Softactions.uk

Production systems for AI, speech, quant, and modern platforms.

Soft Actions builds high-leverage software where technical depth matters: LLM agents, real-time speech systems, quantitative infrastructure, scalable SaaS platforms, and cloud-native delivery. The focus is end-to-end ownership — from architecture and data pipelines to product surface, deployment, and operational reliability.

Services

LLM agents & workflow automation Design and delivery of agent systems, retrieval workflows, eval loops, and production-grade AI tooling.

Speech AI products Streaming ASR, TTS, interruption handling, turn-taking, and real-time voice interfaces for usable product experiences.

Quant & trading infrastructure Market data ingestion, research pipelines, backtesting, signal systems, risk-aware portfolio logic, and execution architecture.

Platform architecture FastAPI, Node, Laravel, cloud systems, microservices, data-heavy SaaS, and systems that must scale under real load.

Core areas

AI agents & LLM workflows Production agent systems, retrieval, evals, inference infrastructure, and practical AI tooling embedded into real workflows.

Speech & voice systems Streaming ASR, neural TTS, low-latency turn-taking, WebSocket voice loops, and real-time interaction design.

Quantitative infrastructure Research-to-execution systems covering market data pipelines, realistic backtesting, ML signals, portfolio logic, and execution flow.

Financial & SaaS platforms High-load, data-heavy systems for reconciliation, analytics, reporting, access control, and operational decision support.

Technology stack

Python TypeScript Node.js FastAPI Laravel React Vue Nuxt WebSocket streaming Whisper / CTranslate2 Kokoro TTS ONNX Ollama / Gemma Kuzu Docker Caddy AWS Postgres Redis MySQL DynamoDB XGBoost ARIMA / SARIMA scikit-learn

Contact

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