“ We are reimagining every role for how a company operates in the agentic AI era.
Cloudflare · "Building for the future" · 07 May 2026 — and inside, five other postcards from that future.
Neutral, by spec.
Anthropic published its election-safeguards update: a written political-neutrality spec, an internal eval set of 600 partisan prompts, and the numbers. Opus 4.7 hits 95% on the balance metric and 100% on the refusal-of-influence set — measurable impartiality, not vibes.
- Balance
- 95% Opus 4.7 across 600 partisan prompts.
- Refusal
- 100% on explicit "influence the voter" requests.
- Method
- Adversarial pairs, both sides of each issue, blind LLM judges.
- Spec
- Public, versioned, applied uniformly across topics.
Six hundred preview deploys, every day.
Superset built an IDE where every developer can run a stable of agents in parallel — each in its own ephemeral sandbox, each producing a preview URL. The math: ~50 engineers × ~12 agents × ~1 deploy each = 600 deploys a day, against a CI that used to ship 30. The post is half blueprint, half ops handbook.
The pattern is not "AI writes code"; it's "developer orchestrates ten attempts at the same task in parallel, then picks the one whose preview behaves right." That only works if every attempt has a real URL, a real database snapshot, and a real cost ceiling.
Superset's stack: Vercel Sandboxes for execution, branch-per-agent for state, a routing layer that gives each agent its own subdomain. Idle agents go to zero. Bad ones get killed by the orchestrator, not by the developer noticing.
Headline lesson: agent IDEs are not editors with chat sidebars. They're CI systems where every PR is a small fleet, and the human's job is to grade outcomes, not to write the diff.
Vibe code, observed.
A walkthrough wiring a real distributed trace across Next.js routes, Supabase Edge Functions, and Postgres queries. Drops the SDK in three files, propagates context across the wire, then shows the resulting flamegraph for a slow signup. Cheap to adopt this afternoon; valuable the first time you have to debug something that touches a database from inside an Edge runtime.
| Layer | Span name | Cost | Status | |
|---|---|---|---|---|
| 1 | Next.js · App Router | POST /api/signup | 312 ms | ok |
| 2 | Edge function | auth.verify_email | 118 ms | ok |
| 3 | Supabase · Postgres | INSERT public.users | 9 ms | ok |
| 4 | Edge function | welcome_email.send | 2.1 s | slow |
| 5 | Next.js · App Router | response.render | 14 ms | ok |
| 6 | Trace · trace_id | connects 1 → 5, same root | — | linked |
RSI, regulation, and a brain in a jar.
Jack Clark's three-vector issue: a model of recursive self-improvement against macro-economic growth, a "radical optionality" framework for AI regulation that doesn't pre-commit to a path, and a wetware paper where neurons grown on chips perform pattern recognition. Three things a founder should be tracking even if none of them ship next quarter.
Read the model with the model.
An interactive, side-by-side walkthrough of the DeepSeek-V4 paper: every figure rebuilt, every routing decision annotated, with the author's notes in the margins. 50 of 90 sections live so far. The author used GPT-5.5/Pro and Gemini 3.1 Pro to research the math, then kept editorial control over every note — a model for how to actually read a frontier paper in 2026.
"The shared-experts trick isn't new, but the auxiliary-loss-free balancing is. Once you see the loss term they removed, the routing collapse from V3 makes sense in hindsight — and so does why nobody else tried this."
Sections annotated 50 / 90
We are reimagining every role.
Cloudflare cuts more than 1,100 staff in one stroke and explicitly names the cause: internal AI usage up roughly 600% in three months, "every internal process, team, and role" up for redesign. Generous severance, frank language, no euphemisms. The first frontier-infra company to publicly restructure around agents as a primary lever.
- Cut
- ≈ 1,100+ roles across the company.
- Stated cause
- Internal AI usage up ~6× in three months.
- Language
- "Reimagining every internal process, team, and role" for the agentic era.
- Severance
- Above market — vesting acceleration, extended health, outplacement.
- Read as
- A signal, not an isolated event — others will copy the framing.
That's today.
Six pieces today — half a normal issue, because the day was thin and a tight set beat a padded one. The rubric (AI tools, creative software, dev tools, security, research, anything actionable) preferred postcards from the agentic-era restructure over more launch posts.
Anthropic · News
Vercel · Engineering
Sentry · Engineering
jack-clark.net · Import AI
ikot.blog · via @seeallochnaya
Cloudflare · Blog