Status
Active roadmap, opened 2026-08-11. Post-v1 follow-on study. This issue is the canonical ordering of
milestones for the next phase.
Question
v1 establishes that observation-contract compliance is measurable and that agents fail it in
characterisable ways. The natural next question is where compliance can be installed, and how far an
installed compliance transfers.
Core claim under test. Reliability is a quantity that can be located. The same contract target can be
installed at different loci in the stack, and the scientific content is where it lives, how much of it
transfers, and at what cost.
| Locus |
Mechanism |
Expected behaviour |
| prompt |
contract stated in context |
cheapest; degrades under shift and adversarial pressure |
| scaffold |
verifier / repair loop around the agent |
strong in-distribution; brittle to unanticipated constraints |
| weights |
process-supervised post-training (LoRA-scale) |
generalises to unseen constraints iff the abstraction was learned, not the form |
| architecture |
typed tool boundary making the violation unrepresentable |
strongest guarantee; narrowest coverage |
Design: 4 loci x 3 test beds x 3 generalisation distances, over one fixed contract family.
Generalisation distance is the load-bearing factor: (1) same family, unseen instances; (2) same abstract
constraint, disjoint surface form; (3) different abstract constraint.
Milestones
| Milestone |
Issue |
Deliverable |
Gate |
| M0 — reproducibility floor |
#2 |
CI over the suite and the 33 task manifests |
current |
| M1 — perturbation layer |
not yet filed |
Any task runnable as (task, perturbation, seed), deterministically |
current |
| M2 — form-disjoint families |
#4 |
Two families, same constraints, disjoint surface vocabulary |
current |
| M3 — locus harness |
not yet filed |
The same contract target installed at all four loci, one runner |
M1, #4 |
| M4 — monitorability metric |
not yet filed |
Counterfactual dependence of outcome on process, per condition |
M1 |
| M5 — transfer map |
not yet filed |
Compliance vs generalisation distance, per locus, with cost |
M0-M4 |
Milestones are filed as issues when their gate opens, not before.
Dependency order
#2 → (M1, #4) → M3 → M4 → M5
Work outside this chain must state which milestone it unblocks, or carry the deferred label.
Pre-registered predictions
Recorded before any run, so that a null result is reportable:
- P1 — at distance (1), all four loci look similar. This is why single-locus results in the literature
read as successes.
- P2 — at distance (2), the loci separate. This separation is the result; without it there is no
placement axis.
- P3 — monitorability predicts weight-locus transfer at distance (2) better than in-distribution
compliance does.
Falsification
If the loci do not separate at distance (2), the placement claim is withdrawn rather than protected with
post-hoc conditions. If monitorability cannot be measured reliably, P3 is dropped and the study reduces to a
three-factor transfer map.
Exit condition
Status
Active roadmap, opened 2026-08-11. Post-v1 follow-on study. This issue is the canonical ordering of
milestones for the next phase.
Question
v1 establishes that observation-contract compliance is measurable and that agents fail it in
characterisable ways. The natural next question is where compliance can be installed, and how far an
installed compliance transfers.
Design:
4 loci x 3 test beds x 3 generalisation distances, over one fixed contract family.Generalisation distance is the load-bearing factor: (1) same family, unseen instances; (2) same abstract
constraint, disjoint surface form; (3) different abstract constraint.
Milestones
(task, perturbation, seed), deterministicallyMilestones are filed as issues when their gate opens, not before.
Dependency order
#2 → (M1, #4) → M3 → M4 → M5Work outside this chain must state which milestone it unblocks, or carry the
deferredlabel.Pre-registered predictions
Recorded before any run, so that a null result is reportable:
read as successes.
placement axis.
compliance does.
Falsification
If the loci do not separate at distance (2), the placement claim is withdrawn rather than protected with
post-hoc conditions. If monitorability cannot be measured reliably, P3 is dropped and the study reduces to a
three-factor transfer map.
Exit condition
mainand reproducible from a clean checkout