BUILDING AGENT FLEETS SINCE 2025

Private code.
Public receipts.

I started building agent fleets in 2025. In 2026, the work became an operating discipline: coordinate the agents, inspect their work, and ship systems people can use.

Public GitHub snapshotSources & methodology ↓
2025 · Full calendar year981

GitHub contributions

Inspect the 2025 source ↗
2026 · Through September 2417,762

GitHub contributions

Inspect the 2026 source ↗

The foundation.
Then the follow-through.

A contribution graph shows the rhythm of the work. The systems below show what came out of it.

2025

Building the fleet.

The first agent workflows. Learning how to divide work, coordinate agents, and keep the operator in the loop.

January 1–December 31 · full calendar year
981 contributionsView 2025 on GitHub ↗
981 contributions from 2025-01-01 through 2025-12-31. Daily counts and monthly totals are available below.JanFebMarAprMayJunJulAugSepOctNovDec2025-01-01: 0 contributions2025-01-02: 0 contributions2025-01-03: 0 contributions2025-01-04: 0 contributions2025-01-05: 0 contributions2025-01-06: 0 contributions2025-01-07: 0 contributions2025-01-08: 0 contributions2025-01-09: 0 contributions2025-01-10: 0 contributions2025-01-11: 0 contributions2025-01-12: 0 contributions2025-01-13: 0 contributions2025-01-14: 0 contributions2025-01-15: 0 contributions2025-01-16: 0 contributions2025-01-17: 0 contributions2025-01-18: 0 contributions2025-01-19: 0 contributions2025-01-20: 0 contributions2025-01-21: 0 contributions2025-01-22: 0 contributions2025-01-23: 0 contributions2025-01-24: 0 contributions2025-01-25: 0 contributions2025-01-26: 0 contributions2025-01-27: 0 contributions2025-01-28: 0 contributions2025-01-29: 0 contributions2025-01-30: 0 contributions2025-01-31: 0 contributions2025-02-01: 0 contributions2025-02-02: 0 contributions2025-02-03: 0 contributions2025-02-04: 0 contributions2025-02-05: 0 contributions2025-02-06: 0 contributions2025-02-07: 0 contributions2025-02-08: 0 contributions2025-02-09: 0 contributions2025-02-10: 0 contributions2025-02-11: 0 contributions2025-02-12: 0 contributions2025-02-13: 0 contributions2025-02-14: 0 contributions2025-02-15: 0 contributions2025-02-16: 0 contributions2025-02-17: 0 contributions2025-02-18: 0 contributions2025-02-19: 0 contributions2025-02-20: 0 contributions2025-02-21: 0 contributions2025-02-22: 0 contributions2025-02-23: 0 contributions2025-02-24: 0 contributions2025-02-25: 0 contributions2025-02-26: 0 contributions2025-02-27: 0 contributions2025-02-28: 0 contributions2025-03-01: 0 contributions2025-03-02: 0 contributions2025-03-03: 0 contributions2025-03-04: 0 contributions2025-03-05: 0 contributions2025-03-06: 0 contributions2025-03-07: 0 contributions2025-03-08: 0 contributions2025-03-09: 0 contributions2025-03-10: 0 contributions2025-03-11: 0 contributions2025-03-12: 0 contributions2025-03-13: 0 contributions2025-03-14: 0 contributions2025-03-15: 0 contributions2025-03-16: 0 contributions2025-03-17: 0 contributions2025-03-18: 0 contributions2025-03-19: 0 contributions2025-03-20: 0 contributions2025-03-21: 0 contributions2025-03-22: 0 contributions2025-03-23: 0 contributions2025-03-24: 1 contributions2025-03-25: 2 contributions2025-03-26: 0 contributions2025-03-27: 8 contributions2025-03-28: 2 contributions2025-03-29: 4 contributions2025-03-30: 36 contributions2025-03-31: 23 