howfar.one

Testing the limits
of a one-person company.

Can one human, assisted by machines and reusable systems, build and operate an increasing portfolio of real businesses while keeping human headcount nearly constant?

Humans
1Declared
Hours worked
≥312h 03mDeclared
Normalized founder cost
≥10,890 EURCalculated
Tracked cash spend
≥261.42 EURDeclared

Evidence over claims. Unknown remains unknown.

02FINANCE

Cash first. Normalized second.

Every cost class is separated before any valuation or leverage claim.

TRACKED CASH SPEND

Declared

≥261.42 EUR

Known cash spent across the whole experiment.

Evidence

Tracked cash spend, all-time history: one admissible observation, ≥261.42 EUR on 5 Oct 2026.

NORMALIZED FOUNDER COST

Calculated

≥10,890 EUR

Imputed labour cost at the EU-27 average rate. Not cash spent, salary paid, enterprise value or replacement cost.

AI SPEND

Declared

≥95.46 EUR

AI_API category only: the AI part of tracked cash spend. A lower bound while the source population is incomplete.

INFRASTRUCTURE & TOOLING

Declared

≥165.96 EUR

Infrastructure, developer platform and domain hosting (OVH, GitHub, domains). Part of tracked cash spend; excludes AI.

Reference rate EU-27 · €34.9/h
FOUNDER COST INPUT
EU-27 · 34.9 EUR/hourThe rate Founder cost is calculated with: founder hours × this rate. It stays the input.
CONTEXT ONLY
Spain · 26.4 EUR/hourSame Eurostat concept and period, shown for scale. Not used in any calculation; it cannot change Founder cost.
SOURCE
Eurostat lc_lci_lev · reference period 2025Dataset updated 2026-04-23, retrieved 2026-10-05. https://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/lc_lci_lev?format=JSON&lang=EN&geo=EU27_2020&geo=ES&time=2025&unit=EUR&lcstruct=D1_D4_MD5&nace_r2=B-S_X_O
EUROSTAT CELL
unit EUR · D1_D4_MD5 · NACE B-S excl. OTotal hourly labour cost (compensation of employees plus taxes minus subsidies) for industry, construction and services excluding public administration, defence and compulsory social security. Not the whole economy.
DECISION
founder-reference-rate-eu-average-20261005-r2Corrects founder-reference-rate-eu-average-20261005: the scope label only; the rate is unchanged. Permission digest 38154fb08a18. Context digest 5b41d7045934.
Not measured yet (4)
  • Normalized economic costNot measured yet
  • Cost / verified outcomeNot measured yet
  • RevenueNot measured yet
  • Money left overNot measured yet

09AI

What the machines really cost.

Model volume is not a success metric. Cost is tied to verified outcomes.

AI SPEND

Declared

≥95.46 EUR

AI_API category only: the AI part of tracked cash spend. A lower bound while the source population is incomplete.

Future measurements (7)
  • Machine cost / outcomeNot measured yet
  • Qa cost / outcomeNot measured yet
  • Failed experiment costNot measured yet
  • Quality-assurance costNot measured yet
  • Additional qa costNot measured yet
  • Qa cost shareNot measured yet
  • Measured machine savingsNot measured yet

10RELIABILITY

Outcome, not mechanism.

Public operations data is delayed, aggregated and sanitized before publication.

TIME RUNNING NORMALLY

Measured

100.0 %

observed 4 Oct 2026 12:25 to 11 Oct 2026 10:01 UTC (6d 21h 36m) · not yet qualified

Share of time the public site answered the check.

Evidence

Time running normally, all-time history: 3 admissible observations from 5 Oct 2026 to 11 Oct 2026; latest observation 100.0% on 11 Oct 2026; scale 90% to 100%.

QUALIFICATION

Not yet qualified

23.00% of 30 days

Awaiting qualification window · exact from 2026-11-03

A gap-free 30-day window is needed before availability is a qualified figure. Until then it is only what the observed window says.

Not measured yet (11)
  • Material eventsNot measured yet
  • Confirmed security incidentsNot measured yet
  • Recovery performanceNot measured yet
  • Founder interventionNot measured yet
  • Backup verificationNot measured yet
  • Restore verificationNot measured yet
  • Evidence preservedNot measured yet
  • Detection coverageNot measured yet
  • Containment outcomeNot measured yet
  • Recovery successNot measured yet
  • Incident recurrenceNot measured yet

11ENGINEERING

Speed only counts if the result survives.

