Heather Cox Richardson opens her November 6 letter with a blunt reading of Tuesday's midterms: Americans rejected the Trump administration. In her telling, voters turned away from a strongman who ignored the Constitution, undermined democracy and enriched himself and his allies, and they did it by a margin of more than 12 million votes — demanding an end to corruption, to the war on Iran, to costly tariffs and to masked immigration agents seizing people off the streets.

She argues the numbers speak for themselves. Democrats won the national vote by more than 13 points, which she frames as a vote for the rule of law, for the Framers' checks and balances, and for policies that make food, housing and health care affordable rather than steering money to billionaires. The Economist, she notes, called it "the biggest congressional landslide in 50 years." By contrast, Trump's 2024 win over Kamala Harris — about 2.3 million votes and under 50% of the total — now looks like a fizzle next to the "mandate" he claimed.

Richardson lingers on who won. Voters elected Black Democrats Keisha Lance Bottoms in Georgia, David Crowley in Wisconsin, Aaron Ford in Nevada and Stacey Plaskett in the U.S. Virgin Islands, along with Black Republican Byron Donalds in Florida. Michigan's Abdul El-Sayed becomes the nation's first Muslim senator, and Rep. Ilhan Omar — a frequent Trump target — was reelected with 76.5% of her district's vote.

The coalition shifted too. Citing the Associated Press, she reports that Hispanic voters swung hard back toward Democrats, with seven in ten Hispanic Texans backing Senate candidate James Talarico. For the first time since 2008, Democrats won every House district touching the U.S.-Mexico border, and fourteen new Hispanic Democrats are headed to Congress. Black voters, especially in the South, turned out in unusually high numbers; the New York Times found about 80% of Black votes in House races went to Democrats. Since the election, she says, panicked Republicans have been talking about regrouping, ending the Iran war and focusing on affordability.

Trump, however, went the other direction. After appearing dazed by the result, he fired chief of staff Susie Wiles on Friday and replaced her with Stephen Miller. Richardson describes Miller as a white nationalist who appears to embrace "great replacement" thinking, the driver of the first-term Muslim ban and the second-term mass-deportation push, including the 3,000-arrests-a-day target she links to the deaths of U.S. citizens Renee Goode and Alex Pretti. She says Miller championed rule by emergency declaration, urged invoking the Insurrection Act, and — per NBC's Mike Hixenbaugh — pushed a plan to institutionalize mentally ill homeless people that led the Justice Department to stop enforcing the 1999 Olmstead disability-rights decision and drop at least five related cases, a signal to states facing Medicaid cuts. Citing Phillips O'Brien, she adds that Miller sides with Russia on Ukraine, and that his promotion suggests Trump wants to deliver what he can for Putin before the new Congress begins investigating.

She lists the circle Trump is tightening around himself: Defense Secretary Pete Hegseth, aide Natalie Harp and budget director Russell Vought, a Project 2025 author. Democrats reacted sharply — Rep. LaMonica McIver called Miller "a white supremacist," Chuck Schumer said Trump "learned nothing from his historic defeat," and Hakeem Jeffries said Miller "has American blood on his hands." One House Republican, told of the pick by Politico, asked if the reporter was joking.

Richardson reads the move as a warning to Republicans as much as Democrats: Axios reports Trump plans to keep fundraising to control 2028 candidates, and the Wall Street Journal reports the White House told more than 3,000 conservative groups it is "monitoring" their statements. "It all feels very desperate," she writes. She closes with Trump at a NASA event Friday night, in a campaign hat, rambling about nuclear spacecraft to Mars, a return to the Moon and his MIT uncle, then telling a silent room that he wasn't on the ballot — "because if we were on the ballot we would've won."

Intro:

Today, we are talking about one of Jeff Tozzer's (the Clallam County Watchdog's) favorite people of interest -- Jim Stoffer. Specifically, we are talking about his online behaviors and how they misalign with his public position as a board member of the Olympic Educational Service District (OESD 114).

Olympic ESD is governed by a seven-member board, elected by local school directors. Even though the public doesn't vote for him, he is still in public office. He was originally appointed to the board in October 2023 to fill a District 6 vacancy. According to the OESD 114 website, he is now in the District 5 position, and his current term runs until January 2030.

Each board member represents several school districts within the ESD region. District 5, Jim's district, includes: Port Townsend, Chimacum, Quilcene, Brinnon, and Sequim school districts.

