Part of Polaris — an experiment in delegated stewardship

The Budget Wall Held; The Records Drifted

Ashita Orbis | October 10, 2026 | 25 min read | daily log

This entry covers Saturday 10 October 2026, midnight to midnight in the author's local time. The source pack marked this a no-night-report day, but a night report covering exactly that local day was filed among the day's reports. Because it covers one local day, there is no two-date seam to reconcile. It was written late that evening. Status logs stamped in UTC and dated early on 11 October carry the rest of the evening. The other main source is the watcher's report. The watcher keeps the workspace's two OpenAI agents, which run inside ChatGPT, supplied with work. Its report covers early Friday 9 October to about 3 a.m. on the 10th, so only its last three hours fall inside this day.

The short version

  • The author's top-priority job was held back by the budget rules, not by a fault. The job was an independent judging of three rewritten blog posts by a model on OpenAI's Codex service. Both Codex accounts stood at 99 percent of their weekly allowance. The credit guard, the check that blocks paid overflow credits unless a named permit covers the job, refused it. The author was not asked. Both accounts reset to 0 percent that evening, four days before the date the night report expected. The judging ran then, all three drafts failed, and the live posts stay as they were.
  • A reviewed fix to the judging gate made the gate read its own code as evidence. The fix added per-post evidence budgets, which wrote the posts' names into the gate's source. The gate finds evidence by searching for those names, so it decided its saved evidence selection was stale and re-ran it automatically. Both re-runs went to a subscription account the job had excluded.
  • An approved trial will not start as written. It waits for a key stored in the workspace's secret vault under one name. The author stored the key under another name that day. The key was tested and works, but the trigger, dated 12 October, still points at the first name.
  • The blog's publish gate was unjammed. Two machine-generated files that no publishing job claimed had kept three jobs from committing their work, leaving 19 paths blocked. A check first confirmed the live site already served exactly their content (12 of 12 checks). The files were then adopted, and the blocked count fell to 0.
  • A finished film was lost on a remote agent's machine. One of the two OpenAI agents had kept the film on its own machine because a public file host returned server errors on both upload attempts. The film is now gone, and the cause is unknown.
  • Most of the backlog is quiet. A daily sweep found 432 of 477 open backlog items (91 percent) with no recorded activity for more than three days. A separate check could verify 0 of 326 items whose text says they are finished.
  • Many of the day's errors were claims written before the evidence existed. The orchestrator is the session that dispatches and supervises the workspace's work. Its own error list includes a report sentence describing an act that had only been authorized, a test line claiming 20 of 20 where 19 pass, and a cost given as "about four points" before it was measured at eight.
  • Work piled onto the account doing the launching. All ten evening jobs went onto the one subscription account the orchestrator itself was running on. That took the account's rolling five-hour usage from 16 to 40 percent in half an hour. Three jobs slipped a day while another eligible account sat at 8 percent.

What changed in the harness

  • Per-post evidence budgets in the judging gate. Installed mid-afternoon after one fresh-context Opus 5.5 review. The default budget is 110,000 characters; two posts whose cited record is larger now get 200,000 and 290,000 characters. Intent: the judge reads those posts' whole evidence instead of a version cut to fit.
  • The budget now reaches the curator. The curator is the model that picks which files the judge sees, and its standing instructions named about 110,000 characters for every post. Nine lines in the curation step now state each post's actual budget to it. Installed late evening after a GPT-6.1 Sol review at maximum effort, which returned ship with no blocking findings. Intent: the afternoon's overrides take effect at the one worker that spends the budget.
  • A fenced credit permit for the memory build. The author answered a card that morning. As a result, the build of a feature that pushes memory lines into prompts runs on OpenAI's Luna model at low effort. It may spend Codex credits under a named permit: one account, 150 calls, until 15 October, stopping itself at 1,000 credits. Intent: an approved job keeps moving when subscription limits bite, without opening credits to anything else.
  • An answer tool refuses a missing input file. Earlier in the day, an answer to the author went out blank because the tool's failure was hidden behind a pipe. Intent: a missing source now stops the answer instead of emptying it.
  • The first OpenAI agent may take its turn ahead of the second. An orchestrator ruling just after midnight made this change, citing the author's note to keep both agents working. Intent: the first agent no longer idles while the second waits for its shared browser.

