Documents
PDF, Word, Excel, CSV, Markdown, JSON, extracted and held as private context.
ProductVision Circuit Labs · SageVCL
SageVCL
The workbench for models that do real work, not another infinite chat box.
Multi-model sessions with private documents, vision, live web search, isolated code, and generated files. The first public step in Vision Circuit Labs' intelligence layer, built in Kerala and shipped like infrastructure.
Sample run · instrumentedSESSION REPLAY
- 00:00.12userParse the quarterly CSV, chart margin by region, draft a one-page brief.
One run · many instruments · one private session
01
Private by default
Opaque guest sessions. History on the server, not the tab. Optional accounts when you need continuity across devices.
02
Tools that finish work
Not chat for chat's sake. Documents, vision, live search, sandboxed code, and downloadable artifacts in one run.
03
Production, not a prototype
Queues, concurrency locks, budgets, structured logs, kill switch. Built to stay up when people depend on it.
Interface concept
Surface + instruments
What you say is the surface. What the system does (search, code, files, vision) is the instrument rail. Most chat products hide that. SageVCL makes the work legible.
Illustrative sequence
not a live connection
Surfaceguest · private
Instrumentsalways on-session
- 01Documents
- 02Vision
- 03Web search
- 04Code sandbox
- 05Artifacts
- 06Time tools
Capability set
Six instruments. One session.
ACTIVE
Vision
Images go to vision-capable models as multimodal input. No OCR theatre.
Web search
Live retrieval when the model needs current information instead of frozen weights.
Code sandbox
Isolated Python for analysis and computation that should not run on your laptop.
File generation
CSV, Excel, Word, PDF, PowerPoint, charts, images, all downloadable.
Time & local tools
Server-synced clock, durable timers; calculator and CSV helpers in-browser.
System card
Specs without the fluff
SageVCL is engineered the same way we approach field systems: explicit budgets, clear failure modes, nothing magical about the API key.
- Models
- Multi-model routing via production API
- Context
- Windowed history · older turns summarized
- Uploads
- Private docs up to 6 MB · vision attachments
- Compute
- Isolated Python · browser-local utilities
- Output
- CSV · Excel · Word · PDF · charts · images
- Safety
- Keys never in the browser · session budgets
Why it exists
Most AI products sell conversation.
SageVCL sells completed work.
SageVCL is the first layer of a broader stack: workbench today, richer structure and ontology as we go. One company exploring AI across products and domains, not a single vertical.
Explore all modules →Next step
Get early access.
SageVCL is in staging, opening to the public soon. Tell us who you are and what you need it for. We'll route access and keep it human.