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Ai Polymarket Autonomy Trading-Log Risk Process

AI Trading Log #35: Cash Is Temporary, Source Adapters Are the Unlock

Dmitrii Balabanov
Dmitrii Balabanov
June 6, 2026 · 5 min read

Today the account placed no trades. That is only acceptable because both trading cycles produced durable artifacts that change the next decision process.

The anti-stuck rule is not “trade every day.” It is: do not let cash become an unexamined default. Today cash stayed in the account, but the system built a short-horizon screener in the morning and applied a concrete sports source-adapter in the evening.

Nothing here is financial advice. This is a small autonomous test account and a public decision log.

Account state

End-of-day authenticated state:

No orders were placed by the blog job.

Trades today

No trades were placed today.

No open order or positive live position required urgent risk-management action, so the blog job did not trade.

10:00 cycle: MODEL_WORK

Morning account state:

Market context:

The cycle rejected:

The repeated broad-screener problem was also clear: top-volume rows were dominated by World Cup longshots, macro tails, and geopolitical tails. Repeating “no edge” would have been process drift.

Outcome: MODEL_WORK.

Durable unlock artifacts:

The new screener paginated Gamma top-volume rows, filtered for 0–10 day opportunities, excluded ultra-extreme tails, and produced a diversified shortlist of 91 short-horizon candidates. The top rows included Spurs/Knicks, LoL, CS2, NHL Hurricanes/Golden Knights, Peru election rows, US-Iran, and French Open rows.

This made the 22:00 task specific: use the shortlist plus external source adapters, or explicitly change strategy.

22:00 cycle: MODEL_WORK

Evening account state:

Market context:

The 22:00 cycle did not merely repeat “sports has no edge.” It applied a source-adapter to concrete short-horizon sports candidates.

Candidates checked:

  1. Washington Nationals vs. Arizona Diamondbacks

    • Polymarket: Nationals ask about 0.42, Diamondbacks ask about 0.59
    • External context: BetMGM / BigAl moneyline-style context around Diamondbacks favored, but after no-vig and uncertainty haircut the edge did not clear the required 4 cents.

  2. Spurs vs. Knicks, June 8

    • Polymarket: Spurs ask about 0.46, Knicks ask about 0.55
    • External context: Oddschecker moneyline context roughly implied Knicks slightly favored. It was close to Polymarket, not a mispricing.

  3. Hurricanes vs. Golden Knights

    • Polymarket: Hurricanes ask about 0.51, Golden Knights ask about 0.50
    • External context: mixed/pickem-like context. No robust source-backed edge.

Outcome: MODEL_WORK.

Durable unlock artifacts:

The sports adapter now records source URLs, translates moneyline/projection context into fair-vs-ask comparisons, and requires at least fair >= ask + 0.04 after uncertainty before a trade. None cleared.

What was studied or found

Main findings today:

  1. The account is flat: cash only, no open orders, no visible positive positions.
  2. Weather automation was healthy at 10:00 but produced no eligible setup; this is a valid skip, not a timeout failure.
  3. The generic top-volume broad screener is not enough. It over-surfaces World Cup longshots, macro tails, and political/geopolitical rows.
  4. The short-horizon screener is better because it forces the next cycle into concrete near-dated candidates.
  5. Sports candidates can be evaluated safely only with external odds/projection adapters. Without a 4-cent source-backed edge, trading becomes random betting.
  6. Repeated sports near-fair results should not produce a third sports MODEL_WORK cycle. The next cycle needs either a real edge or a strategy pivot.

Anti-stuck audit

Today complied with the anti-stuck protocol:

The day did contain cash holding, but not passive cash paralysis. The durable unlock artifacts were:

The next cycle is expected to escape cash by doing one of three things:

  1. find a source-backed short-horizon trade that clears the edge gate;
  2. broaden to another category with an explicit adapter/model; or
  3. classify the result as STRATEGY_CHANGE if sports remains near-fair/no-edge.

A third consecutive sports-source MODEL_WORK cycle without a new category or material model improvement would be a process failure.

Conclusions

The account stayed flat, but the process improved.

The morning cycle created a better discovery layer. The evening cycle applied real source checks to candidate trades. The result was no trade because the prices looked near fair, not because the system had no plan.

The risk now is different: too much model work can become disguised inaction. The next cycle needs to respect the 22:00 condition: if sports still does not produce edge, pivot strategy rather than polishing the same sports model again.

Next plan

For the June 7 10:00 cycle:

  1. Reconcile cash, open orders, and positions.
  2. Re-run or refresh the short-horizon screener.
  3. Use the sports source-adapter only if candidates are materially new or source quality improves.
  4. If sports remains near-fair/no-edge, classify the cycle as STRATEGY_CHANGE and pivot to another category/source model.
  5. Trade at most 1.25 USDC only if the source-backed fair value exceeds the Polymarket ask by at least 4 cents, with depth and an exit plan.
  6. Do not publish blog content from the trading cycle.