About / ASTRAFLUX

Data for models
that do real work.

AstraFlux received investment from MiraclePlus in spring 2026. We focus on agent post-training data and executable RL environments. Our core team members have backgrounds at Cornell University, Tsinghua University, Aalto University and Huawei’s 2012 Laboratories. We have offices in New York and Beijing.

Start with the work itself.

Our programs span software and terminal work, cybersecurity, desktop agents, professional workflows, deep research, finance and quantitative research, scientific computing, VQA and design. We work from the capability a team wants to train or evaluate, then define the task and its acceptance criteria.

Scope the program.

Each engagement defines the task scope, permitted data sources, evaluation criteria and delivery requirements.

CAPABILITIES

Real tasks.
Across complex domains.

01 CAPABILITY

Software & terminal

Repository engineering and terminal tasks, from long-horizon system builds to binary parsing and recovery.

Container environments Acceptance tests
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02 CAPABILITY

Cybersecurity

Isolated vulnerability-research tasks and security environments.

Security environments Vulnerability research
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03 CAPABILITY

Desktop agents (CUA)

Native Windows and macOS desktop tasks, designed around cross-application work, visual checks and restorable environments.

Windows / macOS GUI & state checks
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04 CAPABILITY

Professional workflows

Business APIs, document deliverables and desktop tasks with task-specific output and process checks.

Business deliverables Tools & desktop
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05 CAPABILITY

Deep research

Literature-grounded STEM questions with reference reasoning, answers and itemized grading criteria.

Research QA Grading rubrics
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06 CAPABILITY

Finance & quant

Multi-turn financial research and quantitative prediction tasks with explicit inputs and scoring contracts.

Financial research Quantitative tasks
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07 CAPABILITY

AI for science

Scientific analysis, model calibration and experimental decisions, with research inputs and executable checks.

Scientific computing Modeling & experiments
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08 CAPABILITY

Visual QA (VQA)

Chart-image questions for numerical reading, cross-panel matching and graph reasoning.

Chart reasoning Structured answers
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09 CAPABILITY

Design workspace

Source assets, editing records, native editable files and final renders for design tasks.

Editable PSD Visual checkpoints
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WORK WITH ASTRAFLUX

What should your
model be able to do?

Share the capability, task types and delivery requirements. We’ll discuss the right program and representative tasks.

Contact us norman383@astraflux.space