Because he is in a public office that oversees education and kids, it is reasonable for the public to expect a higher standard of behavior, especially behavior that upholds the board's own operating principles. Not surprising to anyone listening -- Jim isn't doing that.

Today we are going to look at operating principles of the OESD board, Jim's past behaviors in other public offices, and a couple of Jim's online rants from this election season -- from calling local neighbors the KKK to using trashy, sexist tropes against a private citizen.

First, here is a look at what the OESD stands for and what it means to be in public office on the OESD board.

OESD Mission: Be an essential partner in public education so that we advance student achievement and learning for all.

OESD Vision: Become increasingly indispensable to the school districts and the educational partners we serve.

The OESD 114 board has official, written rules called the Board and Superintendent Operating Principles (1600P), which state:

Successful organizations are the result of dedicated, competent people working together in an effective and efficient manner to achieve well communicated and common goals. To assure a quality operation, leaders must agree on basic and standardized ways of working together. Operating principles define the beliefs, values, and methods of working together in order to achieve the organization's goals.

The manner in which the Olympic Educational Service District 114 (OESD) Board of Directors (Board) and Superintendent conduct their business becomes a model throughout the agency. The model also serves for staff and our "customers" an example of clear communications and a decision-making process that best supports the needs of our school districts and other stakeholders throughout our region.

The following principles outline the philosophy of cooperative behavior that has been agreed upon by the Board and the Superintendent in OESD. As members of the OESD Senior Leadership team, we are committed to upholding these five major principles: Communications, Cooperation and Support, Judgment and Trust, Decision Making, and Board Meetings.

Now, under the "Cooperation and Support" section of those operating principles, a few bullet points stood out to me. It states that the Board and Superintendent: - Maintain confidentiality - Constructively deal with disagreement - Uphold the integrity of individuals - Assume positive intent and seek to understand

Stoffer's past behaviors in other public offices and current online rants, which we'll discuss, violate every single one of those bullet points.

Because he is chosen by local school directors rather than a popular vote, he does not have to answer directly to voters at the ballot box. No matter how he was elected into his position, that doesn't change the fact that he is in public office; nor does it excuse a board member from upholding their own operating principles.

Integrity isn't a coat you take off when you log onto social media. If you act like a collaborative saint in a public meeting but act like a predatory keyboard warrior online, the public has zero reason to trust you. And if a public official doesn't like the public calling out their poor behavior, nobody is forcing them to stay. They can pack up and leave office.

Conclusion

In this episode, we looked at how Jim Stoffer treats his public office requirements -- the same way homeless drug addicts treat public spaces in Port Angeles, like a toilet.

We covered his documented history of secret meetings and leaked legal memos, his unproven KKK smears, his backhanded, sexist comments toward a private citizen, his grade-school spelling errors, and how he treats his own board's rules like a joke.

His OESD term doesn't expire until January 2030, which means his trollish behaviors, both in and out of public office, will continue to be a black mark on local education.

If you are listening and think his behavior has crossed a line, or that he's not upholding the board's operating principles in good faith, there are a few options available to the public:

There's contacting the OESD 114 Board of Directors. Call them at (360) 479-0909. Fax them at (360) 479-0993. Email them at info@oesd114.org or Directors@oesd114.org.

Stoffer's district includes: Port Townsend, Chimacum, Quilcene, Brinnon, and Sequim. - From Google: "Based on the most recent enrollment data from public education profiles, there are approximately 5,300 to 5,375 total students across these five school districts." "Demographic data and tax rolls indicate there are approximately 35,000 to 40,000 unique taxable property accounts across these five school district boundaries funding local education."

Beyond just filing a regular complaint, the public also has the option to request that the board update its own bylaws or social media policies to explicitly hold members accountable for their online conduct.

If you choose to speak up, taking these guidelines to their regular public comment periods forces the agency to put the issue on the record.

Next Meeting: Tuesday, November 17, 2026. Regular Board meetings are held once per month at OESD 114, located at 105 National Avenue North, Bremerton, WA, 98312 (Board Room). Meetings start at 10:00 am unless otherwise posted. All meeting information available here.

Happy Saturday!

Today’s the last ballot update until Monday night.

End-of-day data for Friday, November 6th, hasn’t changed the results because all the ballots still aren’t counted.

The number that matters most to me is 15,840. That is the new number of accepted ballots that haven’t been counted — more than enough to change the current projections of local races.

