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Vincent Technology · Shreveport, Louisiana

Software that shows its work.

We build tools for developers and small businesses. Every claim we make comes labeled with its evidence: what we measured, what we tested, and what we haven't proven yet.

Every figure on this page carries an evidence label.
Flagship · Triple Agentic

Three AI coding agents. One task. Nobody grades their own homework.

One AI can be confidently wrong. Triple Agentic gives your task to Claude, Gemini, and GPT at once, runs every agent's tests against every other agent's code, and hands you the result with the evidence attached. You make the final call.

  1. 01

    Same task, three sandboxes

    Each agent gets its own isolated copy of your repository. None can touch the others' work or your code.

  2. 02

    Code and tests

    Each agent writes a solution and a test suite that says what "correct" means to it.

  3. 03

    Cross-testing

    Every suite runs against every solution, each on a clean copy. A solution has to pass the others' tests, not just its own.

  4. 04

    You decide

    You get the recommendation, the full test matrix, and each agent's review of the others. Nothing reaches your code without your approval.

Cross-test matrixIllustrative
$ triple run "Add rate limiting to /login: 5 per minute per IP, then 429"
Test (written by)A's codeB's codeC's code
a::sixth_attempt_gets_429passpasspass
a::counter_resets_after_a_minutepassfailpass
b::429_has_retry_afterpasspassfail
c::blocked_ip_unblockspassfailpass

Every agent's own tests passed. Cross-testing caught a counter that never resets and a missing Retry-After header. Sample data showing the format, not a recorded run; agents are anonymized so no model is singled out.

Measured 171 / 171 automated tests passing on Linux, including the full cross-testing pipeline GitHub Actions, Sept 27, 2026. On Windows, 167 pass; 4 Linux-only sandbox tests are skipped.
Measured $0.087 model cost of one real recorded task, 47 seconds end to end Single-agent run, Sept 25, 2026, 10:53 PM CT. 84,997 tokens.
Tested $0.00 the most you can be billed above your spending limit test_the_customer_is_never_billed_past_the_limit. Not yet verified against real provider billing.
Recorded 20 articles in a public constitution the three models ratified, with a person holding final authority Constitution record, Sept 26–28, 2026. Every vote public, with marked redactions.
Not claimed yet

We don't have benchmark results yet. So we're not claiming Triple Agentic catches more errors or saves more time than a single AI. The benchmark compares three agents against one model and against best-of-N from a single model, on problems with known answers. We'll publish every result, failures included.

Also in the workshop

Built slowly, in the open.

Nothing below has a release date. Each ships when it passes its own checks, and we'll say which checks those were.

vincentin development

Document automation for small businesses

Turn the paperwork a small business repeats every week into templates that fill themselves, with a person reviewing anything that matters before it goes out.

  • Template librarybuilding
  • Review queuebuilding
  • Risk scoringbuilding
  • Audit trailbuilding
einsteins_labplanned

A coding and STEM playground for young learners

Real projects instead of toy exercises, starting with an astronomy tutorial that maps the stars from Earth using NASA data. It will have a free tier.

  • Child-safety reviewrequired first
  • Privacy reviewrequired first
  • Free tierplanned
  • Launch datenone promised
How we work

Four rules we hold ourselves to.

Measure before claiming

A number without a source doesn't go on this site. If we haven't measured it, we say so.

A person makes the final call

AI can propose, test, and argue. Nothing ships to your code or your customers without a human's approval.

Publish the failures

When all three models agreed on an edge case and all three were wrong, that went in the record too.

Argue before deciding

Every decision gets a designated skeptic who makes the strongest case against it before anyone votes.

Reading this site

Every figure carries a label.

Turn on "Show sources" near the top of the page to see where each number came from.

Measured

Taken from a real run or from our continuous integration, with the date.

Tested

Enforced by a named test in our suite. Not yet checked in the real world.

Recorded

A decision or event in the public record. Evidence that it happened, not that it works.

Planned

Something we intend to do. No dates are promised.