Red/green TDD – Agentic Engineering Patterns

https://simonwillison.net/guides/agentic-engineering-patterns/red-green-tdd/#atom-everything

Changing process to adapt to ai dev. “…”use test driven development, write the tests first, confirm that the tests fail before you implement the change that gets them to pass”.

“Build a Python function to extract headers from a markdown string. Use red/green TDD.”

“After watching colonial lawmakers under royal rule demand payoffs before they would approve popular measures, Washington rejected the idea of profiting from the presidency.”

https://heathercoxrichardson.substack.com/p/february-16-2026

DJT is basically Washington’s nightmare.

“In September 2025 the IRS granted tax-exempt status to the Donald Trump Mount Rushmore Memorial Legacy, making it a charity that can accept tax-free donations.”

How will historians frame Trump’s qualifications for worst American President in history?

https://contrarian.substack.com/p/the-worst-president-ever

“focus on three surpassing abuses: His violation of his oath to preserve, protect, and defend the Constitution; his use of the power of the federal government to threaten and punish his critics; and his gobsmacking corruption.”

Survival is not guaranteed, but I think more likely than not.

Decoherence and quantum fundamentals – natural selection of the observable state.

https://www.quantamagazine.org/are-the-mysteries-of-quantum-mechanics-beginning-to-dissolve-20260213/

“For a dust grain floating in the air, collisions with photons and surrounding gas molecules will produce decoherence in … a millionth of the time it takes for light to traverse a single proton”

“quantum Darwinism”

“another country’s interception of a conversation between two foreign nationals who were discussing Trump’s son-in-law Jared Kushner”

https://heathercoxrichardson.substack.com/p/february-12-2026

Gabbard and Wiles were covering up something involving Jared around May 2025

“may or may not be related that in early April 2025, the administration abruptly fired National Security Agency director General Timothy Haugh and his deputy, hours after dismissing several staffers at the National Security Council”

“There’s still a lot that’s redacted—even in what we’re seeing, we’re seeing redacted versions. I thought we were supposed to see the unredacted versions.”

https://heathercoxrichardson.substack.com/p/february-10-2026

It is possible that the walls are crumbling.

“Brad Karp, senior partner for Paul Weiss … plotted with Epstein to get a woman they disliked charged with a crime and deported.”

Liability insurance will determine the future of adolescent gender surgery in America: “standard of practice”

https://www.nytimes.com/2026/02/03/health/gender-surgery-malpractice-varian.html

Patient who had mastectomy as teenager wins lawsuit for surgery that did not meet “standard of practice”. If insurance companies stop coverage that will be the end of adolescent gender affirming surgery in America.

“what I saw in a couple of days was an order of magnitude further along the path to a real startup than I had seen out of students working over a full semester before AI”

https://www.oneusefulthing.org/p/management-as-ai-superpower

Very advanced students with exceptional skills. Compatible with thesis that current ai helps most those who have the most (skills).

Most extraordinary acceleration may come with loose specification and a wide tolerance for variable output.

(Anecdotal reports that the enhanced productivity is surprisingly fatiguing for today’s human component.)