Lead time, defects and rework are measured together.

REPOSITORIES

PULL REQUESTS MERGED

Measured

557

Merged in the benchmark window: activity, not a lifetime total and not a quality measure.

MEDIAN TIME TO MERGE

Measured

0h 03m

Open to merge, in that window. Not review time and not deployment lead time.

DEFECTS

BUGS CONFIRMED

Measured

≥29

Defects confirmed so far, fixed or not. A count of known defects, so a minimum until intake is complete.

BUGS FIXED

Measured

≥13

Confirmed defects whose fix is backed by a regression test. The issue itself may still be open.

KNOWN OPEN BUGS

Measured

≥16

Confirmed and not yet fixed.

Evidence

Known open bugs, all-time history: 3 admissible observations from 5 Oct 2026 to 11 Oct 2026; latest observation ≥16 on 11 Oct 2026; scale 0 to 20.

Not measured yet (12)
  • Idea → first buildNot measured yet
  • Build → verified releaseNot measured yet
  • Launch → first userNot measured yet
  • Launch → first revenueNot measured yet
  • Release frequencyNot measured yet
  • Failed deployment rateNot measured yet
  • Rollback rateNot measured yet
  • Escaped defectsNot measured yet
  • Root-cause coverageNot measured yet
  • Regression coverageNot measured yet
  • Recurrence by classNot measured yet
  • Rework burdenNot measured yet
Not yet measured Performance · Automation · Workforce · Efficiency · Business · Portfolio · Valuation · Research

03PERFORMANCE

The public experiment at a glance.

Only the metrics that answer whether leverage is real, economic and durable.

ESTIMATED VALUE RANGE

Unknown

— to —

Versioned model. Inputs and uncertainty visible.

HOURS WORKED

Declared

≥312h 03m

At least this many hours of human work.

Not measured yet (8)
  • Revenue / arrNot measured yet
  • Economic value / human hourNot measured yet
  • Verified outcomesNot measured yet
  • Cost / verified outcomeNot measured yet
  • Human interventionsNot measured yet
  • Autonomous obligationsNot measured yet
  • Paying customersNot measured yet
  • RetentionNot measured yet

04AUTOMATION

Automation is not autonomy.

The system gets credit only when obligations finish correctly without founder action.

WORK REQUIRING HUMAN INPUT

Unknown

— %

How much of the day-to-day running still needs a human.

AUTONOMOUS COMPLETIONS

Unknown

—

Completed without founder action.

Not measured yet (11)
  • Autonomy coverageNot measured yet
  • Autonomous success rateNot measured yet
  • Control verificationNot measured yet
  • Human-dependency shareNot measured yet
  • Autonomy limitsNot measured yet
  • Invalid completionsNot measured yet
  • Autonomy continuityNot measured yet
  • Founder dependencyNot measured yet
  • Founder bottleneck shareNot measured yet
  • Intervention burdenNot measured yet
  • Recovery qualificationNot measured yet

05WORKFORCE

Measure the denominator.

The experiment is about what one human can sustain, not how impressive the machine looks.

HOURS WORKED

Declared

≥312h 03m

At least this many hours of human work.

Evidence

Hours worked, all-time history: 3 admissible observations from 5 Oct 2026 to 11 Oct 2026; latest observation ≥312h 03m on 11 Oct 2026; scale 0 to 400.

— %

Share of the experiment's time that was actually observed. Not shown yet: the baseline records no first covered day, so no share is defined.

Not measured yet (4)
  • Primary leverage viewNot measured yet
  • Tracking coverageNot measured yet
  • Rescue / rework timeNot measured yet
  • Supervision burdenNot measured yet

06EFFICIENCY

Does the next business get cheaper?

Reuse only counts when it lowers real incremental cost or time without hiding maintenance debt.

VERIFIED REVENUE PER HUMAN HOUR

Unknown

—

Revenue confirmed by outside records, divided by measured human hours.

VERIFIED OUTCOMES PER HUMAN HOUR

Unknown

—

Results confirmed as accepted, divided by measured human hours.

Not measured yet (8)
  • Reuse shareNot measured yet
  • Marginal launch costNot measured yet
  • Marginal founder timeNot measured yet
  • Reuse time savedNot measured yet
  • Reuse maintenance loadNot measured yet
  • Reuse-related defectsNot measured yet
  • Reuse survivalNot measured yet
  • Reuse paybackNot measured yet

07BUSINESS

Real businesses or the experiment fails.