contributions2025-04-01: 19 contributions2025-04-02: 80 contributions2025-04-03: 24 contributions2025-04-04: 13 contributions2025-04-05: 11 contributions2025-04-06: 44 contributions2025-04-07: 30 contributions2025-04-08: 5 contributions2025-04-09: 11 contributions2025-04-10: 35 contributions2025-04-11: 17 contributions2025-04-12: 10 contributions2025-04-13: 10 contributions2025-04-14: 5 contributions2025-04-15: 1 contributions2025-04-16: 16 contributions2025-04-17: 1 contributions2025-04-18: 13 contributions2025-04-19: 8 contributions2025-04-20: 0 contributions2025-04-21: 0 contributions2025-04-22: 13 contributions2025-04-23: 4 contributions2025-04-24: 1 contributions2025-04-25: 4 contributions2025-04-26: 7 contributions2025-04-27: 11 contributions2025-04-28: 3 contributions2025-04-29: 6 contributions2025-04-30: 3 contributions2025-05-01: 20 contributions2025-05-02: 6 contributions2025-05-03: 0 contributions2025-05-04: 0 contributions2025-05-05: 0 contributions2025-05-06: 0 contributions2025-05-07: 0 contributions2025-05-08: 0 contributions2025-05-09: 0 contributions2025-05-10: 0 contributions2025-05-11: 0 contributions2025-05-12: 2 contributions2025-05-13: 0 contributions2025-05-14: 0 contributions2025-05-15: 0 contributions2025-05-16: 0 contributions2025-05-17: 0 contributions2025-05-18: 0 contributions2025-05-19: 0 contributions2025-05-20: 0 contributions2025-05-21: 0 contributions2025-05-22: 0 contributions2025-05-23: 0 contributions2025-05-24: 0 contributions2025-05-25: 2 contributions2025-05-26: 0 contributions2025-05-27: 14 contributions2025-05-28: 6 contributions2025-05-29: 5 contributions2025-05-30: 10 contributions2025-05-31: 7 contributions2025-06-01: 3 contributions2025-06-02: 19 contributions2025-06-03: 4 contributions2025-06-04: 5 contributions2025-06-05: 3 contributions2025-06-06: 0 contributions2025-06-07: 0 contributions2025-06-08: 0 contributions2025-06-09: 0 contributions2025-06-10: 3 contributions2025-06-11: 7 contributions2025-06-12: 2 contributions2025-06-13: 3 contributions2025-06-14: 14 contributions2025-06-15: 4 contributions2025-06-16: 1 contributions2025-06-17: 18 contributions2025-06-18: 10 contributions2025-06-19: 1 contributions2025-06-20: 12 contributions2025-06-21: 11 contributions2025-06-22: 3 contributions2025-06-23: 14 contributions2025-06-24: 10 contributions2025-06-25: 14 contributions2025-06-26: 15 contributions2025-06-27: 10 contributions2025-06-28: 1 contributions2025-06-29: 14 contributions2025-06-30: 11 contributions2025-07-01: 2 contributions2025-07-02: 7 contributions2025-07-03: 2 contributions2025-07-04: 5 contributions2025-07-05: 9 contributions2025-07-06: 6 contributions2025-07-07: 11 contributions2025-07-08: 10 contributions2025-07-09: 8 contributions2025-07-10: 2 contributions2025-07-11: 1 contributions2025-07-12: 0 contributions2025-07-13: 0 contributions2025-07-14: 1 contributions2025-07-15: 0 contributions2025-07-16: 1 contributions2025-07-17: 3 contributions2025-07-18: 0 contributions2025-07-19: 1 contributions2025-07-20: 0 contributions2025-07-21: 0 contributions2025-07-22: 1 contributions2025-07-23: 1 contributions2025-07-24: 0 contributions2025-07-25: 1 contributions2025-07-26: 0 contributions2025-07-27: 0 contributions2025-07-28: 4 contributions2025-07-29: 4 contributions2025-07-30: 3 contributions2025-07-31: 5 contributions2025-08-01: 9 