An evolving AI research projectBackground · goals · methodsUpdated 22 Oct 2026

Evidence chain

Cumulative update · 22 Oct 2026 The methods audit separates donor comparisons from spatial spot analyses. Technical correction does not automatically establish independent evidence. Context hypothesis AG-T01 remains 🔵 Level 2; literature AG-D10 ⚪ Level 1, without intervention evidence. Daily report 22 Oct 2026 →

Reasoning chain and claim ledger · 28 September 2026

This ledger preserves reasoning across sessions. It separates external findings, project inferences and missing evidence. More text or more AI voices do not increase evidence.

The path so far

Axolotl regeneration and neuronal protein control → separate questions of initiation and maintenance → focused AG-T01 model → function, synapse preservation and degradation as joint decisions → human trials as benchmarks for specific, bounded outcome claims.

Arrows describe the development of our reasoning, not an established biological causal chain.

AG-C01 · Functional benefit requires a specific endpoint, not a label of general rejuvenation.

Project level 1

What changed: The mobility perspective extends the previously molecular emphasis.
Project inference: Every candidate receives a defined functional endpoint and target population.
Testable prediction: A separate, comparable study should show a meaningful functional advantage for this mobility approach over its prespecified control; precision and transferability govern appraisal.
Next countercheck: Check long-term outcomes, harms and separate comparison cohorts.
Source anchors: AG-J01

AG-C02 · Related programs in separate cohorts permit limited transfer checks, not isolation of individual active components.

Project level 1

What changed: Human evidence gains a second endpoint type: cognitive test performance.
Project inference: Test performance, everyday function and dementia incidence are maintained as distinct claims.
Testable prediction: A small incremental test advantage should be testable under similar conditions and comparable analysis; a precise null or absent daily relevance narrows the corresponding claim.
Next countercheck: Compare counterstudies, active comparators, practice effects and longer-term clinical endpoints.
Source anchors: AG-J02; AG-J03

AG-C03 · Selective cargo degradation could support neuronal function if useful synapses survive.

Project level 2

What changed: 22 Oct 2026: AG-D10 contains donor-level pathology comparisons and spatial tests with different units. A blanket claim of absent donor-level support would be incorrect. Complete design matrix,56 → 44 donor flow and cognition timing remain unresolved. AG-D10 · 04.06.2026
Project inference: Assess each decisive contrast with its biological unit and uncertainty. RIN, region or slide corrections in preparation and annotation do not automatically verify donor-dependent uncertainty for all downstream tests. This is an appraisal limit, not a demonstrated statistical error.
Testable prediction: Under controlled loading, verified degradation should coincide with preserved synapses and meaningful functional improvement; selective process restriction should attenuate a prespecified meaningful portion of benefit.
Next countercheck: Next audit the original study behind Albertini et al., reference56 in AG-D10, for identity, intervention/control, cargo fate and synaptic/functional endpoints. Park AG-D10 supplement/model gaps until a concrete newly accessible original; no EGA requests.
Source anchors: AG-R01; AG-R02; AG-R08; AG-D01 · countercontext; AG-D02 · assay audit; AG-D03 · comparator; AG-D04 · provisional comparator

AG-D10 · 04.06.2026 Microglia and context dependence AG-D10 · 04.06.2026 Microglia and units of analysis

AG-C04 · A favourable marker does not automatically establish function or reversal.

Project level 1

What changed: Candidate entries now display restrictions and counterevidence alongside opportunities.
Project inference: Record markers, function and baseline impairment separately.
Testable prediction: Improved markers alongside a sufficiently precise absence of functional benefit would constrain the tested functional claim; imprecise data leave it unresolved.
Next countercheck: Check comparable ages, genetic backgrounds, endpoints and controls.
Source anchors: AG-R03

AG-C05 · The FTL1–redox–DUB chain remains unconfirmed.

Project level 2

What changed: Retained as a side branch; repetition does not upgrade it.
Project inference: Thematically compatible findings do not create a causal link.
Testable prediction: FTL1 manipulation should precede a selective DUB change; an appropriate counter-perturbation should alter the relevant functional contribution.
Next countercheck: Seek direct joint tests and competing metabolic pathways.
Source anchors: AG-S08; AG-S09

AG-C06 · Initiating regeneration and maintaining lasting function remain separate tests.

Project level 2

What changed: 20 Oct 2026: iSpheroid lead bibliographically clarified, not admitted to the evidence register. Model selection requires separate evidence for age retention, activity and treatment-related functional rescue.
Project inference: A model suitable for one component establishes neither the entire target chain nor therapeutic benefit. Donor dependence, baseline deficit and direct functional contrast require appraisal first. Missing full-text access does not establish missing controls.
Testable prediction: Successful transfer should demonstrate correct functional integration and durability in the target model alongside tissue regrowth.
Next countercheck: Correction22Oct: AG-D10 was admitted as literature21Oct; methods examined today. Next audit the original study behind Albertini et al., reference56 in AG-D10, for identity, intervention/control, cargo fate and synaptic/functional endpoints. Park AG-D10 supplement/model gaps until a concrete newly accessible original; no EGA requests.
Source anchors: AG-S01; AG-S03

AG-D08 · 28.05.2026 Evidence, uncertainty and countermodel
AG-D09 · 13.11.2024 Controls and uncertainty
Animal mapping and estimand
Surface closure and tissue endpoints

Aging features and model eligibility

Which evidence routes are independent?

FINGER and US POINTER: separate cohorts; related programs, different comparators and partially shared investigators. Dataset independence is not complete methodological independence.
LIFE and US POINTER: different cohorts and endpoints, with some shared investigators. They do not replicate the same effect.
AG-T01: origin tracing, microglial intervention and alternative mechanisms provide distinct perspectives. They do not yet establish the combined mediation chain. Multiple assays within one study are not independent laboratory replication.
Axolotl sources: different questions; full team/data independence has not been audited.
Secondary reports, reviews and meta-analyses of the same datasets are not counted as new replications. Internal AI checks are not experimental evidence routes.

Numbers without false precision

The values below are published estimates from the study teams, not project calculations. Different outcomes and comparators are not pooled into an overall score.

Source	Published estimate	Limit
AG-J01 · LIFE	HR 0.82; 95% CI 0.69–0.98	Mobility endpoint, not “biological age”.
AG-J02 · FINGER	ΔNTB-Z/year 0.022; 95% CI 0.002–0.042	Composite test score.
AG-J03 · US POINTER	ΔSD/year 0.029; 95% CI 0.008–0.050	Structured versus self-guided.

Next update: inspect unresolved questions and data dependence first, then update only claims whose assessment actually changed. Missing independent evidence remains a gap; precise counterevidence can end a direction. Project, goals and methods · Growing list of approaches