Economic evidence outranks activity, tokens and code volume.

PRODUCTS IN USE

Measured

1

Live: howfar.one

Products that are live and that real people can use.

Not measured yet (11)
  • ArrNot measured yet
  • Paying customersNot measured yet
  • Active usersNot measured yet
  • RetentionNot measured yet
  • Gross marginNot measured yet
  • Contribution marginNot measured yet
  • Time to first revenueNot measured yet
  • Revenue / active productNot measured yet
  • 30 / 90 / 365d survivalNot measured yet
  • Growth / compoundNot measured yet
  • RevenueNot measured yet

08PORTFOLIO

Product-level accounting is not measured yet.

Portfolio accounting avoids double counting shared costs and reused work.

REPOSITORY EVIDENCE

The measured repository evidence is on Engineering. Code, documentation and test file counts, open pull requests and the artifact shares stay auditable in Evidence.

Not measured yet (5)
  • Capital consumed / surfaceNot measured yet
  • Founder time / surfaceNot measured yet
  • Dead-product costNot measured yet
  • Revenue concentrationNot measured yet
  • Per-product accountingNot measured yet

12VALUATION

Valuation is an output of evidence.

The model can use leverage only through demonstrated economic mechanisms — never as a free premium.

ESTIMATED VALUE RANGE

Unknown

— to —

method / inputs / uncertainty / snapshot

BENCHMARK LADDER

1M10M100M1B

reference milestones, never promises

  • BUSINESS ECONOMICS

    revenue / margins / cashflows / retention

  • PORTFOLIO SURVIVAL

    products that continue to create external value

  • MEASURED COMPOUNDING

    lower marginal cost or time after full maintenance cost

  • HUMAN-INPUT EFFICIENCY

    economic value / verified outcomes per founder hour

  • RELIABILITY + RISK

    failures, recovery, recurrence and founder dependency

  • EVIDENCE UNCERTAINTY

    measurement coverage, unknowns and method stability

13RESEARCH

Discovery is not leverage until it transfers.

A mechanism must survive new models, new domains and real production work.

  1. 01

    MECHANISM

    synthetic proof

  2. 02

    TRANSFER

    new model / domain

  3. 03

    WORK

    used in real operations

  4. 04

    AUTONOMY

    human burden falls

  5. 05

    ECONOMICS

    cost / outcome improves

  6. 06

    BUSINESS

    external value appears

Not measured yet (4)
  • Mechanisms testedNot measured yet
  • Transfers passedNot measured yet
  • Production adoptionsNot measured yet
  • Economic wins retainedNot measured yet

14EVIDENCE

What happened.

Delayed. Dated. Verifiable. No silent historical rewrite.

  1. Public snapshot published
    SNAPSHOT
    HF-20261011-1EA846C9E413

    The snapshot stays inspectable.

  2. Time running normally: evidence receipt
    STATUS
    Measured
    RECEIPT
    sha256:f33e4d6860853a8386b0c530dc8821183562a86ccc92aaed6e95f695b169da5b
  3. Bugs confirmed: evidence receipt
    STATUS
    Measured
    RECEIPT
    sha256:c8ab0cef90c3a098f182ed98a9bc469d4ebade64f90789ec7ab1db4e64234418
  4. Bugs fixed: evidence receipt
    STATUS
    Measured
    RECEIPT
    sha256:d1b8674f566fe78aabc6f1cb8834d893cdf6099dd924fe8625f1012ef227d22a
  5. Hours worked: evidence receipt
    STATUS
    Declared
    RECEIPT
    sha256:e00aae4216c8bdadca0b28b1f9cc376347945723811a124e23f5813180386a64
View full history (15)
  1. Normalized founder cost: evidence receipt
    STATUS
    Calculated
    RECEIPT
    sha256:a6392d08b113d01428dd1b189753da402304665a4c6cdf6acf8c6eb324aefcc3
  2. Known open bugs: evidence receipt
    STATUS
    Measured
    RECEIPT
    sha256:746120e61759c8cb6f0ed24fd9e3f5cb50f92d96ee582d95d9477234e3e915e2
  3. Typical time to merge a pull request: evidence receipt
    STATUS
    Measured
    RECEIPT
    sha256:0281f85036a8d60d56d5f2d37ff1defb48543e93b2b67a2bf3db27e05a1e3d68
  4. Pull requests merged: evidence receipt
    STATUS
    Measured
    RECEIPT
    sha256:088d069d4a1b88483037a336eea513277b6a77a42b2fae565f8e819f883067e0
  5. Products live: evidence receipt
    STATUS
    Measured
    RECEIPT
    sha256:851af350fcb52b0d1a69abacaf8f64ff1f9e49d8344f541cb3e3f9a11658f915
  6. Public snapshot published
    SNAPSHOT
    HF-20261010-D2ECA14CB95C

    The snapshot stays inspectable.