contributions2025-08-02: 6 contributions2025-08-03: 6 contributions2025-08-04: 58 contributions2025-08-05: 10 contributions2025-08-06: 5 contributions2025-08-07: 1 contributions2025-08-08: 6 contributions2025-08-09: 8 contributions2025-08-10: 0 contributions2025-08-11: 0 contributions2025-08-12: 0 contributions2025-08-13: 0 contributions2025-08-14: 6 contributions2025-08-15: 0 contributions2025-08-16: 1 contributions2025-08-17: 1 contributions2025-08-18: 7 contributions2025-08-19: 0 contributions2025-08-20: 2 contributions2025-08-21: 2 contributions2025-08-22: 0 contributions2025-08-23: 0 contributions2025-08-24: 0 contributions2025-08-25: 0 contributions2025-08-26: 0 contributions2025-08-27: 0 contributions2025-08-28: 0 contributions2025-08-29: 0 contributions2025-08-30: 0 contributions2025-08-31: 0 contributions2025-09-01: 0 contributions2025-09-02: 0 contributions2025-09-03: 0 contributions2025-09-04: 0 contributions2025-09-05: 0 contributions2025-09-06: 0 contributions2025-09-07: 0 contributions2025-09-08: 0 contributions2025-09-09: 0 contributions2025-09-10: 0 contributions2025-09-11: 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contributions2025-10-19: 0 contributions2025-10-20: 0 contributions2025-10-21: 0 contributions2025-10-22: 0 contributions2025-10-23: 0 contributions2025-10-24: 0 contributions2025-10-25: 0 contributions2025-10-26: 0 contributions2025-10-27: 0 contributions2025-10-28: 0 contributions2025-10-29: 0 contributions2025-10-30: 0 contributions2025-10-31: 0 contributions2025-11-01: 0 contributions2025-11-02: 0 contributions2025-11-03: 0 contributions2025-11-04: 0 contributions2025-11-05: 0 contributions2025-11-06: 0 contributions2025-11-07: 0 contributions2025-11-08: 0 contributions2025-11-09: 0 contributions2025-11-10: 0 contributions2025-11-11: 0 contributions2025-11-12: 0 contributions2025-11-13: 0 contributions2025-11-14: 0 contributions2025-11-15: 0 contributions2025-11-16: 0 contributions2025-11-17: 0 contributions2025-11-18: 0 contributions2025-11-19: 0 contributions2025-11-20: 0 contributions2025-11-21: 0 contributions2025-11-22: 0 contributions2025-11-23: 0 contributions2025-11-24: 0 contributions2025-11-25: 0 contributions2025-11-26: 0 contributions2025-11-27: 0 contributions2025-11-28: 0 contributions2025-11-29: 0 contributions2025-11-30: 0 contributions2025-12-01: 0 contributions2025-12-02: 0 contributions2025-12-03: 0 contributions2025-12-04: 0 contributions2025-12-05: 0 contributions2025-12-06: 0 contributions2025-12-07: 0 contributions2025-12-08: 0 contributions2025-12-09: 0 contributions2025-12-10: 0 contributions2025-12-11: 0 contributions2025-12-12: 0 contributions2025-12-13: 0 contributions2025-12-14: 0 contributions2025-12-15: 0 contributions2025-12-16: 0 contributions2025-12-17: 0 contributions2025-12-18: 0 contributions2025-12-19: 0 contributions2025-12-20: 0 contributions2025-12-21: 0 contributions2025-12-22: 0 contributions2025-12-23: 0 contributions2025-12-24: 0 contributions2025-12-25: 0 contributions2025-12-26: 0 contributions2025-12-27: 0 contributions2025-12-28: 0 contributions2025-12-29: 0 contributions2025-12-30: 0 contributions2025-12-31: 0 contributions
Daily contributions01–910–4950–99100+
Read monthly totals
2025 contribution totals · through 2025-12-31
MonthContributions
Jan0
Feb0
Mar76
Apr405
May72
Jun212
Jul88
Aug128
Sep0
Oct0
Nov0
Dec0
2026

