Self-evolving Alzheimer's research foundry

Ten AI agents working on Alzheimer's disease, in public.

Give it a research goal. A Master Orchestrator dispatches specialised agents to five live public databases, synthesises falsifiable hypotheses, verifies every citation, debates itself, audits for bias, and writes what it learned into a memory that rewrites its own strategy.

1 runs completed · 3 hypotheses · 6 lessons learned · 0 running now

Where the hypotheses standlive from the database · log-scaled bars
  1. 0
    hypotheses generated from live literature, trials, targets & pathways
  2. 0
    with every cited PMID / NCT ID verified against the registry
  3. 0
    survived adversarial debate (accept or revise)
  4. 0
    scored novelty ≥ 70 by the validator
  5. 0
    accepted by the orchestrator after arbitration

6 lessons in strategy memory · how scoring works

01

Live

This is the foundry working, as it happens — every line below is streamed from the append-only audit trail. Type a research goal and the Master Orchestrator will plan it, dispatch the swarm and stream each step to you.
Try a goal

→ Identify novel links between microglial TREM2 signaling and tau propagation

→ Find repurposable metabolic drugs targeting insulin resistance in early Alzheimer's

→ Explore the role of APOE4 in blood-brain barrier breakdown and amyloid clearance

openalzlive · 43m ago
   .        ·            .             ·          .
     literature ───╮
     biomarkers ───┤
      chemistry ───┼───▶ ●  orchestrator
         trials ───┤
       pathways ───╯
   ·          .             ·            .        ·

<trials> started: analyse & optimise trial landscape

<chemistry> started: screen compounds (chembl)

<biomarkers> started: hunt candidate biomarkers

<trials> completed: analyse & optimise trial landscape

<chemistry> completed: screen compounds (chembl)

<biomarkers> completed: hunt candidate biomarkers

<literature> completed: bridge ad literature with multiple myeloma - where ikzf1 degraders (lenalidomide, iberdomide) are fda-approved and pharmacogenetically stratified by ikzf1 deletion status for therapy selection

<pathways> started: model enriched reactome pathways

<pathways> failed: model enriched reactome pathways

<harmonizer> started: harmonise multi-source evidence graph

<harmonizer> failed: harmonise multi-source evidence graph

<orchestrator> started: coordinate sub-agents: synthesise cross-source hypotheses

<orchestrator> failed: coordinate sub-agents: synthesise cross-source hypotheses

<openalz> or

$

02

The self-evolving loop

Most research tools answer a question and forget. OpenAlz runs a long-horizon loop: every cycle ends by changing how the next one behaves.
01

Scan

Wake daily, read the newest 7 days of PubMed and trial registry updates.

02

Plan

Set or advance a research goal; decompose it into sub-agent tasks.

03

Retrieve

Five agents query live PubMed, ClinicalTrials.gov, Open Targets, ChEMBL and Reactome.

04

Hypothesise

Harmonise evidence into one graph and synthesise falsifiable hypotheses.

05

Debate

Validator verifies every citation, a skeptic attacks, the orchestrator arbitrates.

06

Audit

Bias Detection flags demographic, cohort and publication bias; collaborators are matched.

07

Learn

Lessons are written to strategy memory and self-correction retires what no longer works.

↻ repeat daily
in autonomous mode

03

The swarm

Ten agents with distinct expertise, each registered with the Agent Registry, each grounded in a real data source, each able to reflect on its own failures.

Master Orchestrator

Plans daily scans, coordinates the swarm, arbitrates debates and runs self-correction.

OpenAlz reasoning engine

Literature Bridger

Bridges AD literature with an adjacent field to surface non-obvious mechanisms.

PubMed

Biomarker Hunter

Finds fluid, imaging, genetic and digital biomarker candidates.

PubMed + Open Targets

Drug Screener

Screens clinical-stage and repurposable compounds against AD targets.

ChEMBL + Open Targets

Trial Optimizer

Reads the trial landscape for failure patterns, endpoints and cohort gaps.

ClinicalTrials.gov

Pathway Modeler

Runs pathway enrichment over the evidence gene set and models crosstalk.

Reactome

Data Harmonizer

Reconciles entities across sources into one evidence graph; flags inconsistencies.

All sources

Hypothesis Validator

Verifies every citation and argues the skeptic's case before scoring.

PubMed + CT.gov

Collaboration Matchmaker

Matches each insight to real researchers from retrieved author records.

PubMed authors

Bias Detection Service

Detects demographic, cohort, publication and confirmation bias; proposes fixes.

Trial cohorts + text

04

Why this matters

Alois Alzheimer described the disease in 1906. More than a century later, over 55 million people live with dementia, and the first anti-amyloid antibodies approved in 2023–2024 slow decline modestly — they do not stop it.

The evidence needed for the next breakthrough is scattered across millions of papers, thousands of trials and dozens of databases. No single researcher can read it all. A swarm of agents that reads continuously, argues with itself, and remembers what failed can help humans decide what to test next.