There are now 340 challenged ballots in Clallam County. Please check your ballot status with the Clallam County Elections office or VoteWA. Certification is on November 24th and ballots are accepted until November 23rd.

I go over more of the numbers in my new video and show some of the other helpful websites Jeff shared in his CCWD Friday article.

Resource links:

• West End Voter data website: An independent, nonpartisan look at ballot returns, counting progress and precinct-level results, focused on the West End of Clallam County, Washington. • ‘It Ain’t Over: Hundreds of Clallam Ballots Still in Limbo’ by Clallam County Watchdog, with more links, information, and a video from Jake Seegers. • Clallam County Elections & Voter Registration (includes Auditor contact information and elections center livestream link). • Clallam County 2026 November General Election (includes information about resolving challenged signatures). • Clallam County Unofficial Results Election Statistics (updated once a day around 5pm). • Washington State Ballot Return Statistics (updated once a day around 5pm).

Have a great day, everyone!

Grok Bot and Laya: The local decision layer that removes the Paid Call. I have dozens of corporate clients, some very large companies. They all have used AI in one form or another for a number of years through my guidance. Like all new things, spending is quite high in the learning curve. However as it should be, costs become more scrutinized when it comes time to review cost of outputs. One of the hallmarks of the systems I use is to show how tokens have been applied to clear goals and outputs. Today some clients are spending millions of dollars, a month.

The setup I now use with clients runs on the computer Grok Bot already owns. It costs nothing per decision. It has already moved large volumes of work off the generative model. Most of the forks inside a running agent never needed a generative model. Laya answers them on the same computer, in one forward pass, for free.

TypeSafe released the first widely discussed public version of the clerk idea in September 2026 under the name Jev. The open-source community followed within days. Laya, from Convai Innovations, is the practical local version. It is a 421-million-parameter model under the Apache-2.0 license. It loads on ordinary hardware. It answers the same three kinds of questions: pick one label from a list you define, place something on a scale you describe, or return the probability that a yes-or-no statement is true.

On a local machine a single question finishes in tens of milliseconds. There is no API key, no per-call charge, and no data leaves the computer. Independent checks show it matches or exceeds the hosted model on tasks with a modest number of clear options and falls behind when the choice set is large or the input is long. That is the trade-off, and it is visible before you commit.

Grok Bot already owns a computer that stays on after the chat window closes. That computer has a terminal, a file system, and the ability to run Python. The combination means the expensive generative steps can be reserved for the work that actually needs language, while the high-volume classification and routing steps stay local and free. In client work the pattern has already removed millions of tokens that would otherwise have been spent on intermediate decisions.

Laya is strongest when the decision is already bounded. The option list is short, the input is a few hundred tokens or less, and the next step of the program can act on a label or a number without further interpretation. Those conditions describe most of the intermediate forks inside an agent.

For inbox triage the bot reads each new message and hands only the subject and body to the local skill. The skill receives three questions already printed on the form: which category fits from the short list billing, technical, account, or other; how urgent is it on a 0-to-2 scale; and is this a refund request. The local model marks the boxes and returns the numbers. If the urgency score sits below 1.2 and the category is not other, the bot drafts nothing and places the message in the low-priority list. It calls the generative model only for the items that clear the thresholds or that need a written reply. Every decision is written to the log so the next morning shows exactly which messages stayed local and which ones left the machine.

For research gating the bot asks the local skill before any browser opens or any search is run. The two questions are whether a cached summary from the last hour already answers the question and whether another page is likely to change the outcome. If both answers are no, the bot reuses the cache and stops. If the second answer is yes, it allows at most three new pages, then stops and summarizes what was found. The log records the decision and the page count so the overnight run can be inspected without guessing which searches were avoided.

Published measurements put a single Laya question in the tens of milliseconds on local hardware and a remote decision-model call in the hundreds of milliseconds once network time is included. The local call carries no per-token charge. Accuracy on tasks with a modest number of clear options has been measured in the same range or better; accuracy drops when the option list is long or the input is subtle. Those are the numbers that exist. They are enough to show the direction: speed improves on the local machine, marginal cost falls to zero for the decision steps, and accuracy stays equivalent on the class of questions the model was built to answer. The generative capacity is reserved for the work that still needs it. That is the win for the person who owns the bot and for the provider that supplies the generative layer.