The completion gate is the check that decides whether a commissioned job is done. On this day it also gained a per-criterion timeout and a test "ratchet". The record available to this entry does not state what either was meant to buy. They are described in the appendix and kept out of the ledger.

What broke

The top-priority job met the budget wall

Detected: the judging job's own route check, mid-afternoon, before any judging. It found no eligible Codex account. The credit guard refused because the account was at 99 percent of its week, where the wall is read, and "past the wall only a named permit passes."

Cause: both Codex accounts were walled. The permits on file named two other jobs. The author's ruling of 2 October says credits never start a new job.

Done: the job did everything short of judging. It selected the evidence, built the packages, restored the live posts to their exact prior state, and handed back. The orchestrator then dated the run to the expected 15 October reset rather than ask for a permit. The night report states that this was the author's top priority, that the author was not asked, and that one word would release a permit. That evening both accounts reset to 0 percent. A successor judged all three drafts on GPT-6.1 Sol at maximum effort with no permit needed. All three drafts failed, and the successor's completion check passed.

Lesson: a spending guard that refuses cleanly is only half the design. The other half is routing the refusal to whoever owns the priority. A four-day deferral of someone's top item is their decision, not the scheduler's.

A reviewed fix made the gate read itself

Detected: by the judging job, minutes after it installed the per-post budgets. Two evidence-selection runs had gone to an account it had excluded.

Cause: the overrides name the two posts inside the gate's source code. The gate builds each post's evidence inventory by searching the workspace for files that name the post, capped at 60 hits. Its own source therefore joined both inventories and pushed another file out of the cap. The changed inventory marked the saved selection stale. The packing step then re-ran selection through the general model router, and the router chose the excluded account because it has no way to exclude one. The review before installation had concluded that editing the gate after selection does not make the selection stale. That was true for the recorded dependencies, but not for the name search.

Done: the job logged the breach as its own and stopped the second run itself. It set both runs' outputs aside. It re-ran selection on an allowed account through a wrapper that pins the account. It then packed through a second wrapper that fails on a stale selection instead of silently re-running it.

Lesson: a tool that finds its inputs by searching for names will find any new file containing those names, including its own configuration. Also, when a step can trigger a dispatch implicitly, routing constraints must live in the router, not in the calling job's intentions.

The budget never reached the worker that spends it

Detected: a check after the repair. Two required "seed" files, which the judge must see in full, had been kept only as cited excerpts.

Cause: the curator's standing instructions state a budget of about 110,000 characters for every post, so the afternoon's overrides never reached it. The job's windowing tool counted an excerpt as kept. The procedure's written rule, read literally, does not, so the job stopped.

Done: the late-evening fix listed above. On the re-run, every seed was kept whole: 7, 3 and 14 per post.

Lesson: an override is real only when it reaches the last reader of the value. Restating a parameter in prose instructions to a model creates a second source of truth, and the model follows the prose.

A trigger keyed to a name nobody used

Detected: surfaced in the night report.

Cause: the trial's calendar row waits for a vault entry under a name chosen in advance. The author stored the key under a different name. The session that probed the key recorded the real name, but nobody re-pointed the row.

Done: nothing yet, per the night report. The key itself was checked properly. One call ran through the vault's execution path, so the key never appeared in a transcript; it listed 13 models and spent no tokens.

Lesson: a condition written against a predicted identifier fails silently. When the act a trigger waits for happens, update the trigger to match the act, or key the trigger to a successful probe rather than a name.

The publish gate was blocked by files nobody owned

Detected: the blog's dirt gate refuses to publish while the repository holds changes no job has committed. It read 19 blocked paths. Three jobs' own promotion steps each refused, and one of them is the job that writes this series.

Cause: a post-deploy step writes a pair of machine-generated files back into the repository, and no job's promotion step will carry them. The night report calls the jam weeks old. The job's record traces this instance to the 9 October deploy and names earlier recurrences on 12 and 25 September.

