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Research & Outputs

What we've shipped, and what's next

Open work items produced across the institute's programs. Live platforms lead; shipped open resources, the research stack we build on, and items in preparation follow.

Shipped outputs

5

Syllabi & outlines

0

Conference briefings

Where the field is going, read from the floor

Long-form observations from major oncology meetings, written from AAI's working perspective. Each briefing draws on the meeting's published program and abstract set, and connects what we saw to the questions our research lines are asking.

Abstract editorial composition for ASCO 2026 — a navy lattice of clinical records beside a gold network of computational signals on an ivory field.

ASCO Annual Meeting 2026 · Pillar 1

AI at ASCO 2026: From Topic to Tool

Of 8,025 presentations in the ASCO 2026 program, 220 carry the Artificial Intelligence tag — the largest single subtrack. Most of that AI is not a new model. It is a tool put to a concrete job: predicting from records, reading images, structuring notes, and matching patients to trials.

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Abstract editorial composition for ASCO 2026 genitourinary cancer — a navy field of scattered cellular nodes with a single gold beam selecting a small cluster at the center, the rest fading into ivory.

ASCO Annual Meeting 2026 · Pillar 1

Genitourinary Cancer at ASCO 2026: The Prostate, Bladder, and Kidney Studies

The 2026 ASCO program carried 481 genitourinary cancer abstracts. This briefing summarizes the prostate, bladder, and kidney studies that reported full results — organized by cancer, each with its trial, size, and main numbers, and with data tables reproducing the key figures.

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Editorial composition for AUA 2026 metastatic prostate cancer briefing — gold PSMA radioligand orbits and a navy androgen-receptor axis crossing an ivory field.

AUA Annual Meeting 2026 · Pillar 1

AUA 2026 in Metastatic Prostate Cancer: Five Trends, from the Triplet Intensification Gradient to PSMA-PET Stage Migration

Five live arguments inside the 50 advanced and metastatic prostate-cancer abstracts at AUA 2026: where each patient lands on the triplet intensification gradient, PSMA-PET reclassifying nmHSPC into metastatic disease, PSMAddition's PSA sub-analysis on a positive rPFS readout, survivorship and access becoming a real section, and the sequencing / biomarker / AI gap that the meeting did not close.

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Editorial composition for AUA 2026 AI and robotic surgery briefing — layered teal and silver nodes suggesting converging technology tracks that have not yet connected.

AUA 2026 Annual Meeting 2026 · Pillar 1

AUA 2026 — AI and Robots Are Both Here. They Haven't Met Yet.

We mined 3,200 abstracts (1,835 with fulltext, the remainder classified by title and session metadata) at the AUA 2026 Annual Meeting. 621 touch AI or robotic surgery — one in five. Single-port became the most-mined robotic subcategory, LLMs arrived with 51 abstracts and no consensus, and the intersection of AI and robotics barely exists. The tools are ready. The integration hasn't happened.

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Editorial composition for AACR 2026 head and neck cancer briefing — layered navy and gold nodes suggesting converging therapeutic modalities.

AACR Annual Meeting 2026 · Pillar 1

AACR 2026 — Head and Neck Cancer Gets a New Pipeline

We pulled 358 HNSCC abstracts from AACR 2026 to read what changed this year: architecturally novel drugs, diversifying biomarkers, and three distinct bets against checkpoint-refractory disease — arriving all at once.

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Editorial composition for AACR 2026 Phase 1 briefing — abstract field of navy and gold nodes suggesting a constellation of early trials.

AACR Annual Meeting 2026 · Pillar 1

AACR 2026 — Reading the Phase 1 Floor

Phase 1 is where pharma puts its current bets in front of the field. We pulled all 442 first-in-human and Phase 1 abstracts at AACR 2026 to read what is being bet on this year — and how those bets are designed.

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Editorial composition for AACR 2026 prostate cancer briefing — abstract navy and gold imagery suggesting molecular biology and clinical care.

AACR Annual Meeting 2026 · Pillar 1

AACR 2026 — How Prostate Cancer Research Moved This Year

We pulled the 295 prostate-cancer abstracts out of AACR 2026 to ask one practical question: where is the field actually moving — and what is still surprisingly small?

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Abstract editorial composition representing AI methods meeting cancer biology at AACR 2026.

AACR Annual Meeting 2026 · Pillar 1

AACR 2026 — Where AI Showed Up in Cancer Research

We read 7,066 abstracts at AACR 2026 to answer one question: where is AI actually showing up in cancer research today, and where is it still missing?

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Open resources

Courses, keynotes, and tools under open license

Research stack

The tools and databases we build on

A layered stack — frontier language models at the top, the open-source ecosystem beneath, and curated oncology and biomedical databases anchoring every claim.

LLM Agent

Claude Code

Anthropic's agentic coding CLI — the spine of our AI-augmented research and education workflows. We use it, teach it, and build on it.

LLM Agent

Gemini 3.1 Pro

Google DeepMind's long-context multimodal model — used for medical-image review, large-document synthesis, and cross-checking against Claude outputs.

LLM Agent

GPT 5.4

OpenAI's frontier model — used as a second opinion across reasoning tasks and for multi-model voting when a single answer is not enough.

Platform

GitHub open-source tools

The open-source ecosystem — Python / TypeScript libraries, statistical toolkits, medical-imaging SDKs — assembled into reproducible pipelines.

Database

PubMed

NLM's biomedical literature database — the canonical source for systematic reviews, meta-analyses, and evidence mapping across oncology and urology.

Database

Oncology society databases

ASCO, ESMO, AACR, SITC conference abstracts and clinical-practice guidelines — the working knowledge base for first-in-human trial context and biomarker strategy.

In preparation

Active work items

To be released once board-approved.

  • Research publication

    Medical-school feasibility study (in preparation)

    Regulatory-landscape analysis (LCME, NYSED, NECHE) informing a partner institution's medical-school planning. Targeted for release after board-approved redaction.

    From Pillar 2 · Using