Stained motor neuron under a microscope
A stained neuron. AD destroys these cells years before symptoms.
Glowing neurons with connected dendrites
Connections — synapses — are lost first.

05

Method

Every hypothesis is scored by an adversarial validator, checked against the source registries, and arbitrated by the orchestrator. Unverified citations are penalised.
scoreassigned bymeasuresrange
noveltyHypothesis Validatordistance from prior art & previous foundry insights0–100
confidenceHypothesis Validatorstrength & consistency of cited evidence0–100
rigorHypothesis Validatorfalsifiability and quality of the proposed validation0–100
citationsPubMed · ClinicalTrials.govevery PMID / NCT ID re-checked against the registry✓ / ✗
verdictMaster Orchestratordebate resolution: accept · revise · reject—
biasBias Detection Servicedemographic, cohort, publication, confirmation biaslow–high

06

Notebook

The newest hypotheses, straight from the database. Each one links to a full research report with its evidence trail, debate and bias audit.

ApoE4-Driven TREM2-Independent Pathology Requires Dual NLRP3 and CSF1R Inhibition to Block Inflammatory Tau Propagation

revise

In ApoE4/4 homozygous AD patients (n=120, enriched population representing ~15% of AD where TREM2-independent pathogenic pathways predominate per PMID:36368315), low-dose pexidartinib (200mg BID, 50% of approved oncology dose targeting ~30-40% CSF1R occupancy and partial activated microglia reduction rather than complete ablation) combined with OLT1177 (NLRP3 inhibitor, 1000mg BID, completed Phase 2 safety in heart failure NCT03534297) will reduce tau PET propagation velocity by 40-60% over 12 months compared to placebo by selectively suppressing NLRP3 inflammasome-mediated IL-1β/IL-18 neurotoxicity (TREM2-independent pathway per PMID:40938771) while partially depleting hyperactivated disease-associated microglia that exhibit ApoE4-dependent lipid metabolic dysfunction (PMID:40149001), preserving remaining microglial TREM2-dependent phagocytic capacity; this would require rigorous safety monitoring (weekly LFTs months 0-2, biweekly months 3-6, monthly thereafter; automatic discontinuation for ALT >3× ULN; exclusion of baseline liver disease, CAA >4 microhemorrhages, concurrent hepatotoxic/QT-prolonging drugs) and validation that the mechanism is ApoE-genotype-selective by demonstrating minimal efficacy (<15% tau PET velocity reduction) in ApoE3/3 control arm (n=40) where TREM2-dependent pathways dominate and would not be targeted by this combination, with CSF sTREM2 stability confirming preserved TREM2 pathway function in partially depleted microglial populations.

novelty    █████████···  71
confidence ████········  33
rigor      ████········  36
3/3 citations verified · Oct 11, 2026report →

Sequential ROCK-GSK3β Inhibition Mimics sTREM2-TG2 Neuroprotection and Synergizes with Microglial TREM2 Activation

revise

In AD patients with TREM2 R47H variant or CSF sTREM2/p-tau181 ratio below median (indicating impaired TREM2 paracrine neuroprotection), combined treatment with low-dose fasudil (20mg BID, titrated from 10mg to minimize hypotension) and sub-therapeutic lithium (300mg daily targeting 0.3-0.5 mEq/L) will replicate the sTREM2-transgelin-2-RhoA-ROCK-GSK3β neuroprotective axis reducing CSF p-tau181/t-tau ratio by 25-35% at 9 months, while co-administered TREM2 agonist antibody AL002 enhances microglial phagocytic clearance of existing tau aggregates (distinct cellular target), creating complementary mechanisms addressing neuronal tau production (kinase inhibition) and microglial tau removal (phagocytosis enhancement); this would require demonstration in a safety-enriched population (excluding cerebral amicrohemorrhages >4 on MRI, orthostatic hypotension, eGFR <45) with intensive monitoring (biweekly BP/lithium levels months 0-3, then monthly), using tau PET SUVr reduction in Braak III-IV regions as co-primary endpoint to validate aggregate clearance independent of CSF biomarker confounds, and BIN1 rs7561528 genotype as exploratory stratification variable to test whether genetic effects mediated through sTREM2 pathways predict pharmacological response to sTREM2-mimetic intervention.

novelty    ███████·····  58
confidence ████········  35
rigor      █████·······  42
2/2 citations verified · Oct 11, 2026report →

BTK Inhibition Selectively Blocks TREM2-Deficient Exosomal Tau Propagation While Preserving TREM2-Dependent TNT Clearance

revise

In microglia with TREM2 deficiency (R47H/T66M variants or low CSF sTREM2 <2000 pg/mL indicating impaired TREM2 function), BTK inhibition with acalabrutinib will reduce pathogenic exosome-mediated tau propagation by 35-50% as measured by CD63+/AT8+ exosomal particles, by intercepting compensatory BTK-dependent membrane remodeling and cytoskeletal pathways (CDC42/RAC) that are upregulated when TREM2-SYK phagocytic signaling fails, while preserving CSF1R-mediated microglial survival signals; this would create a TREM2-deficiency-selective therapeutic window, validated by demonstrating efficacy only in BIN1 rs7561528 risk carriers (where 20-43% of genetic effects operate through sTREM2 pathways) and requiring tau PET propagation velocity as primary endpoint with exosomal tau species characterized by phospho-specific (AT8) and conformational (MC1) immunocapture normalized to total extracellular vesicle counts.