  7. Public snapshot published
    SNAPSHOT
    HF-20261005-0F77D7BC3284

    The snapshot stays inspectable.

  8. Tracked cash spend: evidence receipt
    STATUS
    Declared
    RECEIPT
    sha256:1b86711b9ddfac0a25e4138f3b7de27b2e9a175552dbaf648b32a4be979b7b9d
  9. Infrastructure & tooling: evidence receipt
    STATUS
    Declared
    RECEIPT
    sha256:448bad0e2cfce88fd235754cb6b07e86618f98853872ec21c4390bbb2d4e8ecf
  10. AI spend: evidence receipt
    STATUS
    Declared
    RECEIPT
    sha256:9f62b9e3813fa0deac212fb44af6c5542871b9e51dbc306e47df705f8ad890c6

EVIDENCEREVISIONSEXPORT

METRIC EVIDENCE

11 measurements 3 measured · 2 declared · 6 unknown

Hours worked

≥312h 03mDeclared · 18 Aug – 11 Oct · partial coverage
DEFINITION
Hours of human work on the experiment: at least this many. A minimum, never the total.
EVIDENCE STATUS
SELF_REPORTED · Declared
OBSERVATION WINDOW
18 Aug 2026 – 11 Oct 2026
COVERAGE
REPLAYED_FROM_RAW: 312h03m00s lower bound through 2026-10-11.
Technical details
CANONICAL METRIC
founder_hours
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1. same library as the shipped stream with a different evidence set (one extra reinforcement, changed observations); the value the dashboard producer reports
SOURCE
Operator declaration
CALCULATOR VERSION
—
EVIDENCE REFERENCES
e00aae4216c8
HISTORY
  • 11 Oct 2026 · ≥312h 03m · HF-20261011-1EA846C9E413
  • 10 Oct 2026 · ≥309h 01m · HF-20261010-D2ECA14CB95C
  • 5 Oct 2026 · ≥272h 28m · HF-20261005-0F77D7BC3284

Products live

1Measured · 11 Oct
DEFINITION
Products that are live and that real people can use.
EVIDENCE STATUS
MEASURED · Measured
OBSERVATION WINDOW
11 Oct 2026 – 11 Oct 2026
COVERAGE
Scope: Product 01 only, howfar.one (declared complete by the founder). 1 of 1 product in scope is live: a PRODUCTION deployment receipt, a matching release manifest and a passing smoke check, no older than 24 hours. Nothing outside the declared scope is counted.
Technical details
CANONICAL METRIC
products_live
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1. products_live = declared products with a PRODUCTION receipt, a matching release manifest and a passing smoke check no older than 24 hours.
SOURCE
Internal instrumentation
CALCULATOR VERSION
product-inventory-v1
EVIDENCE REFERENCES
851af350fcb5
HISTORY
  • 11 Oct 2026 · 1 · HF-20261011-1EA846C9E413
  • 10 Oct 2026 · no data · HF-20261010-D2ECA14CB95C
  • 5 Oct 2026 · 1 · HF-20261005-0F77D7BC3284

Revenue

—Unknown
DEFINITION
Money customers have actually paid.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
revenue
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Tracked cash spend

≥261.42 EURDeclared · 18 Aug – 5 Oct · partial coverage
DEFINITION
All cash billed for the experiment since it began, across every project and shared tool. Future charges and unbilled costs are not included.
EVIDENCE STATUS
SELF_REPORTED · Declared
OBSERVATION WINDOW
18 Aug 2026 – 5 Oct 2026
COVERAGE
Ledger as written. Human adjudication ai-subscription-22-cash-included-20261005 confirms the named late transaction set is valid and included.
Technical details
CANONICAL METRIC
cash_operating_spend
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
Operator declaration
CALCULATOR VERSION
howfar-expense-importer-v1
EVIDENCE REFERENCES
1b86711b9ddf
HISTORY
  • 5 Oct 2026 · ≥261.42 EUR · HF-20261005-0F77D7BC3284

