PRISM model intervention
Model-specific behavior intervention for scoped over-refusal, bias, or propaganda removal, paired with before-and-after evaluation and capability-regression analysis.
Derived weights / method record / evaluation / model card
Research and engineering, commissioned.
Tensorbend undertakes model-specific research and systems work for builders, research teams, product teams, and organizations. Every engagement begins with a technical boundary, a defined deliverable, and a written quote.
Five ways to work with Tensorbend.
These are commissioned services, distinct from public model downloads, membership access, and research sponsorship.
Available by contract · request quoteDiscuss PRISM intervention
PRISM-DQ quantization
Sensitivity-aware, per-tensor-class mixed-precision quantization for a named model, runtime, hardware target, and agreed evaluation boundary.
Quantized weights / runtime package / source comparison / deployment recipe
Routed specialized SLMs
A system of domain-tuned small language models, an evaluated router, fallback policy, and deployment inside the client’s data and policy boundary.
Models / router / evaluations / serving system and runbook
Sovereign model systems
Model selection, intervention, evaluation, serving, and release governance delivered on-device, on-premises, or on dedicated infrastructure.
Architecture / implementation / operational handoff
Managed PRISM-PRO inference
Managed inference for supported sovereign weights derived from DeepSeek, MiniMax, StepFun, Moonshot, and Qwen on isolated infrastructure with routing and evaluation controls.
Dedicated serving / routing / monitoring / release control
Start with the technical constraint.
A useful first message identifies the model, workload, hardware, deployment boundary, evidence already available, and the result the work must produce.
Brief
Name the model or model family, workload, target hardware, control boundary, current state, and required outcome.
Scope
Tensorbend defines the work, deliverables, evaluation protocol, acceptance criteria, schedule, and quote in writing.
Build and evaluate
The lab executes the model, systems, and evaluation work against the agreed technical boundary.
Deliver and operate
Receive the contracted weights, reports, deployment recipes, operational handoff, or managed service.
Looking for access, not commissioned work?
Public and gated weights are listed in the model catalog. Membership is recurring access through Ko-fi. Research funding supports a named public goal. Commercial model licensing and commissioned engineering begin by email.
Discuss an engagement.
Send the model or model family, workload, hardware, current constraint, and desired outcome. Tensorbend will respond with the right next step for scoping.
eric@tensorbend.ai