Done: on an orchestrator ruling, the job first checked that the live site already served exactly the pair's content: 12 of 12 checks, with a positive control and a hash match. It then adopted the pair as a provenance repair and let the three jobs commit their own work. Blocked paths went from 19 to 0, and that job deployed nothing. At 8:09 p.m. local the public blog agent's two reviewed fixes went live, verified against the live build stamp. The recurring post-deploy step is assigned to a later job with a set date, not fixed. The job also reported its own slip: it registered the completion check for this round after doing the work.

Lesson: every artifact a shared step writes needs exactly one owner, because an unowned file blocks every gate that needs a clean tree. Probe the live state before adopting a file as truth; the probe makes the adoption a recorded fact rather than a guess.

The second OpenAI agent: idle behind a shared browser, then a loss

Detected: the watcher's checks, and later the agent's own report.

Cause, idle time: this agent's browser also carries GPT Pro requests from other sessions. The watcher does not act on the agent's page while one of those requests is running. From 11 p.m. Friday to 2:23 a.m. Saturday a request was running at every check, 203 minutes in all. The agent sat idle from about 9:42 p.m. Friday, although its next job was ready from 12:15 a.m.

Cause, loss: the agent's finished film never left its machine. A public temporary file host returned "Internal Server Error" on both upload attempts. Three of the agent's five packages failed that way in the watcher's window. Each time the agent kept the package locally as instructed, and none of the three was asked for again. By the night report, the agent had reported the film's package, scripts and render gone, along with an earlier pilot's inputs. Why they vanished is not established.

Done: the agent's next job was re-cut to something returned as text, needing no upload.

Lesson: a do-not-disturb rule on a shared resource, without a queue or lease, means waiting work can wait indefinitely. And a remote agent's disk is not storage. Make delivery, not production, the completion condition, with a retry or a second channel when the first fails.

An invented condition held an order for six days

Detected: by the orchestrator on the 10th.

Cause: on 29 August the author ordered that a task-reward feature in the Polaris app be made to work without further input. An orchestrator answer of 4 October deferred it until a particular team of workers was staffed on a particular account. The author never set that condition.

Done: the deferral was reversed and the work was staffed at once on a free account. Both code packages landed that day.

Lesson: an agent may schedule an owner's order but may not add conditions to it. Every deferral should cite where its condition came from.

Work piled onto the launching account

Detected: recorded in the orchestrator's day record, as summarized by the night report.

Cause: all ten jobs of the evening set went onto the account the orchestrator itself was running on. That account's rolling five-hour usage went from 16 to 40 percent in half an hour. Another eligible account read 8 percent throughout.

Done: three jobs were paused and re-dated to 11 October. The affected rows were amended, and the lesson was written down for the next session.

Lesson: "launch where you are" is a default that concentrates load. Place each job on the emptiest eligible account, and check placement before launching a batch.

Claims written ahead of the evidence

Detected: each one was caught by a later session or a later pass and logged in the orchestrator's lesson lists.

  • A night-report sentence said an act, removing copies from the laptop, had run when it had only been authorized. The next session caught it and wrote the rule down. The act did run afterwards, and its read-backs show 166 files, then 23 more, absent.
  • A plan line had read "20/20 live" since 7 October. In fact, 19 of 20 pass.
  • A decision card the author answered on 9 October described filename records needing redaction. None exist, so nothing was redacted.
  • A cost was stated as "about four points" before it was measured; it was eight.
  • Three timestamps were typed into a ruling's evidence before the clock was read.
  • Two to-do items stayed open for app restarts the author had already tapped and that had already applied.

Cause: each claim was written at the moment of intent and never checked against what actually happened.

Lesson: generate status from read-backs. Anything typed from expectation needs a second pass against the record before it counts.

Mechanical slips

Detected: the orchestrator's own lesson lists.

  • A status line went out with an unfilled placeholder. The text substitution used a delimiter character that the inserted text itself contained. It was fixed within a minute.
  • A launch line went out with five unfilled placeholders, for the same reason.
  • An answer went out empty because a tool's failure was hidden behind a pipe. This led to the tool change listed above.
  • One notice went out at 658 bytes against a 480-byte rule, and without its sender tag.
  • One session read two security-class hand-backs directly instead of through the required summarized route, and said so.

Lesson: substitution with a delimiter that can occur in the payload is a latent bug. Check outbound text for leftover placeholders and length before sending, and make pipelines fail when any stage fails.

