Senior AI engineering

Get your AI project back on track.

Senior AI engineers who fix AI that works in the demo but fails in production — and ship it.

1 hour with an engineer, not a sales rep — free, no commitment. You leave with our honest read, hire us or not. Reply within one business day.

10+ years in AI & ML· Small senior team· Production systems, not prototypes

Tell us where to reach you.

or write to contact@airepairlabs.com

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Sound familiar? Symptoms of a stuck AI project

  • ✕RAG that answers wrong
  • ✕An agent you can’t trust with real actions
  • ✕Accuracy stuck at 80% — stakeholders were promised 99
  • ✕Inference costs and latency exploding
  • ✕“Almost done” for months

What we do

  • Rescue — diagnose what’s actually wrong, unblock it.
  • Consulting — make the technical decisions right the first time.
  • Development — build the system, take it to production.

Fixed fee, scoped on the first call. Sprints of 1–4 weeks; builds of 1–3 months.

What happens when you press the button

  1. 01

    A free 1-hour technical call — useful even if you never hire us.

  2. 02

    Diagnosis in week one. If the honest answer is “change approach” or “stop”, we say it then — not after months of billing.

  3. 03

    A fixed-fee engagement — with your team, or end to end. We can start within days.

Why us

Faster than hiring, deeper than a generalist agency — and the seniors you meet are the people who do the work. We work alongside your engineers and leave your team stronger.

GPT · Claude · Gemini · Llama · LangGraph · CrewAI · PyTorch · Hugging Face · and whatever your stack is

Show the full stack+

LLM platforms & models

OpenAIAzure OpenAIAnthropic ClaudeGoogle GeminiMistralLlamaCohereDeepSeekQwenGroqTogether AIOpenRouter

Agents & orchestration

LangChainLangGraphCrewAIAutoGenLlamaIndexHaystackDSPySemantic KernelOpenAI Agents SDKPydanticAIsmolagentsMCP

RAG, search & vector stores

RAG pipelinesFAISSPineconeWeaviateQdrantMilvusChromaDBpgvectorElasticsearchOpenSearchBM25Cross-encoder rerankerssentence-transformers

NLP

spaCyNLTKGensimTF-IDFword2vecGloVefastTextBERTRoBERTaT5NERTopic modeling (LDA)BPE / SentencePiece

Deep learning

PyTorchTensorFlowKerasJAXPyTorch LightningCustom NN architecturesCNNsRNNs / LSTMsTransformersGANsDiffusion modelsONNX

Fine-tuning & training

LoRAQLoRAPEFTFSDPDeepSpeedTRLSFTRLHFDPOAxolotlUnslothGPTQ / AWQ quantization

Evaluation & observability

LangSmithLangfuseRagasDeepEvalpromptfooOpenAI EvalsMLflowWeights & BiasesArize PhoenixLLM-as-judge

Speech & vision

WhisperElevenLabsCLIPLLaVAMultimodal LLMsTesseract OCRStable DiffusiontorchvisionImage embeddings

Classic ML & data science

scikit-learnXGBoostLightGBMCatBoostpandasNumPySciPystatsmodelsOptunaProphetA/B testingJupyter

Serving & AI backends

PythonFastAPIvLLMTGITriton Inference ServerRay Servellama.cppOllamaCeleryRedisPostgreSQLgRPC