How this issue was assembled

Every digest is drafted by an autonomous pipeline. No human edits before publication. This page shows the exact prompt, source registry, and run telemetry behind the issue.

Run summary

Date
2026-05-17
Digest model
claude-sonnet-4-6 · 53,549 in · 8,083 out
Roundup model
claude-haiku-4-5-20251001 · alias claude-haiku-4-5 · 50,779 in · 2,464 out
Sources
83/108 ok · 0 failed · 0 blocked · 25 empty
Items
405 fetched · 250 sent to LLM
Duration
310.0 s
User-Agent
evanalbright-digest/0.1

Retention funnel

Where each stage's items came from. Single axis, four stops; each bar is split by source tier so you can see whether the mix shifts as we cut down to what readers actually see.

Sources
108
feeds in registry
Fetched
405
items after dedup · 375.0% of previous · 375.0% of start
Considered
250
reached an LLM · 61.7% of previous · 231.5% of start
Published
0
in this issue · 0.0% of previous · 0.0% of start
Sources Tier 0 Tier 1 Tier 2 Tier 3

Fetch stats

83 ok 25 empty 0 failed 0 blocked
Source Status Items ms Notes
Simon Willison ok 12 214
OpenAI News ok-discovered 12 1980
Marginal Revolution (Tyler Cowen) ok 12 199
Endpoints News ok 12 490
STAT News ok 12 395
r/MachineLearning ok 12 961
r/LLMDevs ok 12 1445
r/LocalLLaMA ok 12 2102
r/ClaudeAI ok 12 1397
r/ExperiencedDevs ok 12 1335
r/devops ok 12 1225
r/medicine ok 12 1478
r/biotech ok 12 1562
r/pharmacy ok 12 1505
Dwarkesh Patel (YouTube) ok 12 1513
Hacker News (front page) ok 12 647
FT Alphaville ok 12 427
Vercel Blog ok 11 765
a16z (YouTube) ok 10 1530
DeepLearningAI ok 8 1532
The Economist — Finance & Economics ok 7 237
Maxinomics ok 7 1574
Sabine Hossenfelder ok 7 1420
Latent Space ok 6 245
r/pharmaindustry ok 6 1660
Rowan Cheung ok 6 1570
Y Combinator (YouTube) ok 6 1367
Klement on Investing ok 6 162
Stratechery (Ben Thompson) ok 5 338
Tomasz Tunguz ok 5 270
Mo Bitar (YouTube) ok-discovered 5 2685
AI Explained ok 5 42
Kyla Scanlon ok 5 1440
Data Science Weekly ok 4 184
Two Minute Papers ok 4 1487
Patrick Boyle ok 4 1622
Fireship ok 4 1515
Noahpinion (Noah Smith) ok 4 426
Dwarkesh Patel ok 4 279
Astral Codex Ten (Scott Alexander) ok 4 399
The Pragmatic Engineer ok 3 244
Cloudflare Blog ok 3 539
Not Boring (Packy McCormick) ok 3 249
r/biotechnology ok 3 1733
CodeEmporium ok 3 1701
Money & Macro ok 3 1355
Hannah Fry ok 3 1342
Hugging Face Blog ok 3 306
Liberty Street Economics (NY Fed) ok 3 23282
Interconnects (Nathan Lambert) ok 2 273
Ground Truths (Eric Topol) ok 2 243
Yannic Kilcher ok 2 1033
Internet of Bugs ok 2 1406
Neural Breakdown with AVB ok 2 1686
The Ezra Klein Show ok 2 478
Works in Progress ok 2 639
Sebastian Raschka ok 1 238
The Batch (deeplearning.ai) ok-html-fallback 1 2209
Alpha Signal ok-html-fallback 1 2342
Google AI / DeepMind ok 1 517
Artificial Analysis ok-html-fallback 1 2034
Stripe Engineering ok-html-fallback 1 1948
Shopify Engineering ok-html-fallback 1 2510
Discord Engineering ok-html-fallback 1 1790
Conversable Economist (Timothy Taylor) ok 1 297
LangChain Blog ok-html-fallback 1 2185
Bessemer Atlas ok-html-fallback 1 2353
a16z News ok-html-fallback 1 2359
Anthropic News ok-html-fallback 1 11427
Out-Of-Pocket ok-html-fallback 1 2142
Health Tech Nerds ok-html-fallback 1 2280
Decoding Bio ok 1 255
In The Pipeline (Derek Lowe) ok-html-fallback 1 2196
Asimov Press ok-html-fallback 1 1915
Andrej Karpathy (GitHub) ok-html-fallback 1 2232
Ben Felix ok 1 1564
Anthropic (YouTube) ok 1 1494
Practical Engineering ok 1 1166
The Robot Brains Podcast ok 1 1595
3Blue1Brown ok 1 1464
Net Interest (Marc Rubinstein) ok 1 422
Bank Underground (Bank of England) ok 1 342
BioCentury ok-html-fallback 1 75894
Eugene Yan no-items 0 200
Chip Huyen no-items 0 592
Fly.io Blog no-items 0 343
PostHog Engineering no-items 0 593
All Things Distributed (Werner Vogels) no-items 0 160
The Generalist (Mario Gabriele) no-items 0 197
Kwokchain (Kevin Kwok) no-items 0 1222
Above the Crowd (Bill Gurley) no-items 0 285
Elad Gil no-items 0 1869
Hunter Walk no-items 0 232
AVC (Fred Wilson) no-items 0 2750
Fierce Pharma no-items 0 166
Fierce Biotech no-items 0 164
Robert Wachter no-items 0 271
Andrej Karpathy (YouTube) no-items 0 103
Rock Health Insights no-items 0 633
Acquired no-items 0 251
Apricitas Economics (Joseph Politano) no-items 0 282
Bits about Money (Patrick McKenzie) no-items 0 572
Lilian Weng no-items 0 171
Google Research Blog no-items 0 420
Meta AI Research no-items 0 1013
Dan Luu no-items 0 499
Brendan Gregg no-items 0 342
Made of Bugs (Nelson Elhage) no-items 0 613

Style rules

Hard punctuation and phrase rules applied to all generated prose.