Revenue per hour worked

—Unknown
DEFINITION
Revenue confirmed by outside records, divided by measured human hours.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
verified_revenue_per_measured_founder_hour
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1. Derived: revenue (VERIFIED) / founder_hours (MEASURED, complete coverage), identical periods.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Tasks completed without human help

—Unknown
DEFINITION
Tasks finished correctly without human intervention.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
verified_autonomous_completions
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Work that still needs a human

—Unknown
DEFINITION
How much of the day-to-day running still needs a human.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
human_operations_ratio
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Human interventions

—Unknown
DEFINITION
Times the system needed a human.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
None registered yet
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1. No measurement is defined for this concept yet; unknown remains unknown.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Known open bugs

≥16Measured · 11 Oct · partial coverage
DEFINITION
Defects that are confirmed and not yet fixed.
EVIDENCE STATUS
MEASURED · Measured
OBSERVATION WINDOW
11 Oct 2026 – 11 Oct 2026
COVERAGE
Scope: failure records and confirmed-bug issues of the company's core repository, plus HowFar's own defect records. Defects in the company's other repositories are not counted, so this is a minimum.
Technical details
CANONICAL METRIC
open_confirmed_bugs
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
Internal instrumentation
CALCULATOR VERSION
howfar-open-confirmed-bugs-v1
EVIDENCE REFERENCES
746120e61759
HISTORY
  • 11 Oct 2026 · ≥16 · HF-20261011-1EA846C9E413
  • 10 Oct 2026 · ≥16 · HF-20261010-D2ECA14CB95C
  • 5 Oct 2026 · ≥4 · HF-20261005-0F77D7BC3284

Time running normally

100.0%Measured · 4 Oct – 11 Oct
DEFINITION
The share of time the public site answered the monitor's one-minute check.
EVIDENCE STATUS
MEASURED · Measured
OBSERVATION WINDOW
4 Oct 2026 – 11 Oct 2026
COVERAGE
100% observed over 165h36m12s (2026-10-04T12:25:02 to 2026-10-11T10:01:15 UTC), 9809 probes, 0 gaps, 0 incidents. Qualification: AWAITING_QUALIFICATION_WINDOW, 23.00% of a 30-day gap-free window; exact from 2026-11-03
Technical details
CANONICAL METRIC
availability
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1. Gap-free prospective probes held by state between samples; armed 2026-10-04T12:25:00+00:00
SOURCE
Internal instrumentation
CALCULATOR VERSION
probe-state-hold-v1
EVIDENCE REFERENCES
f33e4d686085
HISTORY
  • 11 Oct 2026 · 100.0% · HF-20261011-1EA846C9E413
  • 10 Oct 2026 · 100.0% · HF-20261010-D2ECA14CB95C
  • 5 Oct 2026 · 100.0% · HF-20261005-0F77D7BC3284

Cost per confirmed result

—Unknown
DEFINITION
All-in cost of each accepted result.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
None registered yet
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1. No measurement is defined for this concept yet; unknown remains unknown.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

SUPPORTING METRICS

22 supporting measurements 4 measured · 2 declared · 1 calculated · 15 unknown

Measurement coverage

—Unknown
DEFINITION
Share of the experiment's time that was actually observed. Not shown yet: the baseline records no first covered day, so no share is defined.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
measurement_coverage
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Money left over

—Unknown
DEFINITION
Revenue minus the cash spent. It can be negative.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
cash_net
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Normalized founder cost

≥10,890 EURCalculated · 18 Aug – 11 Oct · partial coverage
DEFINITION
Founder hours valued at the selected EU average labour-cost reference. Imputed cost, not cash paid.
EVIDENCE STATUS
DERIVED · Calculated
OBSERVATION WINDOW
18 Aug 2026 – 11 Oct 2026
COVERAGE
LOWER_BOUND Founder Time × 34.9 EUR/hour. Human decision founder-reference-rate-eu-average-20261005-r2 authorizes the EU-27 2025 average labour-cost anchor for industry, construction and services (excluding public administration) for the HowFar evaluation metric.
Technical details
CANONICAL METRIC
normalized_founder_cost
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1. Normalized founder cost = founder_hours × reference_hourly_rate. Imputed labour cost; not cash, salary paid, enterprise value or replacement cost.
SOURCE
Deterministic derivation from published inputs
CALCULATOR VERSION
—
EVIDENCE REFERENCES
a6392d08b113
HISTORY
  • 11 Oct 2026 · ≥10,890 EUR · HF-20261011-1EA846C9E413
  • 10 Oct 2026 · ≥10,784 EUR · HF-20261010-D2ECA14CB95C
  • 5 Oct 2026 · ≥9,509 EUR · HF-20261005-0F77D7BC3284

