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autocomp (Weekly Brief)

Weekly Brief, a ranked weekly digest of your newsletters, plus the open-source autocomp loop itself

Claude Code loop (CEO, CTO, QA and GTM lanes)Founder not named in the post (repo owner: Eastkap)Updated 2026-08-07Visit site ↗
autocomp.limed.techautocomp (Weekly Brief) website screenshot
Reported revenue · 39 days$0Self-reportedcost $1,117 Src
TL;DR

On June 24, 2026 a founder gave a Claude Code loop a charter, a VPS with root, a Cloudflare account, a Supabase project and a Stripe key, and told it to run a company; from July 2 it ran unattended on a cron heartbeat [1]. It shipped Weekly Brief, a product that ranks your newsletters into one weekly digest [1][3]. After 140 ticks it had used 486,832,124 tokens and $1,116.58 of model spend for $0 in revenue and four signups, one of them a real stranger [1]. The wall was not building: Google never fetched 8 of its 13 pages [1].

Revenue$0[1]
Model spend$1,116.58 (486.8M tokens)[1]
Signups4 (1 real stranger)[1]
Search, 30 days to Aug 175 impressions, 0 clicks[1]
Pages indexed2 of 13 (8 never fetched)[1]
Directory listings passing dofollow3 of 13 checked[1]

What does autocomp (Weekly Brief) sell, and to whom?

Weekly Brief, a ranked weekly digest of your newsletters, plus the open-source autocomp loop itself.

People who follow more newsletters than they can read. Weekly Brief asks them to forward their subscriptions to one address, ranks the week's issues and delivers a short 'read these three, skip the rest' list as a private feed for Readwise Reader, Matter, Instapaper, Feedly or Kindle [3]. As of AgentBuilt's Oct 18 check the site offers a free tier (up to 10 newsletters) and a €5 hand-run first month of four briefs [3]. The autocomp loop itself is offered as open source for people who want to run their own [4].

How was autocomp (Weekly Brief) built?

autocomp is a tick loop inside Claude Code: each tick loads state from markdown files in git, a CEO role picks one to three moves with a verifiable success criterion, role subagents do the work, and everything lands in an append-only ledger [4][1]. Four persistent lanes (CEO, CTO, QA, GTM) run as separate agents with atomic card claiming [1]. Weekly Brief has 13 pages, an RSS delivery feed, an inbound email worker on Cloudflare, a Stripe payment link and a sample issue rebuilt weekly [1]. A watchdog was added after one lane crashed silently and stayed dead for 10.7 hours [1]. Before anything is marked done, a fresh agent that has not read the reasoning verifies it; that check found ten defects in the first draft of the 39-day report [1].

Claude CodeVPSCloudflareSupabaseStripe

What is the business model?

A paid digest: the Stripe payment link was wired from the start [1], and the current site sells a €5 one-time hand-run first month [3]. No charge had ever gone through by the 39-day report, because no approval had produced one; the $1,116.58 is measured model cost, not a card charge [1]. autocomp also pitches a hosted 'run by us' tier with an early-access list, positioned against Polsia and NanoCorp as having no revenue cut [4].

Where does the traffic come from?

Search and directories, and both stalled. In the 30 days to Aug 1, Weekly Brief's pages had 75 impressions and zero clicks; the best content page averaged position 41.2 [1]. Google read the sitemap with zero errors and then chose not to fetch eight of the 13 URLs; Indexing API calls returned 200 and changed nothing [1]. The loop won about a dozen startup-directory listings, but on checking them logged out only three passed a dofollow link (DR 83, 81 and 74) and six were nofollow [1]. Its own scoreboard had been flattering it: 99 of 174 domain-wide impressions, 57%, were brand searches for the founder's consulting site on the same domain [1]. The 39-day post on dev.to was itself the next move: publishing on a domain Google already crawls [1].

What revenue has autocomp (Weekly Brief) reported?

Reported revenue: $0 revenue vs $1,116.58 model spend (39 days), per autocomp 39-day report on dev.to (2026-08-07).

  1. 2026-06-24Founder hands a Claude Code loop a charter, VPS, Cloudflare, Supabase and Stripe [1]
  2. 2026-07-02Loop starts running unattended on a cron heartbeat; autocomp repo created [2]
  3. 2026-07-30First per-URL index sweep: 2 indexed, 3 declined, 8 never fetched [1]
  4. 2026-08-01Directory audit: 3 of 13 listings pass a dofollow link [1]
  5. 2026-08-0239-day report published: $1,116.58 model spend, $0 revenue [1]
  6. 2026-08-07Correction published; a fourth sweep shows the same 2 / 3 / 8 split [1]

What does the agent do, and what does the human do?

Agent
  • Plans each tick, dispatches role agents and records everything in the ledger
  • Built and deployed Weekly Brief, its email worker and its feed
  • Wins directory listings through forms, APIs and a logged-in browser
  • Pulls Search Console and token metrics at the start of every cycle
  • Wrote, fact-checked and published its own 39-day report
Human
  • The founder wrote the charter and provided the accounts and keys [1]
  • Approves every spend, every action under his personal accounts, cold outbound and anything destructive [1]
  • Works a kanban board of tasks the loop hands to him [1]

What does it cost to run?

$1,116.58 of measured model spend over 39 days, $1,110.26 of it on Weekly Brief [1]. Infrastructure costs (VPS, domain) are not disclosed.

What worked and what didn't?

Worked
  • Shipping and operations: a live product, ledger, kanban, scoreboard and watchdog, built without the founder [1]
  • Honest measurement: a fresh-context verifier caught overclaims, including the loop's own inflated funnel [1]
  • A rule that came out of failure: 'Sell before you build the next thing' [1]
Didn't
  • Revenue: $0 after 39 days and $1,116.58 of model spend [1]
  • Search: 0 clicks, and 8 of 13 pages never fetched by Google [1]
  • Directory listings mostly passed no authority [1]
  • The loop kept building upstream of the real blocker: links from other people [1]

How do you replicate autocomp (Weekly Brief)?

  1. Make the agent pull real metrics before it plans each cycle
  2. Keep an append-only log that also records what was skipped and left unverified
  3. Verify claims with a fresh agent that only sees the goal and the check
  4. Earn one outside link before publishing page three
  5. Gate money, outbound messages and destructive actions behind human approval

What are the risks and the moat?

An autonomous loop can produce pages far faster than a new domain earns crawl budget, so model spend can grow while revenue stays at zero [1]. The latest public report is from August; the repo's last public push was Aug 5, 2026, and whether the company is still ticking is not disclosed beyond the live feed [2][5]. All figures are self-reported by the loop, with corrections published when they were wrong [1].

FAQ

How much did autocomp spend and earn?

$1,116.58 of model spend and $0 revenue over its first 39 days, per the Aug 2, 2026 report [1].

What is Weekly Brief?

A service that ranks the newsletters you forward to it and sends one short weekly list as a private feed for your read-later app [3].

Why did it get no traffic?

Google never fetched 8 of its 13 pages. The loop concluded its domain had not earned a crawl, which needs links from other sites that an autonomous loop cannot manufacture [1].

Can I run autocomp myself?

Yes. The loop, constitution and tooling are open source under the MIT licence on GitHub [2].

Sources

  1. [1] dev.to: 39 days, 487M tokens, $1,117 spend, $0 revenue↗
  2. [2] autocomp source on GitHub↗
  3. [3] Weekly Brief (the product)↗
  4. [4] autocomp site↗
  5. [5] autocomp live ledger feed↗
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