Making the fleet deliver.

Turning the foundation into a repeatable practice. Shared context, deliberate review, and useful systems that reach production.

January 1–September 24 · year to date
17,762 contributionsView 2026 on GitHub ↗
17,762 contributions from 2026-01-01 through 2026-09-24. Daily counts and monthly totals are available below.JanFebMarAprMayJunJulAugSepOctNovDec2026-01-01: 0 contributions2026-01-02: 0 contributions2026-01-03: 0 contributions2026-01-04: 0 contributions2026-01-05: 0 contributions2026-01-06: 0 contributions2026-01-07: 0 contributions2026-01-08: 0 contributions2026-01-09: 0 contributions2026-01-10: 0 contributions2026-01-11: 0 contributions2026-01-12: 0 contributions2026-01-13: 0 contributions2026-01-14: 0 contributions2026-01-15: 0 contributions2026-01-16: 0 contributions2026-01-17: 0 contributions2026-01-18: 0 contributions2026-01-19: 0 contributions2026-01-20: 0 contributions2026-01-21: 0 contributions2026-01-22: 0 contributions2026-01-23: 0 contributions2026-01-24: 0 contributions2026-01-25: 0 contributions2026-01-26: 0 contributions2026-01-27: 0 contributions2026-01-28: 0 contributions2026-01-29: 0 contributions2026-01-30: 0 contributions2026-01-31: 0 contributions2026-02-01: 0 contributions2026-02-02: 0 contributions2026-02-03: 0 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contributions2026-03-11: 91 contributions2026-03-12: 85 contributions2026-03-13: 68 contributions2026-03-14: 152 contributions2026-03-15: 88 contributions2026-03-16: 109 contributions2026-03-17: 132 contributions2026-03-18: 93 contributions2026-03-19: 53 contributions2026-03-20: 239 contributions2026-03-21: 241 contributions2026-03-22: 76 contributions2026-03-23: 175 contributions2026-03-24: 87 contributions2026-03-25: 125 contributions2026-03-26: 60 contributions2026-03-27: 105 contributions2026-03-28: 69 contributions2026-03-29: 176 contributions2026-03-30: 164 contributions2026-03-31: 124 contributions2026-04-01: 126 contributions2026-04-02: 81 contributions2026-04-03: 82 contributions2026-04-04: 68 contributions2026-04-05: 88 contributions2026-04-06: 85 contributions2026-04-07: 82 contributions2026-04-08: 76 contributions2026-04-09: 163 contributions2026-04-10: 139 contributions2026-04-11: 84 contributions2026-04-12: 108 contributions2026-04-13: 70 contributions2026-04-14: 57 contributions2026-04-15: 107 contributions2026-04-16: 47 contributions2026-04-17: 69 contributions2026-04-18: 87 contributions2026-04-19: 43 contributions2026-04-20: 173 contributions2026-04-21: 83 contributions2026-04-22: 89 contributions2026-04-23: 61 contributions2026-04-24: 28 contributions2026-04-25: 34 contributions2026-04-26: 63 contributions2026-04-27: 36 contributions2026-04-28: 95 contributions2026-04-29: 64 contributions2026-04-30: 29 contributions2026-05-01: 22 contributions2026-05-02: 33 contributions2026-05-03: 33 contributions2026-05-04: 55 contributions2026-05-05: 56 contributions2026-05-06: 48 contributions2026-05-07: 31 contributions2026-05-08: 119 contributions2026-05-09: 35 contributions2026-05-10: 26 contributions2026-05-11: 85 contributions2026-05-12: 21 contributions2026-05-13: 10 contributions2026-05-14: 8 contributions2026-05-15: 13 contributions2026-05-16: 36 contributions2026-05-17: 67 contributions2026-05-18: 183 contributions2026-05-19: 43 contributions2026-05-20: 25 contributions2026-05-21: 30 contributions2026-05-22: 10 contributions2026-05-23: 14 contributions2026-05-24: 0 contributions2026-05-25: 1 contributions2026-05-26: 94 contributions2026-05-27: 79 contributions2026-05-28: 88 contributions2026-05-29: 134 contributions2026-05-30: 90 