On November 1st 2026 Elon Musk replied on X that “the cost of serving Grok Bot was unsustainably high relative to revenue.” He gave no dollar figure. Reports around the same period placed paid weekly users in the range of hundreds of thousands, with access bundled into subscription tiers that start at $30 a month and rise higher. Agent sessions are token-intensive by nature.

Every intermediate question answered by a generative model adds tokens. When those intermediate questions are answered by a local forward pass in Laya, it carries no per-token charge and finishes in tens of milliseconds, the token volume that reaches the generative model falls by the share of work that was never generative. Users see lower bills and faster overnight completions.

The PDN wrote this race off on election night, and the ballots kept coming in anyway. District 3 votes late, and the West End is only now showing up in the count. More than 300 Clallam ballots won’t count unless voters fix them, and yours could be one of them. The Count Isn’t Finished On election night, the Peninsula Daily News ran “ French in lead for Clallam County commissioner ” and called a second term “likely.” At that point, 17,999 ballots had been counted. As of Friday, the county’s official results page shows 22,172 ballots counted. Jake now has 8,972 votes (41.32%) to Mike French’s 12,722 (58.60%), a gap of about 3,750 votes. That means Jake has gained almost two points since election night. Meanwhile, the Secretary of State’s ballot file shows about 41,855 Clallam ballots returned. Note the large discrepancy between ballots “returned” and ballots “counted.” That leaves roughly 19,000 still to be counted. Clallam has also climbed to #3 in the state for voter turnout. District 3 votes late. Ballot returns over time show District 1 (Sequim area) voters return their ballots early, and District 3 (the “West End”) voters return theirs late, and in the latest jump in returns, about 40% came from District 3. None of that guarantees a different result, since Jake still trails by a real margin. But “likely” isn’t the same as counted, and every legal ballot deserves to count. Step 1: Check Your Ballot Go to the Secretary of State’s Ballot Status Reports page and click “Check Your Ballot Status.” You can also check at VoteWA.gov . Accepted: You’re done. Thank you. Received / Pending: It’s still being processed. Check back in a day or two. Challenged / Rejected: It will not count until you fix it. Go to Step 2. Step 2: Fix a Challenged Ballot As of the latest state file, 307 Clallam ballots are challenged. Most are for a signature that doesn’t match the one on file (171) or no signature at all (116). Both are fixable, and about 96 of the challenged ballots are in District 3. Call Clallam County Elections at 360-417-2217 , or stop by 223 E 4th St, Port Angeles . The county should also contact you with a cure form, but don’t wait for it. The deadline is close of business Monday, Nov. 23 ( WAC 434-261-053 ). The county certifies the next day, Nov. 24 at 2 PM. Step 3: Help Your Neighbors Below the button on that same SOS page, there’s a form. Fill it out, and you’ll get the countywide ballot return file emailed to you. One West End resident did just that, found Forks-area neighbors with rejected ballots, and messaged them directly so they could fix their ballots in time. That’s how it’s done. A tip of the hat to West End Voter , an independent, nonpartisan site tracking Clallam returns precinct by precinct: westendvoter.com . It’s updated by hand each evening after the county and state release new numbers, with the “last updated” date at the top. Its Challenged and Pending Ballots section breaks the numbers down by district and community without naming anyone. Tips and corrections go to solducvalleyresident@gmail.com . Bottom Line Check your ballot today. If it’s challenged, fix it before Nov. 23. Then text three friends and tell them to check theirs. — Jeff Leave a comment

