Data and AI systems, engineered for real‑time decisions.
Thinking Text is a software studio building data platforms, AI-native applications and trading technology — from architecture to production.
Oil News Index F6 and Equity News Index
What is moving the oil price today, and what is the press saying about Nvidia? Two LLM-based news reads, run daily at scale, that explain — to an extent — the price moves from the news flow: OIL-F6 for crude, EQ-S10 for nine Nasdaq-100 names.
- The oil press and the press of sixteen Nasdaq-100 names, read at scale by language models
- Fixed questions answered on every article, no price language
- Aggregated into daily, explainable indexes with their own hit rates
OIL-F6 against the price
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Four practices, one engineering culture
From data infrastructure to AI agents and trading systems — senior, hands-on work across the whole stack.
Data platforms & real-time systems
Infrastructure that moves, stores and serves data at scale — batch and streaming.
Analytics & dashboards
Analytics products, admin consoles and APIs that turn data into decisions.
AI-native software, agents & applied R&D
LLM applications, autonomous agents, automation — and the research behind them.
Finance & trading technology
Market data, research tooling and execution infrastructure for systematic trading.
gtrade — the full life of a systematic strategy
Our trading platform for private investment offices and hedge funds: one engine from raw market data through research, validation and optimization into live execution — designed to be operated by AI agents under human direction.
to replay a full trading day — whole book, fills, margin and accounting
of market history on tap, down to quote level
of instruments followed in real time, quote by quote
deterministic: repeated runs are byte-identical, by test
Agent-first software engineering
We build the way software is built in 2026: experienced engineers directing fleets of AI agents, on architectures made to be driven — and verified — by them.
Humans direct, agents execute
Senior engineering judgment sets the architecture and reviews the result. AI coding agents do much of the building, in parallel.
Simple, uniform, testable
When AI writes much of the code, the design has to be plain and relentlessly verifiable. Determinism and tests are part of the architecture.
Weeks become days
Short paths from idea to production: small senior teams, assembled per project, shipping what used to need a department.