LLM Training & Fine-Tuning
Custom language models trained on your data. Your know-how encapsulated in a model you fully control — on-prem or your cloud.
LoRA · QLoRA · DPO · RLHFWe don't build software — we forge digital gold. Enterprise LLMs, autonomous agents, hybrid RAG and armored architectures. Systems that outlast consultants and turn process into competitive advantage.
Each service is a crucible. We combine disciplines so your business stops renting its intelligence and starts operating with technology that is truly its own.
Custom language models trained on your data. Your know-how encapsulated in a model you fully control — on-prem or your cloud.
LoRA · QLoRA · DPO · RLHFSemantic + keyword + reranking search over your corporate documents. Traceable answers with citations your team can audit line by line.
Vector · BM25 · Rerank · GroundingAutonomous agents executing end-to-end processes: sales, support, back-office. Tools, memory, guardrails and observability from day one.
Tool-use · Multi-agent · MCPTailored infrastructure — from GPU bare-metal to multi-region Kubernetes. MCP servers, inference pipelines, orchestration, auto-scaling.
Bare-metal · K8s · vLLM · MCPZero-Trust, OAuth/OIDC, secret management, granular RBAC, intelligent rate-limiting, and defense against prompt injection.
Zero-Trust · OWASP LLM · SOC2Enterprise apps built to last a decade: hexagonal architecture, event-driven, CQRS where it matters, observability by default.
Event-driven · DDD · MicroservicesPentesting, red-team, hardening and incident response. We protect models, APIs, endpoints and the connective tissue between them.
Pentest · Red Team · NIS2 · ENSInterfaces people actually want to use: proprietary design systems, Figma → code, purposeful motion, AA accessibility. UX that converts.
Design Systems · a11y · MotionSurgical diagnosis of your current stack: technical debt, bottlenecks, hidden costs, regulatory risk. An executable report with priorities and ROI.
Code · Infra · Cost · ComplianceMost corporate software is lead. Brittle, costly, rented. Ours becomes an asset — owned, auditable, compounding.
Classical alchemy describes transmutation in four phases. We carry the same discipline into your corporate reality.
Decomposition. We audit your business without mercy: what is excess, what hurts, what wastes capital. Lead before gold.
Purification. We design architecture and models. Working prototypes in 2–4 weeks — not slides.
Illumination. We build in atomic sprints with auditable commits and continuous evaluations. Your team learns alongside us.
Transmutation. We deliver production + monitoring + runbooks + knowledge transfer. The gold stays in your house.
A sample of transmutations we've completed. Confidential clients, concrete outcomes.
Replaced $2.4M/yr OpenAI API bill with on-prem Llama-70B. Same quality, zero data leaving.
Semantic + BM25 + reranker over 80 años of case law. Lawyers draft 3x faster.
Autonomous triage agent on our SIEM. 99.2% true positive rate. Analyst workload −70%.
We believe corporate software stopped being a cost and became a company's most valuable asset — if built properly. The rest is lead.
So we don't ship isolated features. We design systems that outlast the decade, that your team understands, that scale without breaking, and that generate real competitive moat.
A 30-minute call. No commitment. You leave with a clear diagnosis and three actionable next steps.