HPCIQ
AI for research at laboratory scale.
Research organizations generate enormous amounts of data but struggle to reuse it effectively.
Research data
Simulations · Experiments · Papers · Code
HPCIQ
Insights
Answers · Comparisons · Datasets
The research data explosion
Labs produce simulations, experiments, papers, and code at massive scale, far faster than anyone can organize or reuse it.
Massive, fragmented datasets
Simulation outputs, experiment logs, and file metadata sprawl across systems.
Knowledge is siloed
Findings live in papers, notebooks, and people's memory.
Discovery slows, knowledge is forgotten
Researchers repeat work and hard-won findings are forgotten, because no one can find what's already been done.
Data is always moving
Not all data is online, it's tiered, archived, and moved across storage.
Connecting simulations, papers, code, and experiments
HPCIQ brings your research data into one governed, queryable layer, without moving it.
Research comprehension pipeline
HPCIQ automatically processes research assets through OCR, transcription, content extraction, semantic mapping, summarization, and organizational learning before they become searchable institutional memory.
Powered by GUFI
Research labs store staggering amounts of data, so much that finding the right file among billions can feel impossible. GUFI is a free, open-source tool that works like a super-fast catalog of everything stored, so people find what they need in seconds instead of hours, and only ever see what they're allowed to.
GUFI on its own
Instantly finds where files are and who owns them, across billions of files.
GUFI with VaultIQ
Goes further: it understands what's actually inside those files and answers questions about them, with sources.
What makes the integration special
GUFI provides ultra-fast filesystem indexing. VaultIQ builds on that foundation to understand the contents of those files, connect them together, and answer complex research questions.
Exabyte scale
Indexes datasets at exabyte scale, keeping pace with the largest HPC file systems.
Indexes data in motion
Keeps indexing even while data is moving, including files on tape drives and across other storage devices and tiers.
Content-based search
Search by what's actually inside your files, across content, media, and code, not just their names.
Question answering across media
Ask questions of recorded lectures, talks and presentations, simulation videos, and raw simulation datasets (HDF5 files).
Built at Los Alamos National Laboratory
GUFI was created at Los Alamos, one of the world's leading research laboratories, to make sense of its enormous scientific data. GUFI integrates directly into VaultIQ, bringing that same proven capability to your organization.
Scientific knowledge graph
HPCIQ links data, results, code, and publications into a knowledge graph, so relationships and context are preserved.
  • Connects experiments to the code and data behind them
  • Traces every result back to its sources
  • Surfaces related prior work automatically
AI-assisted research
Ask across everything, query decades of research in plain language.
Explain results
Understand what a result means and how it was produced.
Compare runs
Compare simulations and experiments side by side.
Generate insights
Surface patterns across large datasets.
Train custom models
  • Grounded in your real source data
  • Ready for pre-training and fine-tuning
  • Scales models to your domain, at HPC scale
HPC deployment
  • Runs inside your HPC environment
  • Operates in secure, isolated, or air-gapped networks
  • Scales horizontally and vertically, leveraging non-uniform hardware
  • Permission-aware and fully auditable
Business outcomes
  • Faster discovery and less repeated work
  • Reuse of decades of research and data
  • Model-ready datasets built from your own science
  • Trusted, traceable answers across the lab
Why VaultIQ
  • Enterprise Memory preserves your institutional knowledge.
  • Every answer is permission-aware and source-backed.
  • Deploys within your existing security and governance model.
See HPCIQ in action
HPCIQ answering a research question about von Neumann and ENIAC, with reasoning and eight cited sources linking back to original audio recordings
Researchers ask natural-language questions spanning decades of technical reports, interviews, papers, and presentations. HPCIQ synthesizes evidence across sources and returns fully cited answers.
HPCIQ answering "What were wartime working conditions and secrecy like?" with a synthesized, fully cited answer drawn from ten sources
Answer generated from the Computer History Museum's International Research Conference on the History of Computing archive.
Scientific simulation video understanding
HPCIQ understands simulation videos so conversations, questions, and searches can be answered based on them, in addition to other media and written materials.
Generated video description
A 3D scientific-visualization animation of a hypervelocity (asteroid/bolide) impact and crater-formation event, produced with the LANL SAGE Eulerian adaptive-mesh hydrocode. A persistent white serif label SAGE Cx30e (top-left) names the code and run; a top-right clock counts up in seconds (2.00s … 118.01s). The scene is a single shaded isosurface colored by a scalar labeled tev_pn via a bottom-right rainbow colorbar (blue→cyan→green→yellow→orange→red).
Read the full description →
Title
SAGE hydrocode simulation of an oblique asteroid/bolide impact and crater formation, temperature isosurface (tev_pn).
Specs
1280×720, 29.97 fps, 12.21 s, H.264 (Constrained Baseline), yuv420p, ~3959 kb/s, MP4. Audio effectively silent.
One-liner
A 3D scientific visualization (Los Alamos "SAGE Cx30e" hydrocode) of an oblique asteroid impact onto a flat planar target, in which an isosurface colored by temperature ("tev_pn", 0–0.5 eV) shows a hot crater bowl opening, a tall blue ejecta curtain/crown rising with an asymmetric downrange jet, and a complex crater with a raised rim maturing over a simulated clock from 2 to 118 seconds.