AI spend

≥95.46 EURDeclared · 18 Aug – 5 Oct · partial coverage
DEFINITION
Cash paid for AI models and APIs, across the whole experiment.
EVIDENCE STATUS
SELF_REPORTED · Declared
OBSERVATION WINDOW
18 Aug 2026 – 5 Oct 2026
COVERAGE
Ledger as written. Human adjudication ai-subscription-22-ai-included-20261005 confirms the named late transaction set is valid and included.
Technical details
CANONICAL METRIC
machine_api_cost
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
Operator declaration
CALCULATOR VERSION
howfar-expense-importer-v1
EVIDENCE REFERENCES
9f62b9e3813f
HISTORY
  • 5 Oct 2026 · ≥95.46 EUR · HF-20261005-0F77D7BC3284

Infrastructure & tooling

≥165.96 EURDeclared · 18 Aug – 5 Oct · partial coverage
DEFINITION
Cash for servers, hosting, domains and developer tools, all projects.
EVIDENCE STATUS
SELF_REPORTED · Declared
OBSERVATION WINDOW
18 Aug 2026 – 5 Oct 2026
COVERAGE
Founder-declared ledger; a line added after the declaration contradicts it, so this is a lower bound.
Technical details
CANONICAL METRIC
infrastructure_tooling_cost
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
Operator declaration
CALCULATOR VERSION
howfar-expense-importer-v1
EVIDENCE REFERENCES
448bad0e2cfc
HISTORY
  • 5 Oct 2026 · ≥165.96 EUR · HF-20261005-0F77D7BC3284

Updates released

—Unknown
DEFINITION
New versions of products that reached users.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
releases_shipped
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Bugs confirmed

≥29Measured · 11 Oct · partial coverage
DEFINITION
Defects confirmed so far, fixed or not. A count of known defects, so a minimum until intake is complete.
EVIDENCE STATUS
MEASURED · Measured
OBSERVATION WINDOW
11 Oct 2026 – 11 Oct 2026
COVERAGE
Scope: failure records and confirmed-bug issues of the company's core repository, plus HowFar's own defect records. Defects in the company's other repositories are not counted, so this is a minimum.
Technical details
CANONICAL METRIC
confirmed_bugs
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
Internal instrumentation
CALCULATOR VERSION
howfar-open-confirmed-bugs-v1
EVIDENCE REFERENCES
c8ab0cef90c3
HISTORY
  • 11 Oct 2026 · ≥29 · HF-20261011-1EA846C9E413
  • 10 Oct 2026 · ≥29 · HF-20261010-D2ECA14CB95C
  • 5 Oct 2026 · ≥15 · HF-20261005-0F77D7BC3284

Bugs fixed

≥13Measured · 11 Oct · partial coverage
DEFINITION
Confirmed defects whose fix is backed by a regression test. The issue itself may still be open.
EVIDENCE STATUS
MEASURED · Measured
OBSERVATION WINDOW
11 Oct 2026 – 11 Oct 2026
COVERAGE
Scope: failure records and confirmed-bug issues of the company's core repository, plus HowFar's own defect records. Defects in the company's other repositories are not counted, so this is a minimum.
Technical details
CANONICAL METRIC
fixed_bugs
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
Internal instrumentation
CALCULATOR VERSION
howfar-open-confirmed-bugs-v1
EVIDENCE REFERENCES
d1b8674f566f
HISTORY
  • 11 Oct 2026 · ≥13 · HF-20261011-1EA846C9E413
  • 10 Oct 2026 · ≥13 · HF-20261010-D2ECA14CB95C
  • 5 Oct 2026 · ≥11 · HF-20261005-0F77D7BC3284