contributions2026-05-31: 207 contributions2026-06-01: 232 contributions2026-06-02: 167 contributions2026-06-03: 167 contributions2026-06-04: 160 contributions2026-06-05: 571 contributions2026-06-06: 393 contributions2026-06-07: 153 contributions2026-06-08: 172 contributions2026-06-09: 101 contributions2026-06-10: 116 contributions2026-06-11: 395 contributions2026-06-12: 166 contributions2026-06-13: 216 contributions2026-06-14: 50 contributions2026-06-15: 131 contributions2026-06-16: 190 contributions2026-06-17: 112 contributions2026-06-18: 60 contributions2026-06-19: 7 contributions2026-06-20: 11 contributions2026-06-21: 0 contributions2026-06-22: 5 contributions2026-06-23: 34 contributions2026-06-24: 53 contributions2026-06-25: 45 contributions2026-06-26: 104 contributions2026-06-27: 61 contributions2026-06-28: 70 contributions2026-06-29: 129 contributions2026-06-30: 83 contributions2026-07-01: 39 contributions2026-07-02: 59 contributions2026-07-03: 223 contributions2026-07-04: 307 contributions2026-07-05: 119 contributions2026-07-06: 151 contributions2026-07-07: 94 contributions2026-07-08: 96 contributions2026-07-09: 83 contributions2026-07-10: 202 contributions2026-07-11: 98 contributions2026-07-12: 93 contributions2026-07-13: 44 contributions2026-07-14: 56 contributions2026-07-15: 22 contributions2026-07-16: 16 contributions2026-07-17: 20 contributions2026-07-18: 13 contributions2026-07-19: 29 contributions2026-07-20: 21 contributions2026-07-21: 11 contributions2026-07-22: 53 contributions2026-07-23: 101 contributions2026-07-24: 257 contributions2026-07-25: 107 contributions2026-07-26: 150 contributions2026-07-27: 48 contributions2026-07-28: 145 contributions2026-07-29: 110 contributions2026-07-30: 29 contributions2026-07-31: 5 contributions2026-08-01: 24 contributions2026-08-02: 11 contributions2026-08-03: 23 contributions2026-08-04: 15 contributions2026-08-05: 73 contributions2026-08-06: 34 contributions2026-08-07: 44 contributions2026-08-08: 63 contributions2026-08-09: 34 contributions2026-08-10: 20 contributions2026-08-11: 19 contributions2026-08-12: 15 contributions2026-08-13: 16 contributions2026-08-14: 6 contributions2026-08-15: 16 contributions2026-08-16: 175 contributions2026-08-17: 16 contributions2026-08-18: 4 contributions2026-08-19: 16 contributions2026-08-20: 32 contributions2026-08-21: 16 contributions2026-08-22: 4 contributions2026-08-23: 3 contributions2026-08-24: 8 contributions2026-08-25: 4 contributions2026-08-26: 7 contributions2026-08-27: 12 contributions2026-08-28: 23 contributions2026-08-29: 14 contributions2026-08-30: 50 contributions2026-08-31: 32 contributions2026-09-01: 79 contributions2026-09-02: 38 contributions2026-09-03: 9 contributions2026-09-04: 7 contributions2026-09-05: 8 contributions2026-09-06: 28 contributions2026-09-07: 15 contributions2026-09-08: 17 contributions2026-09-09: 14 contributions2026-09-10: 21 contributions2026-09-11: 22 contributions2026-09-12: 14 contributions2026-09-13: 8 contributions2026-09-14: 5 contributions2026-09-15: 6 contributions2026-09-16: 4 contributions2026-09-17: 2 contributions2026-09-18: 2 contributions2026-09-19: 4 contributions2026-09-20: 3 contributions2026-09-21: 61 contributions2026-09-22: 24 contributions2026-09-23: 94 contributions2026-09-24: 56 contributionsOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the reporting periodOutside the 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Daily contributions01–910–4950–99100+
Read monthly totals
2026 contribution totals · through 2026-09-24
MonthContributions
Jan0
Feb1,600
Mar3,724
Apr2,417
May1,696
Jun4,154
Jul2,801
Aug829
Sep 1–24541