On-screen text (verbatim)
SAGE Cx30e, top-left, persistent
Top-right clock (seconds): 2.00s → 7 → 12 → 17 → 22 → 27 → 32 → 37 → 42 → 47 → 52 → 57.01 → 62.01 → 67.01 → 72 → 77 → 82.01 → 87 → 92.01 → 97 → 102 → 107.01 → 112 → 118.01s
tev_pn, colorbar label, bottom-right
Colorbar ticks (top→bottom): 0.5000 0.2812 0.1250 0.0312 0.0000
RGB axis triad, bottom-left
Timeline
2.00s Initial: large flat teal/dark-cyan target plane on black. A tiny rounded impactor blob near center, mostly blue (cool) with a thin red/yellow hot leading edge, just after first contact.
7.00s A roiling mostly red/orange (hot) mass of shocked/vaporized material erupts upward; a first low ejecta blanket spreads radially.
12–17s Ejecta plume grows tall and clearly asymmetric, hot red curtain on the near (uprange) side, filamentary multicolor ejecta streaming downrange (upper-right). Concentric surface ripples expand. Oblique impact confirmed.
22–32s Ejecta forms a fan/cone tilted downrange (hot orange/red outer skin, blue inner sheet); transient crater bowl deepens; multiple concentric wave rings.
37–47s Clear bowl-shaped transient crater (green/yellow rim, hotter interior); broad flaring curtain with a long downrange jet.
52–67s Crater matures: elliptical hot-red floor ringed by green/yellow walls; tall broad curtain with a perforated (lacy) blue upper sheet and an orange downrange ridge; raised rim begins.
72–87s Deep complex crater: bright red floor with concentric ring striations; asymmetric raised rim; large flaring blue ejecta crown; downrange jet still attached.
92–107s Crater broadens into a wide complex form: hot-red central floor, expanding raised hot rim/ejecta blanket (orange lobe downrange), blue collar around the rim.
112–118s Final mature complex crater: broad circular-to-elliptical excavation, glowing red striated floor, thick raised hot rim/ejecta blanket, residual ripple rings, remnant blue curtain standing behind with the persistent downrange strand.
Full description
A 3D scientific-visualization animation of a hypervelocity (asteroid/bolide) impact and crater-formation event, produced with the LANL SAGE Eulerian adaptive-mesh hydrocode. A persistent white serif label SAGE Cx30e (top-left) names the code and run; a top-right clock counts up in seconds (2.00s … 118.01s). The scene is a single shaded isosurface colored by a scalar labeled tev_pn via a bottom-right rainbow colorbar (blue→cyan→green→yellow→orange→red), ticks 0.0000–0.5000. tev denotes temperature in electron-volts, so the field is temperature 0–0.5 eV (≈ 0–5800 K; 1 eV ≈ 11,600 K). Blue is cold/ambient, red is the hottest (shock-heated, melted/vaporized) material; the _pn suffix likely tags a particular material/variable.
Initial state (2.00 s): a large flat horizontal target plane fills the lower frame as a uniform teal sheet in oblique perspective on black, viewed from an elevated three-quarter (bird's-eye oblique) angle. A small RGB axis triad sits lower-left; the camera is essentially fixed (perhaps a slight zoom mid-sequence) and does not orbit. A small impactor/shock bubble is already on the surface, blue with a thin hot red-yellow leading edge.
As the clock advances ~5 s/step, a roiling mass of shock-heated material (red/orange) erupts from the contact point and a thin cooler ejecta blanket (green/cyan/yellow) sprays radially, launching concentric surface ripples (propagating ground/shock waves). The ejecta plume is strongly asymmetric from early on, a hot uprange curtain rises steeply while a long filamentary jet streams downrange (upper-right). This asymmetry is the signature of an oblique impact (the bolide arrived at an angle), refining the earlier symmetric-vertical hypothesis. Through 12–47 s the ejecta organizes into a broad upward/outward-flaring curtain/crown: hot (orange/red) outer skin, blue/cyan tall interior sheets (expansion-cooled), with a lacy perforated texture as the thin sheet fragments. Beneath, a bowl-shaped transient crater deepens (green/yellow walls, progressively redder floor).
Late evolution (52–118 s): the transient crater matures into a complex crater. A bright red hot floor forms as a flat-to-elliptical disk decorated with prominent concentric ring striations. An asymmetric raised rim / ejecta blanket builds around the cavity, draping over the plane, hottest (orange/red) on the downrange side where most ejecta lands. The standing curtain becomes a wide low blue collar with a residual downrange strand at frame-right. By 118.01 s the result is a broad, mature, rimmed crater: glowing red striated floor, thick hot raised rim, surrounding ripple rings, remnant blue curtain.
Physically this is the cratering sequence of a large impact (the "Dino-Killer" filename alludes to a Chicxulub-scale, dinosaur-extinction-class bolide): contact-and-compression (instantaneous shock heating, hottest red material), excavation (ejecta curtain + transient cavity growth + concentric ripples), and modification (rim uplift forming the final complex crater). Temperature coloring makes shock-heated/melted/vaporized material glow red while bulk cold target and expansion-cooled ejecta read blue/teal. Flat planar geometry, a fixed oblique camera, the RGB triad, and HUD overlays are characteristic of a SAGE simulation rendered in EnSight/ParaView/VisIt.