One clear path
from 0 to 1.
Small loops, explicit measures and one team accountable across the full system.
- 01
Frame
Turn the ambiguous problem into a falsifiable target and a practical evaluation set.
- 02
Prove
Attack the riskiest assumptions first. Prototype, measure and choose the simplest viable path.
- 03
Build
Engineer the full system—model, data, infrastructure, APIs and the interface people use.
- 04
Operate
Deploy with observability, feedback loops and cost controls so performance compounds.
Built for hard problems
Research depth. Production discipline.
CORNICHON AI combines language-model expertise with the infrastructure and product engineering needed to make AI useful.
From regulated industries to high-traffic platforms, we take ownership of the full path: framing, evaluation, models, data, infrastructure and interface.
Senior executionEvidence-led decisionsEnd-to-end ownership
Have a hard problem?
Let’s make it work.
Bring the challenge. We’ll bring the path from first principles to production.
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