Cohort 3, applications open until June 22

From frontier papers to AI systems that survive reality.

Tribu IA Papers gathers highly committed technical talent to study recent scientific research, implement it in code, and turn it into applied engineering judgment.

Applications open until June 22

Cohort 3

Free, merit-based, and demanding in technical level and commitment. Applications are open until June 22; the cohort runs from July 1 to September 30, 2026.

Cohort 3 curriculum

Model fundamentals, Transformers, modern attention mechanisms, Mamba and hybrids, diffusion models, pretraining, post-training, SFT, DPO, RL, inference, tool use, agent harnesses, benchmark reproduction, and work orchestration with Symphony and OpenSymphony.

View full curriculum
Rhythm
8 to 12 hours per week, several months
Status
Applications open until June 22
Focus
July-September 2026, specialized curriculum

Invitation from Leonardo Gonzalez

A direct invitation for technical talent in Latin America that wants to study modern AI through papers, code, evaluation, and engineering judgment.

Cohort archive

Cohorts as technical memory

Each cohort has its own focus, activities, achievements, and papers. The trajectory matters: each cohort turns what it learns into cultural infrastructure for the next one.

Archive 01

Cohort 1

The first cohort opened the reading, discussion, and implementation format that later evolved into more structured cohorts.

Open cohort
Completed 02

Cohort 2

The second cohort drew from the Agentic AI MOOC Fall 2025. Starting with this cohort, Leonardo Gonzalez joined as program head.

Open cohort
Applications open until June 22 03

Cohort 3

The third cohort opens a free, merit-based path for people with strong technical ability, initiative, and real availability. Applications are open until June 22.

Open cohort

Fall 2025, Agentic AI

Cohort 2 raised the bar

The second cohort drew from the Agentic AI MOOC Fall 2025 and pushed the work into competition, demos, and public exposure. Starting with this cohort, Leonardo Gonzalez joined as program head.

Cohort 2 archive

Cohort 2 readings

These readings belong to the second cohort and document the path based on the Agentic AI MOOC Fall 2025. Each cohort will have its own curriculum selection.

01

LLM Agents Overview

Yann Dubois, OpenAI

03

Post-Training Verifiable Agents

Jiantao Jiao, NVIDIA

04

Agent Evaluation and Project Overview

Agentic AI MOOC staff

07

Predictable Noise in LLM

Sida Wang, Meta

08

AI Agents to Automate Scientific Discoveries

James Zou, Stanford

Supporting material

General resources

Supporting material for strengthening technical reading judgment outside a specific cohort.

Merit-based selection

Expected profile

Applications open until June 22

Apply to Cohort 3

Seats are limited, and selection prioritizes merit, initiative, and the ability to sustain deep technical work. Applications are open until June 22.

Apply to Cohort 3