Replaceable cognition
Use the best local or remote model for each task without rebuilding the professional system around one provider.
LowToHi · The intelligence operating layer
Make every model perform above its weight.
LowToHi transforms local models and low-cost APIs into governed professional intelligence by composing the exact knowledge, tools, policies and evidence each task needs — and escalating only when the work justifies it.
- Local-first
- Model-independent
- Evidence-bearing
- Human authority preserved
From available capability to admitted intelligence.
Local-firstLowToHi activates the smallest sufficient composition for the task, not the largest model you can afford.
Capability universe
LOWCAPABILITYHIGHTRUST
The layer models are missing
A model is not a professional system.
Real work requires current knowledge, organizational context, permissions, budgets, tools, recovery and evidence. LowToHi turns those separate components into one coherent operating layer.
Compounded discipline
Knowledge, graph relations, Skills, policies and verified outcomes accumulate around a declared field of work.
Bounded authority
Models may reason and propose. Deterministic contracts decide what can be seen, attempted, approved and made effective.
One system, three planes
Knowledge can be broad. Context must be exact. Authority must stay bounded.
LowToHi separates what the organization knows, what one execution receives and what that execution is allowed to do.
Persistent organizational intelligence
Documents, records, graph relations, memory, Skills and outcomes remain available under provenance and lifecycle controls.
Minimum sufficient working set
Each run receives only the relevant, fresh and authorized evidence required to solve the current task.
Identity, purpose and effects
Permissions, budgets, approvals and typed operations remain independent from probabilistic model output.
Evidence before claims
The same model. A different operating system. Materially different outcomes.
Frozen evaluations compare the same underlying model in RAW and LowToHi conditions. The results support a runtime effect within named tasks — not universal superiority.
Agentic holdout v1Frozen holdout · same provider model
RAW1 / 30
LOWTOHI29 / 30
28 paired LowToHi wins · p = 7.45e-09
Agentic holdout v2Independent task set · no retries
RAW0 / 20
LOWTOHI10 / 20
10 LowToHi wins · 0 RAW wins · p = 0.001953
N20 agentic programmingFrozen v6 campaign
RAW3 / 20
LOWTOHI19 / 20
16 paired LowToHi wins · p < 0.001
Intelligence without brute force
Spend frontier-model money only when frontier capability is actually needed.
LowToHi makes local and accessible models the default capacity, then routes selectively under policy, privacy and budget constraints.
Private and predictable
Keep frequent, sensitive and cost-sensitive work on infrastructure the user controls.
Escalate the difficult fragment
Send only the justified part of a task to remote capability instead of exporting the entire workflow.
No provider becomes the product
Preserve the discipline, context and authority layer while replacing the cognitive engine.
Built for real disciplines
One operating layer. Many high-value professional systems.
Agentic software work
Repository-aware execution, bounded tools, test evidence and explicit patch admission.
Evidence-bearing investigation
Source hierarchy, claim graphs, freshness rules and reconstructable research packages.
Operational intelligence
Workflows that combine ERP records, organizational policy, approvals and controlled side effects.
Regulated decision support
Traceable context, human authority and auditable reasoning for high-accountability domains.
PUBLIC PREVIEW
Download LowToHi
Linux x86_64 package with exact version, size and SHA-256. This is a public preview: verify before you run it.
v0.1.0-preview.1 · x86_64 · Preview release · verify the checksum before installing
Low cost in. High trust out.
Build the intelligence your discipline actually needs.
Explore the product, inspect the evidence and see how LowToHi turns replaceable models into durable professional capability.