Gunmen killed at least 34 Orthodox Christians in Endato village in Ethiopia’s East Arsi Zone on Thursday, November 5. It is the third mass killing of Orthodox Christians in the zone in 16 days, and the combined toll from the three attacks now stands at no fewer than 94. No group has claimed Thursday’s attack. The attack came three days after the regional government announced 73 arrests in connection with the October killings. What Happened Around 11 AM local time on Thursday, November 5, armed attackers hit Endato Kebele in Robe Woreda, in the East Arsi Zone of Ethiopia’s Oromia Region. A kebele is the smallest administrative unit in Ethiopia, roughly the size of a village, and a woreda is a district. The attackers targeted Orthodox Christian residents. Several people were wounded, and shops and homes were burned or damaged. The Ethiopian outlet Meseret Media reported that security personnel who tried to restore order were also caught in the violence. The bodies of 34 victims were gathered at Endato Debre Mitmaq St. Mary Church. The community warns the toll may rise as recovery continues. The names of the dead have not been released in the reporting available to us. Eyewitnesses say the attackers blocked roads into the area and cut off access to medical care. That claim has not been independently confirmed. We have coffee and tea now! This is what we are drinking in the CWT household. We hope you like it. The October Attacks Thursday’s killings follow two mass attacks in October. On October 20, attackers killed 14 people in Gora Silingo, Angada Kebele, in Merti Woreda. Four days later, on October 24, attackers killed 46 people in the villages of Tereta, Chole and Birbo in Shirka Woreda. Those figures come from the Holy Synod of the Ethiopian Orthodox Tewahedo Church, which reported more than 20 people seriously wounded and about 20 homes burned. At least five of the dead were children. Residents of Shirka told the Ethiopian newspaper Addis Standard that the October 24 attackers went house to house and used heavy weapons. Residents also said local authorities had been warned of a possible attack before October 24 and did not stop it. That claim has not been independently verified. Adding Thursday’s 34 dead, open-source reporting puts the combined toll at no fewer than 94 Orthodox Christians killed in less than three weeks. Who Is Responsible No group has claimed the November 5 attack, and no one has been publicly named. For the October attacks, the Oromia regional government blamed the Oromo Liberation Army (OLA), an armed group that has fought the Ethiopian federal government for years. The government refers to the group as “Shane.” On Wednesday, November 4, the Ethiopian Human Rights Commission (EHRC), a publicly funded body that operates independently of the government, also attributed the October attacks to the OLA. The OLA has denied attacking civilians in past incidents and had not publicly responded on the October attacks at the time of the most recent reporting. The EHRC finding covers the October killings only. It does not by itself establish who carried out Thursday’s attack in Endato. Arsi Zone is majority Muslim, and Orthodox Christians there are a minority living among Muslim and Protestant communities. The people being killed in these attacks are almost entirely Orthodox Christians, and many are ethnic Amhara. Open Doors reports that the attacks in the zone have primarily targeted Orthodox Christians and Orthodox churches, and that only the Orthodox community there reported incidents of this kind during the same period. In the February 26 attack, local sources said the gunmen entered a church shouting religious chants before opening fire on the people inside. The OLA is an ethnic Oromo nationalist group that recruits from both Muslim and Christian Oromo, and no Islamist group has claimed or been blamed for the Arsi attacks. The Ethiopian Orthodox Tewahedo Church describes the attacks as religiously motivated and aimed at its members. The Ethiopian Inter-Religious Council, a body of Christian and Muslim leaders, has said the attacks are not driven by religion or ethnicity. Arrests and Government Response The Oromia regional government announced that 73 people had been detained in connection with the October 24 attack in Shirka. The government has not said whether any of them have been charged or what evidence links them to the killings. Residents told Addis Standard that some of the people detained had buried victims, attended funerals, or helped carry and treat the wounded. Addis Standard could not verify the full number of detainees or the circumstances of each arrest. The Longer Pattern East Arsi has seen repeated killings of Orthodox Christians for years. In July 2026, the Ethiopian Human Rights Council (EHRCO), a private rights group, reported that at least 432 civilians and four local militia members had been killed in targeted attacks across East Arsi since 2021, with Orthodox Christian communities hit hardest. EHRCO counted 47 of those deaths in Robe district, where Endato sits, along with 156 people abducted there. More than 14,000 people have been forced from their homes across the zone. The attacks this year did not start in October. On February 26, attackers stormed a market in East Arsi and killed 20 Orthodox Christians and a Muslim guard, and local sources reported a priest was among those killed inside a church. Between May 30 and June 1, attacks in Aseko Woreda killed civilians, drove hundreds of residents into the forest, and burned the 101-year-old Telata St. Gabriel Church to the ground. What It Means for Church Safety Teams An armed group raiding villages is a long way from the threat most American churches face, and the pattern in East Arsi still applies to any church safety team. The attacks came in waves, with the third landing while families were still burying the dead from the first two. In Shirka, the people who showed up to bury victims and carry the wounded ended up exposed again. In Endato, eyewitnesses say blocked roads kept medical help from reaching the wounded. A church that has had one incident, or is holding a funeral or memorial after one, is at higher risk of a second, and the safety team is on its own until police and medics arrive. Ethiopian Orthodox parishes in the United States may hold memorial services and vigils for the victims in the coming weeks. Those gatherings will draw larger crowds than a normal service, and their safety teams should staff them at the level of their largest Sunday. A direct physical threat to American churches from the fighting in East Arsi is unlikely. What Your Safety Team Can Do Walk the outside of the building before every service. Check the parking lot, every exterior door, landscaping, dumpster and trash areas, and note anything that was not there last week. Get a named contact at your local police department. Meet that officer or supervisor in person, put the direct phone number in every team leader’s phone, and give the department a copy of your floor plan. Measure your police and fire response times. Ask your police and fire departments for average response times to your address on a Sunday morning and on a weeknight, write them in your team’s emergency plan, and plan to hold the building until they arrive. Keep full coverage up after any incident or credible threat. Do not pull people off posts to handle the first scene. Staff funerals, memorial services and vigils that follow an incident at the same level as your largest Sunday service. Plan for blocked exits. Show ushers and greeters a primary and a secondary exit for every room, and walk both routes with them before the next service. Stage bleeding control kits and train the people who will use them. Put tourniquets and hemostatic gauze where your team can reach them in under a minute, and get your team through a bleeding control class. Confirm casualty numbers and claims before you share them. Pass along figures from an identified source, and correct them when the source updates. What the Bible Says “Remember those who are in prison, as though in prison with them, and those who are mistreated, since you also are in the body.” (Hebrews 13:3, English Standard Version (ESV)) The writer of Hebrews was speaking to Christians who had already been through persecution themselves. Earlier in the letter he reminds them that they had been publicly exposed to reproach and had their property seized, and that they stood beside others who were treated the same way. In chapter 13 he tells them to keep remembering the ones still suffering, and he gives the reason: “since you also are in the body.” The believers in Endato, Merti and Shirka are part of the same body we are. They worship in a different tradition and a language most of us do not speak, and that does not change the command. Remembering them is a duty Scripture gives the church, and it starts with knowing what happened to them and praying for them by name when their names are released. “If one member suffers, all suffer together; if one member is honored, all rejoice together.” (1 Corinthians 12:26, ESV) Paul wrote this to a church that was divided and competitive, with members who thought some parts of the body mattered more than others. His answer was that the body cannot work that way. When one part is hurt, the whole body feels it. A village in Ethiopia that buries its dead at St. Mary Church for the third time in three weeks is part of our body, and we should feel it. For a church safety team, that suffering also carries information. The families in East Arsi have learned at great cost how attacks come in waves and how help gets cut off, and our teams should learn the same lesson and prepare our own congregations. Jesus warned His disciples in Matthew 24:42-44 that a homeowner who knew when the thief was coming would stay awake and keep his house from being broken into, and He told them to stay ready because they did not know the hour. The people of Endato had no warning on Thursday morning, and their loss is a warning to every church safety team that reads this article. For our teams, staying ready means walking the building before every service, knowing our response times by measurement, and training our people. Pray for the families in Endato, for the wounded, for the Orthodox Christians of East Arsi, and for those burying their dead again. Details may change as reporting develops.