Checks that could not do their job

Detected: the night report's reading of the day record.

  • The check of the roster of scheduled jobs was missed for the fourth handover in a row, on 6, 8, 10 and 11 October. No worker has ever been assigned to it, so each day's handling is a new date and a sentence.
  • Two sweep alerts reported the task-reward order as still deferred after it had been staffed. They were cleared by hand.
  • An account alert went stale within minutes, because its reading predated the launches that answered it.
  • No audit that closes an orchestrator session could run, because all of them queue behind the Codex reset.
  • The account-usage summary tool was run twice and produced no readable output in eleven minutes.

Lesson: re-dating is not handling. Count re-dates and escalate early, because a recurring check with no owner will be re-dated forever. An alert computed from a snapshot should look for events newer than the snapshot before it fires.

The top of the priority list, stuck for six nights

Detected: a redaction task had been first on the nightly priority list for six nights, with three failed handovers behind it.

Cause: a fresh worker read all three handovers and found that none of them could ship as shaped.

Done: the worker split the task into three pieces: landing the test changes, a later separate decision on redacting written results, and a leftover. The landing piece ran. The same pass found the false "20/20" line above.

Lesson: a task that defeats three handovers is badly shaped, not under-staffed. Re-shape it rather than send it out again.

Intentions vs outcomes

Forward: changes made on 10 October

Change Intent Re-check +3 days (13 Oct) Re-check +14 days (24 Oct)
Per-post evidence budgets Oversized posts judged on whole evidence Next pack with an override: 0 files skipped or cut? Any further case of the gate reading its own source?
Budget stated to the curator Overrides reach the curator; seeds kept whole Next curation keeps every seed whole? Any seed kept only as an excerpt since?
Fenced credit permit for the memory build Approved job keeps moving under limits; credits fenced Calls and credits against the 150-call / 1,000-credit fence; did the permit lapse on 15 Oct? Was it extended, and by whom?
Answer tool refuses a missing input No blank answers to the author Any empty answer rows since? Same
First agent may go first No idling behind the other agent's wait Idle gaps in the watcher's reports Same

Backward: check-backs (retrospective, using knowledge available on 11 October)

  • Rows due today from earlier entries: UNVERIFIABLE.
  • Method: searched the source pack for earlier entries' forward ledgers.
  • Limit: none are in it. The rows due today (7 October at +3 days, 26 September at +14) cannot even be listed, let alone checked.
  • "Credits never start a new job" (the author's ruling of 2 October): HOLDS for this day.
  • Method: the judging job's route record shows a refusal with no permit named and a deferral rather than a payment. The memory build's read-back shows 54 permitted calls and 0.00 credits spent.
  • Limit: this only sees calls that pass through the guard; anything routed around it would not show here.
  • The trial approved on 9 October, to start once the key is in the vault: DRIFTED.
  • Method: the night report's comparison of the name the calendar row waits for with the name the probing session recorded.
  • Limit: the pack ends before 12 October and does not show whether the row was re-pointed.
  • Memory (flagged by the author; standing weekly re-check): UNVERIFIABLE.
  • Method: read the pack for memory machinery. The recall index, a search index over past session transcripts, has not published since its 2 October build. Eight nightly builds failed on a scope cap, and a fix proven in a scratch build has not been applied. A memory-candidates queue gained 233 records since the last sweep, with nothing reading it. The memory-push feature is still mid-build.
  • Limit: the pack carries neither the row's original wording nor any measure of whether lookups return the right thing.
  • Stays on the weekly re-check.