Pull requests merged

557Measured · 11 Sep – 11 Oct
DEFINITION
Every pull request merged in the last 30 days across the tracked repositories, reviewed or not, by a person or an AI agent. Activity, not quality.
EVIDENCE STATUS
MEASURED · Measured
OBSERVATION WINDOW
11 Sep 2026 – 11 Oct 2026
COVERAGE
Merge throughput is computed only from PRs merged inside the collector window.
Technical details
CANONICAL METRIC
portfolio_merged_prs_window
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
Internal instrumentation
CALCULATOR VERSION
howfar.portfolio-benchmark.v1
EVIDENCE REFERENCES
088d069d4a1b
HISTORY
  • 11 Oct 2026 · 557 · HF-20261011-1EA846C9E413
  • 8 Oct 2026 · 556 · HF-20261010-D2ECA14CB95C
  • 4 Oct 2026 · 521 · HF-20261005-0F77D7BC3284

Typical time to merge a pull request

0h 03mMeasured · 11 Sep – 11 Oct
DEFINITION
The middle time from opening a pull request to merging it. Not review time: an author can merge their own pull request.
EVIDENCE STATUS
MEASURED · Measured
OBSERVATION WINDOW
11 Sep 2026 – 11 Oct 2026
COVERAGE
Merge throughput is computed only from PRs merged inside the collector window.
Technical details
CANONICAL METRIC
portfolio_median_merge_duration_hours
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
Internal instrumentation
CALCULATOR VERSION
howfar.portfolio-benchmark.v1
EVIDENCE REFERENCES
0281f85036a8
HISTORY
  • 11 Oct 2026 · 0h 03m · HF-20261011-1EA846C9E413
  • 8 Oct 2026 · 0h 03m · HF-20261010-D2ECA14CB95C
  • 4 Oct 2026 · 0h 02m · HF-20261005-0F77D7BC3284

Manual nudges

—Unknown
DEFINITION
Times a task stalled and needed human action.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
manual_nudges
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Problems resolved without human intervention

—Unknown
DEFINITION
Failures resolved without human intervention.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
recoveries_without_founder
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Longest run without human intervention

—Unknown
DEFINITION
The longest period the system ran without human intervention.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
longest_autonomous_span
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Share of time working well

—Unknown
DEFINITION
How much of the observed time the public service was healthy.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
infra_projection_good_ratio
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Monitoring without gaps

—Unknown
DEFINITION
Whether health data arrived continuously.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
infra_telemetry_continuity_state
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Ready for a major failure

—Unknown
DEFINITION
Whether a tested plan exists to recover from a serious outage.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
infra_disaster_recovery_state
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Backups kept elsewhere

—Unknown
DEFINITION
Whether backups are stored away from the main server.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
infra_offhost_backup_state
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Backups proven to restore

—Unknown
DEFINITION
Whether a backup was actually restored to prove it works.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
infra_offhost_restore_state
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Rebuilt from scratch

—Unknown
DEFINITION
Whether the service was rebuilt on a clean machine.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
infra_fresh_host_rebuild_state
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Reliability goal

—Unknown
DEFINITION
The stated target for service availability.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
infra_slo_target_ratio
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Room left for failures

—Unknown
DEFINITION
How much of the allowed downtime is still unused.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
infra_error_budget_remaining_ratio
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

Verified outcomes per human hour

—Unknown
DEFINITION
Results confirmed as accepted, divided by measured human hours.
EVIDENCE STATUS
UNKNOWN · No data
OBSERVATION WINDOW
—
COVERAGE
—
Technical details
CANONICAL METRIC
verified_outcomes_per_measured_founder_hour
METHOD
HF-METHOD-1 · evidence policy HF-EVIDENCE-1. Derived: verified_autonomous_completions (VERIFIED) / founder_hours (MEASURED, complete coverage), identical periods.
SOURCE
—
CALCULATOR VERSION
—
EVIDENCE REFERENCES
—
HISTORY
No admissible history.

15DATA

Can the measurements themselves be trusted?

HowFar publishes the weaknesses of its own measurement system.

Not measured yet (8)
  • Tracking coverageNot measured yet
  • Missing dataNot measured yet
  • Prospective measurementsNot measured yet
  • Retrospective reconstructionsNot measured yet
  • Corrections publishedNot measured yet
  • Publication delay stateNot measured yet
  • Evidence completenessNot measured yet
  • Unknown rateNot measured yet

STATUS TAXONOMY

  • Verified
  • Measured
  • Derived
  • Self-reported
  • Hypothesis
  • Unknown
  • Withheld

MEASUREMENT DEPTH

9 core measurements carry the public story (2 more are planned and not measured yet); 22 supporting measurements explain and audit them; 19 are held until a qualified population exists. Nothing is removed.