# Style — hard rules for every paragraph

These rules apply to all generated prose (digest paragraphs and study why-lines). They are mechanically enforced; output that violates them will be repaired or rejected.

## Punctuation: forbidden

- **No em-dash (—).** Not anywhere. Use semicolons, commas, periods, or parentheses.
- **No en-dash (–) as punctuation.** Only acceptable when part of an established numeric range that you are quoting verbatim from a source.
- **No double-hyphen (`--`) used as a dash substitute.** Same intent as the em-dash; same ban.
- **No standalone hyphens used as punctuation.** Hyphens are only legal as part of a hyphenated compound word that already exists in the language (`co-founder`, `self-hosted`, `mid-cap`). They are never legal as a beat or pause in a sentence.

If you find yourself reaching for any of those, you have probably written a run-on. The fix is usually to split the sentence at a semicolon or period.

## Phrases to avoid (AI-slop list)

Do not use these unless you are quoting them verbatim from a source you are summarising. The list is maintained alongside this file in `prompts/slop-blocklist.txt` and is checked programmatically.

- "load-bearing" (overused metaphor)
- "delve" / "delves into" / "delving"
- "moreover" / "furthermore" (as paragraph openers)
- "in today's fast-paced..."
- "game-changing" / "game-changer"
- "navigating the landscape"
- "tapestry"
- "intricate" (as a default adjective)
- "underscores" (as in "this underscores the importance of")
- "key takeaway"
- "ushering in"
- "transformative"
- "robust" (as filler)
- "leverage" (as a verb, when "use" works)
- "synergy"
- "comprehensive" (as filler)
- "in the realm of"
- "a testament to"
- "stands as a beacon"
- "navigate the complexities"
- "harness the power of"
- "unlock the potential"
- "the rise of"
- "in an era where"
- "paradigm shift"

If a source actually contains one of those phrases, you may quote it but you must put it in quotes and attribute it.

## Voice

- **Write like a journalist reporting news, not a critic weighing articles.** Tell the reader what happened, what was claimed, what the numbers are. Do not describe the article itself.
- Past tense for events. Present tense for ongoing dynamics. Future tense only when actually speculating.
- One thought per sentence. If a sentence has three clauses, it is at least two sentences.
- No "exciting", "huge", "massive", "ground-breaking", "incredible". Skeptical neutral by default.
- Skip the editorial throat-clearing ("It is worth noting that..."; "What's interesting here is..."). State the thing.
- Numbers in numerals (`$2.1B`, `15 minutes`). Years written in full (`2026`, not `'26`).
- No exclamation points.

## Forbidden: meta-commentary about the article

These constructions describe the article instead of reporting its content. They are banned.

- "The piece is technical but the payoff is concrete..."
- "The volume is the story."
- "An eventful month by Lambert's own description..."
- "The piece uses X as the worked example..."
- "This is a careful statistical argument dressed as a cultural essay..."
- "Raschka's coverage is among the clearest explanations of..."
- "The piece does not claim X; it claims Y." (talking about what the article does)

Banned patterns:

- Any sentence whose subject is "the piece", "the post", "the article", "the essay", "the coverage", "the analysis", "the argument", "the take", "this piece", "this post".
- Any sentence that grades the article ("worth reading", "useful", "clearer than most", "among the best", "more useful than most takes").
- Any reference to the writing itself ("dressed as a cultural essay", "technical but concrete", "tight argument", "careful piece").

**Write what the author said or what happened, not how the author said it. The author is a source; you are reporting their claim, not reviewing their prose.**

Examples:

- Bad: "Lambert's companion piece argues that open ecosystems have a compounding property."
- Good: "Lambert argues that open ecosystems compound. Fine-tunes, evals, and tooling built on open weights accumulate publicly, so the marginal cost of the next improvement falls for everyone."

- Bad: "The piece uses China's high-participation release culture as the worked example."
- Good: "China's high-participation release culture is the example Lambert leans on. Gemma 4, DeepSeek V4, Kimi K2.6, MiMo 2.5, and GLM-5.1 all shipped within weeks."

- Bad: "Raschka's coverage is among the clearest explanations of why per-token inference costs have been falling."
- Good: "Raschka traces falling per-token inference costs to three changes: KV cache sharing across layers, multi-head compression, and compressed attention over long contexts."

## Colons: use sparingly

You cannot use the em-dash, so do not now lean on the colon as a pause or pivot. A colon introduces a list, a definition, or a direct quote. It is not a dramatic beat or a "here comes the payoff" reveal.

- Bad: "The piece is technical but the payoff is concrete: these changes are what allow..."
- Bad: "The core issue is verification lag: in science, the feedback loop can take decades."
- Good: Use two sentences. "The core issue is verification lag. In science, the feedback loop can take decades."

If a sentence has more than one colon, rewrite it. If a colon sits between two complete independent clauses, it is almost always wrong; use a period.

## When in doubt

Read the sentence aloud. If you would never say it out loud to a friend, rewrite it. If a semicolon is the answer, use the semicolon. If a sentence would be better as two sentences, make it two sentences.