Friday, May 15, 2026
AI agents are dismantling the traditional engineering organization.
May 15 · 7 videos
Intercom doubled engineering throughput in one year.
PFF replaced ten engineers with two agent-augmented ones.
The Musk v. Altman trial reached closing arguments.
Eric Jang rebuilt AlphaGo for $10,000.
Traditional Scrum is dead.
The agent is the new senior hire.
“Instead of figuring out how we can help engineers go and output more, how do we help make the agents quicker?”
I can’t believe this trial is real...
Fireship · Fireship · 6 min
Watch on YouTube →The Musk v. Altman trial reaches closing arguments, exposing a decade of internal Silicon Valley power struggles. This case examines the legality of OpenAI's transition from a non-profit to a trillion-dollar entity.
- Elon Musk is seeking $134 billion in disgorgement from Sam Altman and Greg Brockman.
- OpenAI is currently valued at nearly $1 trillion according to trial context.
- Discovery leaked private communications regarding a proposed haunted mansion headquarters.
- Musk's case is complicated by his own 2017 attempt to take over OpenAI as a for-profit CEO.
- The trial highlights the legal vulnerability of bolt-on for-profit structures in charitable trusts.
- Poly Market currently gives Elon Musk a 32 percent chance of winning the case.
Agents Don't Do Standups: Building the Post-Engineer Engineering Org
Mike Spitz · AI Engineer · 17 min
Watch on YouTube →Mike Spitz of PFF argues that traditional Agile frameworks are obsolete when agents become the primary code producers. He presents a case study where two engineers outperformed a team of ten.
- The agent-augmented pair achieved 25x higher deployment frequency than the traditional team.
- Output measured by ticket complexity increased 10x for the two-person agentic team.
- Customer satisfaction scores rose from 7.0 to 8.6 under the agent-led workflow.
- Daily standups and sprint planning are replaced by automated state-tracking and agentic reviews.
- The core mental model shifts from helping engineers go faster to making agents faster.
- Successful engineers in this model focus on high-level system design and product feel.
Building AlphaGo from scratch
Eric Jang · Dwarkesh Patel · 157 min
Watch on YouTube →Eric Jang discusses rebuilding AlphaGo to understand the fundamental primitives of intelligence. He contrasts Monte Carlo Tree Search with current LLM reinforcement learning methods.
- AlphaGo can now be replicated for approximately $10,000 in rented compute.
- KataGo achieved a 40x compute reduction through architectural improvements.
- MCTS provides a dense and strictly better training target for every move compared to sparse LLM rewards.
- Games like Go remain essential for training automated scientists because they provide a verifiable loop.
- The Follower's Advantage allows replication of breakthroughs at orders of magnitude lower cost.
- Automated agents currently excel at grinding metrics but struggle with lateral thinking.
Combine Skills and MCP to Close the Context Gap
Pedro Rodrigues · AI Engineer · 18 min
Watch on YouTube →Pedro Rodrigues from Supabase explains how to prevent agent failure in production environments. He demonstrates a framework combining Model Context Protocol with opinionated Skills.
- Agents often bypass Row-Level Security because they rely on stale training data instead of live docs.
- MCP provides the tools while Skills provide the essential opinionated guidance on how to use them.
- Mission-critical security rules must be placed in the main skill file to prevent agents from skipping them.
- Evaluations using Braintrust showed the MCP plus Skill combination consistently outperformed other setups.
- The context gap is identified as the primary barrier to reliable production agents today.
- Framework principles include avoiding documentation duplication and enforcing safe workflows.
How to Get What You Want (The Mindset No One Teaches You)
Rob Dial · The Mindset Mentor Podcast · 19 min
Watch on YouTube →Rob Dial explains the neurological basis of focus and success through the Reticular Activating System. He argues that mindset is the primary driver of business outcomes.
- The brain filters 11 million bits of information per second down to just 50 bits of conscious awareness.
- The Reticular Activating System (RAS) filters data based on what an individual deems relevant.
- 99 percent of business failures are rooted in the owner's mindset rather than market factors.
- A belief is defined as a thought repeated long enough to be perceived as objective truth.
- Intentional programming of the RAS transitions the brain from scanning for danger to scanning for opportunity.
- Only 0.00045 percent of incoming sensory data makes it past the subconscious filter.
How Building with AI Can Double the Throughput of Your Engineering Team
Brian Scanlan · AI Engineer · 21 min
Watch on YouTube →Brian Scanlan details how Intercom doubled its engineering throughput by treating AI agents as senior new hires. The company has moved to an AI-first development model for its 15-year-old SaaS platform.
- Intercom achieved a 2x increase in pull requests per person in less than one year.
- 17.6 percent of pull requests are now auto-approved with SOC 2 compliance.
- AI adoption is a mandatory performance expectation for all designers, managers, and engineers.
- The company standardized on Claude Code to capture compounding benefits of a single environment.
- A dedicated Team 2x was staffed to lead the transition and support internal tooling.
- The volume of AI-generated code caused Intercom's CI infrastructure to collapse under the load.
Could Burnham Be Labour’s Next Prime Minister?
Alastair Campbell · The Rest Is Politics · 27 min
Watch on YouTube →Analysts discuss a potential leadership shift in the UK Labour Party as Andy Burnham prepares a bid for Parliament. The episode explores the tension between party factions following local election losses.
- Wes Streeting resigned as Health Secretary, signaling a major shift in party leadership dynamics.
- Andy Burnham is targeting the Mackerfield seat where Reform currently has an 82 percent win probability.
- A leadership challenge requires a minimum of 80 sitting MPs to trigger a contest.
- The Cameron Gambit involves Keir Starmer potentially moving to a Foreign Secretary role.
- Brand perception is considered lethal if the new government is seen as no better than the previous one.
- MRP polling suggests even safe seats are non-existent in the current volatile political market.
References
PeopleElon Musk · Sam Altman · Greg Brockman · Ilya Sutskever · Meera Murati · Mike Spitz (x.com/mikespitz_uk) · Eric Jang · David Wu · Lee Sedol · Andrej Karpathy · Pedro Rodrigues (x.com/rodriguespn23) · Rob Dial (coachwithrob.com) · Tony Robbins · Brian Scanlan (x.com/brian_scanlan) · Keir Starmer · Andy Burnham · Wes Streeting · Angela Rayner · Ed Miliband
ToolsClaude Code · Model Context Protocol · Postgres · Braintrust · KataGo · xAI · Microsoft
PapersLightweight Design Document · Spec-to-PR Pipeline