Supporting measurements (22)
Held for later measurement (19)
  • Paying App Store subscribersNo data
  • Decisions left to AINo data
  • Guarded changes approved by AINo data
  • Actions run by fixed rulesNo data
  • Actions that needed AI judgmentNo data
  • Important actions with a safety checkNo data
  • Actions without a known categoryNo data
  • Risky actions covered by rulesNo data
  • Stops that were rightNo data
  • Stops that were needlessNo data
  • Stops that were missedNo data
  • Stops not yet reviewedNo data
  • Past results can be replayedNo data
  • Works if the AI is swappedNo data
  • Customer messagesNo data
  • Customer issues solvedNo data
  • Issues solved without human interventionNo data
  • Issues needing human supportNo data
  • Share solved without human interventionNo data

16HISTORY

Preserve the bad periods.

Compare any period without rewriting the past. Negative evidence is part of the experiment.

METRICCURRENTPRIORDELTASTATUSOPEN
Economic value / human hourEUR —EUR ——UNKNOWNperformance
Founder hours≥312h 03m——SELF-REPORTEDworkforce
Autonomous success rate— %— %—UNKNOWNautomation
Cost / verified outcomeEUR —EUR ——UNKNOWNfinance
RevenueEUR —EUR ——UNKNOWNfinance
Rework burden— %— %—UNKNOWNengineering
Economic value / human hourEUR —EUR ——UNKNOWNperformance
Founder hours≥312h 03m——SELF-REPORTEDworkforce
Autonomous success rate— %— %—UNKNOWNautomation
Cost / verified outcomeEUR —EUR ——UNKNOWNfinance
RevenueEUR —EUR ——UNKNOWNfinance
Rework burden— %— %—UNKNOWNengineering
Economic value / human hourEUR —EUR ——UNKNOWNperformance
Founder hours≥312h 03m——SELF-REPORTEDworkforce
Autonomous success rate— %— %—UNKNOWNautomation
Cost / verified outcomeEUR —EUR ——UNKNOWNfinance
RevenueEUR —EUR ——UNKNOWNfinance
Rework burden— %— %—UNKNOWNengineering
Economic value / human hourEUR —EUR ——UNKNOWNperformance
Founder hours≥312h 03m——SELF-REPORTEDworkforce
Autonomous success rate— %— %—UNKNOWNautomation
Cost / verified outcomeEUR —EUR ——UNKNOWNfinance
RevenueEUR —EUR ——UNKNOWNfinance
Rework burden— %— %—UNKNOWNengineering
Economic value / human hourEUR —EUR ——UNKNOWNperformance
Founder hours≥312h 03m——SELF-REPORTEDworkforce
Autonomous success rate— %— %—UNKNOWNautomation
Cost / verified outcomeEUR —EUR ——UNKNOWNfinance
RevenueEUR —EUR ——UNKNOWNfinance
Rework burden— %— %—UNKNOWNengineering

17METHODOLOGY

Every number has a chain of custody.

What, when, how, from where, under which method, and what changed since the previous snapshot.

METHOD VERSION

HF-METHOD-1

immutable method identifier

SNAPSHOT DATE

11 Oct 2026

measurement date + publication date

EVIDENCE REFERENCES

12

public evidence references

CORRECTION LOG

OPEN

old value / new value / reason / effective date

EVIDENCE STATUS

  • VERIFIED

    backed by a public external reference

  • MEASURED

    observed with explicit measurement method

  • DERIVED

    calculated from published inputs

  • SELF-REPORTED

    declared but not independently verified

  • HYPOTHESIS

    plausible, not demonstrated

  • UNKNOWN

    evidence insufficient

  • WITHHELD

    known or potentially known, but deliberately not published

PUBLIC TOOLS

History explorer / evidence explorer / period compare / correction log / reviewed incident log / downloadable static snapshots.

Evidence over claims.

Unknown remains unknown.

One human. Real businesses. Public proof.

Built to be inspected.

howfar.one

METHOD VERSIONED / HISTORY PRESERVED

1 HUMAN · SELF-REPORTEDTermsVerifyChangesPrivacyDataProof pack