What changed
Corrections and material updates to published posts, newest first. Typos and layout changes aren't listed. The list starts in November 2026.
Nov 2, 2026
- correctionWhy We Switched from MiniMax to StepFun (And Found a 47x Billing Bug)
The headline said 100x. The overcharge was 47x. The post also presented a smoke-test cost check and model aliases as shipped. Both were plans, and the smoke test we shipped only checks that a cost header is present.
- correctionDogfooding: How We Use Our Own Dashboard to Ship Better
The overcharge was 47x, not 100x, and the model string was in 46 files, not 56. Only the features marked as shipped are live, not every feature mentioned.
- correctionSprint Retro: What Claude Code and I Actually Shipped (And What Broke)
The section on the cost bug now says a 47x overcharge, not 100x. We removed a count of issues found in code review that we could not back up.
- correctionAgent Identity: The Enterprise Blind Spot
EU AI Act high-risk obligations now start in December 2027 or August 2028, not August 2026. Two survey figures, 88% and 14.4%, are restated to match their source. The sample request headers are corrected. Cost caps sit at the org, team and key level and model allowlists at the org level, not per agent.
- correctionAGENTS.md, MCP, and A2A: The Three Standards Every Agent Team Needs
The history was wrong. MCP and AGENTS.md were founding projects of the Agentic AI Foundation in December 2025, A2A joined in August 2026, and IBM's protocol merged into A2A in August 2025.
- correctionAutoResearch: How We Use AI to Improve Our Own Platform
The 4 PRs from the first session were all closed unmerged the same day, which the post didn't say. We removed a comparison with an engineer's time. Night Owl runs at 8:15 AM UTC, not 8 AM.
- correctionFrom GitHub Issue to PR in 3 Minutes: Building an AI Dev Team Pipeline
The title said the pipeline went from issue to production deploy in 3 minutes. It went from issue to PR. Since April 2026 Claude Code in containers needs a different token variable, and the post now says so.
- correctionHow I Built an AI Gateway for OpenClaw
The 51-provider and OpenClaw figures are now dated to March 2026; dead, stub and cloud providers were dropped in May 2026. Integration takes one environment variable and one header, not two variables. The semantic cache threshold defaults to 0.90, not 0.92. We removed a claim that OpenClaw has no approval workflows, and our $0.50 HITL default.
- correctionWe Shipped 5 Agent Fleet Templates. One of Them Is a 6-Agent Hospital CFO.
One fleet has five specialists, not six. Deployment isn't one click; it runs on managed runners, in private beta as of November 2026.
- correctionHow We Use curate-me.ai as the Backend for Family Manager
PII scanning is off by default for household orgs, and the post had listed it. The word "family" has one exception in the API, an onboarding route.
- correctionBuilding a Second Brain for a Family, and Deciding Not to Ship It Yet
The plan had 25 verified gaps, not 26, and the week had 43 production PRs, not deploys. The closeout counted 40 of 41 nightly runs, not nights. The quality gap stayed between 0.60 and 0.80, not +0.8 every night.
- correctionCost Tracking Across an Agent Fleet
When the daily org budget runs out, new requests are denied. They aren't queued until the next day.
- correctionClaude Design, With a Brand Bible: Redesigning the curate-me.ai Marketing Page
The public sample-request trace is illustrative, not a real or anonymized gate sequence.
- correction22 Pages in Claude Design, 40,000 Lines of Code, and Three Rounds of Review: Redesigning a Dashboard the Hard Way
Google Fonts has no Inter Display family. The post had listed one.
- correctionFramework vs Harness vs Gateway: The Layering That Finally Made the Agent Stack Click
The AI cost on each post comes from that post's frontmatter. It isn't recorded live by the gateway, as the post had said.
- updateHow We Cut AI Agent Costs by 85%
Now says this was our fashion analysis pipeline, removed in May 2026, rather than a pipeline we still run.
- updateLive Build: Ship Code to Production in 3 Minutes
The Live Build demo has since been retired for Runner Spotlight, and the task counts are dated to March 31, 2026.
- updateFamily Manager: An AI Family Assistant That Asks First
Family Manager is now called Nod.
- updateAgent Governance: Why It Matters
Now says it describes the fleet as it ran in March 2026.
- updateFrom Single Agent to Fleet: What Changes
Now says it describes the fleet as it ran in March 2026.
- correctionHow the Agent Fleet Actually Works
The three tool profiles come from our container images, not from OpenClaw itself. The post now says it describes the fleet as it ran in March 2026.
- correctionWhy AI Agents Need a Locked Room
The 99.4% figure comes from Vorlon's 2026 CISO Report and covers SaaS or AI incidents. We had credited a LayerX survey. EU AI Act high-risk obligations now start in December 2027, not August 2026, with penalties up to 3% of turnover, not 7%. The 135,000 instances were found exposed in one January scan, not running right now.
- correctionWeek in Review: The AI Dev Team Goes Multi-Repo
The billing bug was 47x, not 100x. The pipeline ran on three repos under two GitHub owners, not three organizations. A new note says the step names, template names and engine list don't all match what shipped.
- correctionRedesigned My Blog With Claude Design: One URL, Whole-Site Remodel
The palette values now match the site, and Claude Design is described as an Anthropic Labs product rather than a handoff tool.
- correctionTwo Weeks Before Launch: Infrastructure, Billing, and a Category Pivot
The alerting work on April 14 came five days later, not a week later.
- updateHuman-in-the-Loop Patterns for AI Agents
Now says it describes the fleet as it ran in March 2026.
- updateThe Agent Observability Gap
Now says it describes the fleet as it ran in March 2026.
Nov 1, 2026
- updateWe Turned AI Agent Management Into a Game Where Levels Control Real Settings
Updated the scorecard with the November 1 re-measure.
- updateWhat Are Decision Models? What We Learned Putting Jev to Work
Added the 1.14 upgrade tests, tests on images and Box, the audit of how we wired Jev in, and the follow-up experiments.
- updateOur Agent Eval Passed 76 Runs That an Audit Failed
Marked the reports we fixed as shipped.
- updateAgent Harness vs a Single LLM Call: Why Our $0.875 Job Dropped to $0.0016
Added the full-edition live result.