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Reviewed 2026-09-29

What we’re working on next.

We’re working on model quality, execution costs, supported conversions and tools people can run themselves. Each item lists the test needed for its next step.

The retained programme below was reviewed on 2026-09-29. The current engineering record contains newer implementation checks and measurements.

Next decisive tests

What we need to test next.

01research

Resolve native transfer and stored-capacity scaling

The next research question is whether richer cognition and greater stored capability improve useful quality while the active path stays constrained.

What needs to pass

Complete qualified fixed-holdout, stored-capacity-matched and active-path-matched comparisons with repeated independent evaluation.

Current ERAIS research
02research

Establish Fracture quality preservation

Fracture is the migration path for existing neural capability; the decisive question is whether useful task behaviour survives conversion under policy-governed evaluation.

What needs to pass

Pass bounded quality, safety and resource gates on qualified source models before any production conversion commitment.

Governed conversion research
03governance

Earn independent partner operation

Move from founder-run evidence to a bounded partner environment with named owners, reproducible acceptance criteria and an explicit handoff path.

What needs to pass

Qualify one partner problem with evidence access, security boundaries, a decision owner and an operational handoff owner.

Design-partner qualification

Further work required

Release requirements still to complete.

These items remain under development. Each record identifies the remaining evidence and operating requirements.

governance

Historical evidence assembly remains held

This hold describes the July release candidate. It does not date or suppress the newer current systems receipts.

Release only after

Regenerate a new evidence release from one authoritative validated handoff before treating it as current publication authority.

governance

Legacy chat workspace remains held

This hold applies to /chat/ and /api/chat only. The public /v1 native text preview and Unified World follow their own live availability and capability contracts.

Release only after

Qualify the protected workspace backend, identity, retention, security, monitoring, rollback and capacity controls.

commercial

Production commitments

Research execution and bounded professional engagements are not equivalent to a production ERAIS product.

Release only after

Establish repeatable quality, security, observability, recovery and operating-cost envelopes in an independently run environment.

research

Broad quality or efficiency superiority

Mechanism evidence and source-pinned receipts remain public with their scope; promotion waits for fair, repeated, matched-quality comparisons.

Release only after

Reconcile qualified dense controls, fixed holdouts and full resource accounting under an approved claim review.

How a result moves

Connect the result to the next decision.

01 / Source

Prove what ran

Record the exact source revision, input artifacts, hashes and verification result.

02 / Meaning

Say what it means

State what was observed, what it supports, what it does not support, and what evidence would change the decision.

03 / Availability

Earn the right to offer it

A technical result does not become a product. Operations, rights, security, recovery, and delivery must pass separately.

Go deeper

Have a research question?