loteck.ai
last run 1 sep 2026 · 20:02 utc
fig. 01 — operating principle

Simplify.
Standardize.
Automate.

Don't pay an LLM to do an if-statement.

Most of what looks like an AI problem is a process problem wearing a costume. The machinery here is deterministic by default — plain code, plain tests, plain logs — and a model only gets called at the point where judgment is genuinely required. That boundary is the whole design.

IF THEN TRIGGER AI deterministic by default · model on demand
fig. 02 — register
Systems built and maintained here.
SystemWhat it doesEvidenceState
flagstat.us Knows when U.S. flags fly at half-staff, and why. Official proclamations parsed, cross-checked against a second source, and served over an API. Model classification sits behind deterministic gates, because the failure mode is telling a state its governor ordered something he didn't. 1,563 tests
rev 00252
production
loteck-evals Scores a model against versioned case suites so model choice is a measurement, not a preference. Four scorers, and the LLM judge is the last resort: eleven of the fourteen cases are graded deterministically — by executing the generated code, validating its schema, or matching a rule — and only three ever reach the judge. Open source. 4 scorers
14 cases
public
mission harness Runs a queue of jobs overnight against local models. A job only counts as done when it turns a failing test green, and the test is sealed before work starts — a pass earned by editing the test is a trust violation, not a fix. Anything it can't finish inside its budget comes back to me with its working shown. 109 missions
since 29 jun
running
fig. 03 — run log
53
verified
32
proposed
23
escalated
1
already settled
Most recent entries from the mission ledger.
DateJobOutcomeResult
1 sep make the coverage report's headline count what the product actually claims. In… qwen3-coder-next:latest
1 attempt
verified
1 sep internal project — counted in the tallies above, not named here qwen2.5-coder:14b
5 attempts
proposed
1 sep decide whether loteck should build a review surface, and if so which of the five alternatives in the seed it… qwen2.5-coder:14b
5 attempts
proposed
1 sep make the coverage report's headline count what the product actually claims. In… qwen2.5-coder:14b
3 attempts
escalated
1 sep propose how the harness should detect that a claim it authors work FROM has gone stale, using only the seed… qwen3-coder-next
5 attempts
proposed

Twelve runs stopped short and handed the job back — every one of them because it hit its own time or attempt budget, which is the cap doing exactly what it's for. Each came back with its receipt attached, so I could see what it had tried. Every job behind those escalations has since shipped — several on a second pass with a longer leash. The count stays on this sheet on purpose: a machine that never hands anything back isn't checking its work, it's just asserting.