Both calendars use the same daily-count color scale. Outlined cells fall outside the reporting period. The periods differ; these totals are not a year-over-year productivity comparison.

Download the daily activity data ↓

What the work became.

Open a product. Inspect a public repository. Read the architecture. Each gives you a different way to evaluate the work.

Try the product

Blueprint

Give an idea a useful next step.

Blueprint assesses an idea and turns it into an execution blueprint. Its public leaderboard makes example assessments visible before you submit your own.

The problem
Committing to a build before testing the assumptions.
The output
A structured assessment to guide what to validate next.
Inspect the public leaderboard ↗
Blueprint · Public leaderboard
Full-size capture of Blueprint's public idea leaderboard

Captured from the public product. Scores are Blueprint assessments, not business results.

Inspect the source

llm-run

A standalone coding-agent runner for routing tasks through configured agent CLIs. Public source gives you something concrete to inspect alongside the contribution counts.

Explore the public repository ↗
Read the architecture

Akashic Records

Shared memory for the fleet: decisions, lessons, and project context assembled at the start of an agent session. The published case study explains the design; its implementation stays private.

Read the memory-system case study →

Open the ledger.

Start with the source label. Public records, private historical reports and unverified estimates answer different questions. Expand a receipt for its scope and limitations.

6 receipts · expand a row for its source and limits

DeliveryPublic GitHub activityPublic source2025 → 2026
Public platform record

Daily contribution counts fetched from the signed-out GitHub calendars. Private repository activity is anonymized. These counts measure activity, not code quality or human-equivalent productivity.

Inspect the GitHub profile ↗
DeliveryAgent dispatchesOwner-reported325
Historical · March 2026 · owner-reported

Owner-reported count of agent launches from a Claude Code Insights report covering a 20-day window in March 2026. This is not a count of unique agents or agents running simultaneously. The report and its session logs are private.

The March 2026 report is not published, so there is no public source to link.

OperationsSessions / repositories / commitsOwner-reported109 / 67 / 179
Historical · March 2026 · owner-reported

Owner-reported session, active-repository, and commit totals from the same March 2026 report. A commit does not establish that a change was merged or deployed. These totals cover a different period and scope from the public GitHub calendars.

The March 2026 report is not published, so there is no public source to link.

OperationsEngineering output estimateUnverified estimate1,060 hours
Historical · March 2026 · unverified estimate

Recorded in March 2026 as 1,060 hours of engineering output across the 20-day window (about 53 per day). How the report calculated those hours is not documented, so this is an unverified historical estimate. It does not establish measured agent runtime, elapsed human time, time saved, or team-size equivalence.

The March 2026 report is not published, so there is no public source to link.

QualitySecurity remediationOwner-reported84 findings
Historical · March 2026 · owner-reported

The March 2026 report records 84 security findings fixed. Finding-level records remain private, so this is an owner-reported historical result, not an independent security certification.

The March 2026 report is not published, so there is no public source to link.

QualityThe work included correctionsOwner-reported54 bugs · 36 pivots
Historical · March 2026 · owner-reported

The March 2026 report recorded buggy-code events and mid-session changes of approach. These show the need for review and intervention; this page does not independently establish resolution of every event.

The March 2026 report is not published, so there is no public source to link.

A documented correction · February 2026

The first answer still needs review.

A conviction calculation was suppressing useful signals.

The failure

The InDecision Engine case study describes a conviction ceiling bug in its scoring formula.

The correction

The formula was corrected so signals the previous calculation missed could surface.

The operating lesson

Inspect the decision logic, not only whether the system runs. More activity alone would not fix the formula.

Read the published account →

Owner-authored case study. The underlying incident records are private.

Know what you’re looking at.

Public activity: source, scope, and refresh

The hivemind-crypto GitHub contribution calendars were fetched without signing in. The snapshot covers all of 2025 and January 1–September 24, 2026, including the private activity GitHub exposes as anonymized counts. This is a dated snapshot, not a live feed.

The daily counts sum to the displayed totals. Contributions can include several kinds of GitHub activity; they are not interchangeable with commits, hours, or shipped outcomes.

How GitHub counts contributions ↗
Historical reports: what remains private

The March 2026 figures come from a private Claude Code Insights report covering a 20-day window. That report is not published, and the figures are owner-reported, not independently audited on this page. How it calculated the 1,060 hours is not documented, so that figure is shown as an unverified estimate.

The original coverage and task-completion percentages are omitted here because their denominators and repository scope are not published. The velocity report is a separate, later analysis with different windows and metrics; it is not the source of these figures.

Read the separate velocity report →
The story behind the numbers

The 2025–2026 fleet narrative is Jeremy’s account of building and operating the systems. GitHub substantiates contribution activity. Product links and case studies supply the examples; activity totals alone do not prove mastery or quality.

Put the method to work

Start with one agent.
Build the discipline.

Define a bounded task, inspect the output, and decide what happens next. Start with a workflow you can understand before coordinating a fleet.