Pair Cohort · 8 weeks · live

Stop guessing whether your agent works.
Learn to audit it.

8 weeks. Bilingual EN / 中文. Live sessions Tuesday + Thursday 8-10 PM ET. 20 seats. Brier-audited curriculum taught by the developer behind the council-diff and Solo Founder OS open-source stack.

$999 founding cohort early-bird →Try the free preview first

Founding cohort runs September 2026. Goes to $1,499 after first cohort. Refund 100% if cancelled 14+ days before kickoff.

8-week syllabus

Every week is one shippable skill plus one honest audit

Week 1

Prompt as code · 提示词即代码

R·C·T·C frame, role/context/task/constraint isolation, prompt versioning under git

Week 2

5-voice debate · 5 voice 辩论

Council pattern, single-call multi-persona, agreement_score, when to disagree with the model

Week 3

Tools + memory · 工具 + 记忆

When to use short / long / brier-audited memory; tool selection heuristics; MCP server basics

Week 4

Reflection + self-critic · 反思 + 自我批评

Reflexion loop, self-critic vs 5-voice-council, how to ship error budgets

Week 5

Brier audit basics · Brier 审计基础

Brier score math, walk-forward validation, James-Stein shrinkage, why coin-flip is the floor

Week 6

Ship a real agent · Ship 一个真 agent

Pick a problem from your work. Spec it. Run it on a paper budget for 2 weeks. Audit honestly.

Week 7

Postmortem culture · 复盘文化

Publish 1 honest negative result. Why Roy Lee's retraction + Wispr Flow's pivot post went more viral than launches

Week 8

Demo day + alumni · Demo day + alumni

Live demo to invited senior engineers + investors. Alumni alumni network. Co-instructor invitations.

For you if

✓Mid-level developers who already use Claude / Cursor / Codex daily but want to stop guessing
✓Founders shipping agentic features who need a vocabulary for what they're doing
✓Quants, eval engineers, anyone whose work touches probability calibration

Skip if

✕Beginners — go to /learn (free, 3 chapters) first
✕Anyone looking for a build-the-next-ChatGPT pitch deck class
✕Anyone who needs a $9.99/mo content drip

What you walk away with

• One shipped agent that solves a real problem at your job (not a toy demo)
• One publicly published Brier-audited postmortem on vibexforge.com/postmortems with your name
• Alumni network across 20 peers who all run calibration-honest engineering
• A standing invitation to co-instruct cohort #2 (paid)
• Lifetime access to the Solo Founder OS 11-agent stack + private alumni Discord

$999 founding cohort waitlist

First 20 to join the waitlist get the $999 founding price. After cohort #1 wraps the price moves to $1,499 retail.

First confirmation comes from Alex personally (xji1@mail.yu.edu) within 24 hours.

Related: /learn · /aicg-camp · /council · /postmortems

Stop guessing whether your agent works.
Learn to audit it.

8 weeks. Bilingual EN / 中文. Live sessions Tuesday + Thursday 8-10 PM ET. 20 seats. Brier-audited curriculum taught by the developer behind the council-diff and Solo Founder OS open-source stack.

Founding cohort runs September 2026. Goes to $1,499 after first cohort. Refund 100% if cancelled 14+ days before kickoff.

8-week syllabus

Every week is one shippable skill plus one honest audit

Week 1

Prompt as code · 提示词即代码

R·C·T·C frame, role/context/task/constraint isolation, prompt versioning under git

Week 2

5-voice debate · 5 voice 辩论

Council pattern, single-call multi-persona, agreement_score, when to disagree with the model

Week 3

Tools + memory · 工具 + 记忆

When to use short / long / brier-audited memory; tool selection heuristics; MCP server basics

Week 4

Reflection + self-critic · 反思 + 自我批评

Reflexion loop, self-critic vs 5-voice-council, how to ship error budgets

Week 5

Brier audit basics · Brier 审计基础

Brier score math, walk-forward validation, James-Stein shrinkage, why coin-flip is the floor

Week 6

Ship a real agent · Ship 一个真 agent

Pick a problem from your work. Spec it. Run it on a paper budget for 2 weeks. Audit honestly.

Week 7

Postmortem culture · 复盘文化

Publish 1 honest negative result. Why Roy Lee's retraction + Wispr Flow's pivot post went more viral than launches

Week 8

Demo day + alumni · Demo day + alumni

Live demo to invited senior engineers + investors. Alumni alumni network. Co-instructor invitations.

For you if

✓Mid-level developers who already use Claude / Cursor / Codex daily but want to stop guessing
✓Founders shipping agentic features who need a vocabulary for what they're doing
✓Quants, eval engineers, anyone whose work touches probability calibration

Skip if

✕Beginners — go to /learn (free, 3 chapters) first
✕Anyone looking for a build-the-next-ChatGPT pitch deck class
✕Anyone who needs a $9.99/mo content drip

What you walk away with

• One shipped agent that solves a real problem at your job (not a toy demo)
• One publicly published Brier-audited postmortem on vibexforge.com/postmortems with your name
• Alumni network across 20 peers who all run calibration-honest engineering
• A standing invitation to co-instruct cohort #2 (paid)
• Lifetime access to the Solo Founder OS 11-agent stack + private alumni Discord

$999 founding cohort waitlist

First 20 to join the waitlist get the $999 founding price. After cohort #1 wraps the price moves to $1,499 retail.

First confirmation comes from Alex personally (xji1@mail.yu.edu) within 24 hours.

Stop guessing whether your agent works.Learn to audit it.

Every week is one shippable skill plus one honest audit

$999 founding cohort waitlist

Stop guessing whether your agent works.Learn to audit it.

Every week is one shippable skill plus one honest audit

$999 founding cohort waitlist

Stop guessing whether your agent works.
Learn to audit it.

Stop guessing whether your agent works.
Learn to audit it.