novelty    ███████·····  62
confidence █████·······  41
rigor      █████·······  38
5/5 citations verified · Oct 11, 2026report →

07

Receipts of what it learned

After every run, and in every self-correction cycle, the foundry prints a lesson. The newest twelve are injected into every agent on the next run. Each receipt carries a fingerprint of the lesson and the one before it.
OPENALZ · LESSONno. 0006
Oct 11, 2026

Create replication verification checkpoint: Before hypothesis_validator approves novel mechanisms, literature_bridger must search ClinicalTrials.gov for terminated trials testing similar approaches, PubPeer for post-publication critiques, and preprint servers for contradictory findings. Document 'mechanism controversy score' (0-100) based on replication failures and expert disagreement.


source: self-correction
IN MEMORY
541db5dc8f96e8d5
follows 5680eaae9ce9… ✓
OPENALZ · LESSONno. 0005
Oct 11, 2026

Enforce genetic power analysis: trial_optimizer must calculate sample size for genotype-stratified endpoints (TREM2 R47H, ApoE ε4 homozygotes, BIN1 risk variants) with minimum 80% power to detect 30% effect modification. Protocols without adequate genetic representation are flagged 'underpowered' and returned for redesign or biomarker enrichment.


source: self-correction
IN MEMORY
5680eaae9ce99d2a
follows 9fe48355006f… ✓
OPENALZ · LESSONno. 0004
Oct 11, 2026

Activate elderly-specific safety veto: drug_screener must query age-stratified adverse events (≥65 years) from FAERS and label candidates as 'geriatric-suitable', 'geriatric-caution', or 'geriatric-prohibitive' based on hepatotoxicity, orthostatic hypotension, falls risk, and polypharmacy interactions. Trial_optimizer auto-excludes 'prohibitive' agents and mandates intensive monitoring + DSMB for 'caution' tier.


source: self-correction
IN MEMORY
9fe48355006f97f1
follows 6bcd5bd5f044… ✓
OPENALZ · LESSONno. 0003
Oct 11, 2026

Implement mandatory evidence strength scoring: literature_bridger must classify each mechanistic claim as 'established' (≥5 independent labs, ≥3 species), 'emerging' (2-4 studies, ≥1 human data), or 'speculative' (<2 studies, in vitro only). Hypothesis_validator rejects translational proposals built on >40% speculative mechanisms. This forces foundry toward incremental validation rather than speculative leaps.


source: self-correction
IN MEMORY
6bcd5bd5f0442c5b
follows ba46e3bef91e… ✓
OPENALZ · LESSONno. 0002
Oct 11, 2026

Balance mechanistic innovation with safety pragmatism through tiered validation: Hypotheses proposed high-risk interventions (pexidartinib hepatotoxicity, fasudil chronic hypotension, BTK inhibitor cardiovascular effects) in vulnerable elderly populations based on preclinical mechanistic novelty. Future runs should implement three-tier validation: (1) human tissue/iPSC proof-of-mechanism with mature cell models, (2) safety-enriched Phase 1b in low-risk patients (exclude polypharmacy, organ impairment, vascular fragility) with intensive monitoring and pre-specified stopping rules, (3) adaptive Phase 2 with mandatory DSMB interim analyses at 33%/67% enrollment to halt futile or unsafe arms before full accrual.


source: run debrief
IN MEMORY
ba46e3bef91e5961
follows 8bbd5df9a114… ✓
OPENALZ · LESSONno. 0001
Oct 11, 2026

Require independent mechanistic replication before clinical translation: All three hypotheses relied on single-paper support for critical mechanisms (TREM2-exosome link PMID:36056435, sTREM2-TG2 pathway PMID:37865646, TREM2-independent ApoE4 pathology PMID:36368315). Future runs must mandate ≥2 independent labs confirming novel mechanisms before designing trials, and systematically search grey literature/terminated trials for unpublished negative results to counter publication bias.


source: run debrief
IN MEMORY
8bbd5df9a114979b
follows genesis… ✓

08

Ethics, privacy & limits

Privacy-preserving

Only public, aggregate data is used. No patient-level data is ever read or moved. Prompts pass PII redaction.

Full audit trail

Every decision, step and reasoning output is written to an append-only log you can inspect.

Bias detection

A dedicated agent audits evidence and hypotheses for demographic, cohort and publication bias.

Honest limits

Nothing here is lab-validated or medical advice. Hypotheses are starting points for human scientists.

Put the swarm to work on your question.

Open the foundry, set a goal and watch ten agents plan, retrieve, debate and learn — or read the full documentation and research library first.