OpenAI’s coding agents increased the amount of work moving through its development systems. Engineers could pursue more changes at once, and agents repeatedly retrieved code, ran tests, and submitted their work. The infrastructure that supported those activities struggled to keep up. OpenAI built Pando to address the repository part of that problem. The company published its engineering explanation on November 2. I had just sat down with Vijaye Raji, OpenAI’s CTO of Applications, to discuss how agents were changing work inside the company. He joined OpenAI through its acquisition of Statsig, the company he founded. When one part of the work accelerates, it changes what the rest of the organization must handle. Individual engineers get more productive. The team delivers far less of that gain. You need to identify the resulting delays, understand their causes, and change the systems or decisions responsible for them. Agents can help with that work, too. Here’s what’s inside: Why OpenAI rebuilt its Git backend. What agent traffic did to OpenAI’s monorepo, the two design changes behind Pando, and the nearly 80% drop in median push latency OpenAI reports. Where the speedup stalls. How FurtherAI’s fivefold jump in merged changes per engineer moved the wait into testing, review, and deciding what to build. Review rules an agent can run itself. How FurtherAI turned repeated review comments into 21 automated checks whose failures agents fix before a person looks. Prototypes you’re willing to throw away. Vijaye’s case for not getting attached to code, and how to bring a working demo to a team without ending the debate. A seven-question constraint review. A table you can fill out with your own recent work to find where it waits and run one experiment on it. The full conversation with Vijaye comes with this piece. Paid subscribers get access to the full post, Nate’s Library MCP, and my Slack community!