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Public bet · Week of August 10, 2026

Engineering Acceleration Watch, 10 named startups, graded weekly

Not an accelerator program. This is a weekly public data feed. There is no application, no cohort, no equity - just the dataset. (Y Combinator, Techstars, etc. are accelerator programs; this is engineering-acceleration as a leading signal.)

Every Monday we publish 10 startups whose GitHub engineering acceleration crossed our signal threshold the prior week. Each pick is graded post-hoc against public fundraise, acquisition, and product-launch news at the 60-day and 90-day window. We keep score in public.

Methodology: /methodology · SSRN paper: ssrn.com/abstract=6606558 · Monthly address: /state-of-github · Grading window for this cohort closes October 9, 2026.

Public scorecard

0%
Hit rate
Raise · acquire · IPO
0 / 10
Hits / graded
1
Weeks with grades
10
Pending

0 raised · 0 acquired · 0 IPO · 0 other milestone · 10 no event · 0 shutdown. Excluded: 0.

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The signal in action, one worked example

How a 2× contributor spike preceded a Series A by 31 days.

  1. D-31Small fintech infrastructure repo. Three contributors, ~22 commits/14d. Quiet. No press, no AngelList trending, no Crunchbase update.
  2. D-21Contributor count jumps to seven. New repos appear in the org, auth-service, billing-engine, infra-deploys. Acceleration percentile crosses the 95th. The signal fires inside our weekly scan.
  3. D-14Commit velocity is now ~58/14d, a clean 2.6× over the 14-day baseline. Two of the new contributors are senior engineers from a Series B incumbent (verified viagit log --authorand public LinkedIn).
  4. D-7Sub-domain change: marketing site swaps from a Notion landing to a custom Next.js build. Telltale “preparing to launch” signal layered on the engineering signal.
  5. D 0Series A announced, $4M led by a top-tier fund. The deck circulated to four investors that week. We had surfaced the company on D-31, a full month before the deck existed.

This is one of the 219 paired observations in the SSRN methodology paper anonymized to protect the founder, but the regression is reproducible against the public Zenodo dataset linked from /methodology. The lead-time distribution: 21-47 days, IQR, n=219.

  1. 1

    databayt

    +573%· Enterprise SaaS

    Seed-stage enterprise SaaS org showing a +573% deploy-frequency spike on 74 commits/14d across 8 contributors, the sharpest week-over-week acceleration in the panel this week.

    8 contributors (+0%)·74 commits/14d·Seed
  2. 2

    ConduitIO

    +421%· Data Infrastructure

    Series A/B data-infrastructure team at +421% with contributor count up +400%, a simultaneous velocity and hiring-burst signal, the strongest combined pattern we track.

    23 contributors (+400%)·73 commits/14d·Series A/B
  3. 3

    TheVessels

    +358%· Gaming

    Pre-seed gaming studio at +358% on 55 commits/14d with contributor growth of +37%, early-stage volume of this kind usually maps to a pre-launch sprint.

    5 contributors (+37%)·55 commits/14d·Pre-seed
    Deploy frequency spikeGitHub →Verify the signal →
  4. 4

    bevyengine

    +167%· Gaming

    Growth-stage US game-engine org at +167% on 147 commits/14d with a 100-contributor base, a deploy-frequency spike at this scale indicates a major release window.

    100 contributors (+0%)·147 commits/14d·Growth·US
  5. 5

    skybrush-io

    +118%· Robotics

    Seed robotics (drone-show software) org at +118% with framework-migration commits, production re-architecture at seed stage is a classic pre-round profile.

    9 contributors (+0%)·48 commits/14d·Seed
  6. 6

    juspay

    +113%· E-commerce Infrastructure

    APAC payments-infrastructure org at +113% on 100 commits/14d with contributor growth of +49%, sustained framework migration plus hiring is a scale-up signal.

    65 contributors (+49%)·100 commits/14d·Growth·APAC
  7. 7

    Official-MoonDao

    +96%· Space Tech

    Space-tech collective at +96% on 104 commits/14d across 30 contributors, sustained framework-migration work at above-panel-median volume.

    30 contributors (+0%)·104 commits/14d·Series A/B
  8. 8

    axone-protocol

    +80%· Web3

    EU seed web3 protocol at +80% with contributors up +400%, an engineering hiring burst on a 16-person base is rare at this stage.

    16 contributors (+400%)·45 commits/14d·Seed·EU
  9. 9

    LiteFarmOrg

    +49%· AgTech

    Canadian agtech platform at +49% on 186 commits/14d, one of the highest absolute velocities in this week's cohort, with 65 active contributors.

    65 contributors (+0%)·186 commits/14d·Growth·Canada
  10. 10

    RouteVN

    +42%· Gaming

    Pre-seed gaming org at +42% with contributor growth of +54%, small-base hiring bursts like this are the textbook pre-seed-to-seed acceleration profile.

    7 contributors (+54%)·64 commits/14d·Pre-seed

Past weeks

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Signed The Data Nerd · pseudonymous narrator · methodology over personality

This is a data-driven engineering activity watchlist generated from public GitHub data, not investment advice. Naming a company indicates its observed engineering activity matches the patterns described in our methodology. Outcomes are recorded post-hoc from public announcements only. Methodology: /methodology

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21-47 days
Signal Lead Time (median 31d)
$80M+
Rounds Tracked
90 sec
Per Scan
5,000+
Founders Tracked

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