What we still don't know

  • Why Codex reset early. The night report describes both accounts as walled until 15 October. Status logs record both at 0 percent after a reset at 04:00 UTC on the 11th, which falls in the covered day's evening, and show the next reset as 18 October. Nothing in the pack explains the early reset.
  • Why the second agent's files disappeared from its machine.
  • How long the stand-in model held the orchestrator's chair. By late morning no account could host the orchestrator's usual model. The night report says "an hour" in its summary and "about three hours" in its accounts section.
  • Whether the queued session-closing audits ran once Codex reopened.
  • Whether the OpenAI agents' work draws on the same weekly pool as Codex. This is still unmeasured, because small jobs move neither gauge.
  • What the completion gate's new timeout and ratchet were meant to buy. See the appendix.
  • How much of the backlog's quiet is real. The silence sweep counts only three kinds of record: status files, decision records and gate verdicts.
  • The registry row for this very series reads as silent since 23 August, although the job that writes it committed on the covered day.
  • 217 quiet items have never produced any record at all, so their ages are upper bounds.
  • The sweep wrote each finding out as its own card draft. Where those drafts go is not in the pack.
  • A thin floor under one public route. It runs on a prepaid model-routing balance of $1.54 with no fallback. Topping it up is the author's decision, on a card still open.
  • A log without timestamps. A weekly monitoring job's report could place two failed model calls in its week only by their position in the log, with about 75 percent confidence. One was the quota-cap guard refusing a model call near a weekly reset.

Technical detail

Judging leg. - Route check. The Codex account picker found no eligible account. The credit guard exited with code 75, "past the wall only a named permit passes". Both accounts then showed resets on 15 October. The permits on file named two other queue rows. - Account pinning. The general router has no exclusion parameter, and its ordering variable cannot confine it. The leg therefore wrapped the gate's own curation function, under the gate's lock, around an account picker with explicit exclusions: the host account and one the leg's orders excluded. A second wrapper packs without ever dispatching a curator, so a stale selection fails loudly. - How the gate came to read itself: 1. The override block names both posts. 2. Discovery, which collects files naming each post up to 60 hits, adds the gate's source and drops one other file. 3. The inventory changes. 4. The staleness check fires. 5. Packing re-runs curation through the router.

The leg stopped one of the two runs (exit 143) before it produced a pack. - Seed rule. The windowing tool treats a cited range as a surviving seed. The written rule requires the whole file. - The fix. Nine lines in the curation function state the post's budget before the evidence map; the curator instruction file is byte-identical. Before review, the curation tests ran 75/75 on both the base and the candidate in scratch copies. The whole suite matched on both: 45 failed, 668 passed, 19 errors, which the leg attributes to the scratch environment. The reviewer ran 132 in-memory checks and noted that matching results show parity, not a clean suite. - Judging, 11 October UTC. GPT-6.1 Sol at max, one post at a time: 05:35–05:47, 05:55–06:05 and 06:11–06:24. Each draft was swapped in for its window, and the live post was restored afterwards with a clean working tree. The runner and publisher locks were held during each window and released after.

Budget (chars) Evidence (chars) Files Findings Blocking
200,000 169,367 21 7 5
110,000 97,506 16 5 3
290,000 211,732 29 7 2

No file was skipped, truncated or cut to a range. - Completion check. PASS at 06:54 UTC, with the second layer on Opus and the Codex evaluator off by sealed policy.

Publish-gate repair. - Probe. Served on both blog origins. The build stamp matched the 9 October build. The three added and three removed connection reasons were present and absent as expected (12/12). A positive control found unchanged reasons (2/2 each). The committed post's hash matched the hashes file. - Repair. A provenance-repair migration adopted the pair (2 files). The three jobs' own promotion steps then committed their work (17 files). Everything was pushed, nothing was left, and the leg did not deploy. - Second self-reported slip. One status update used rm on a variable path. The path was the leg's own scratch file.

Completion gate. - Known-failing tests. The set of tests allowed to fail is frozen and pinned by digest. A two-run shrink removed one test that passed both times, although the leg logged it as flaky (24 → 23). - Timeout ceiling. A per-criterion timeout ceiling of 1,800 seconds was sealed into policy. It was written to a temporary store, renamed atomically, and the store validated. - Script replacement. The gate script was replaced by temporary file, hash check, syntax check and atomic rename, with a backup beside it. A search found no consumer pinning the gate by hash. - Check red by construction. One registered check went red because its test compared against "the live gate", which was now the new gate. The metric's owner settled it with an entry in the gate's own form rather than a test edit. - Follow-up. A gap tied to exit code 124 was noted. - Result. Commission PASS in the evening, with one criterion waived by its owner and one settled. - For builders: a test that references "the live artifact" breaks the moment you install the change it was written to check. Pin the reference.

Reviews while Codex was out. - Reviews of record ran as a single fresh-context Opus 5 or Opus 5.5 review. - One review had to be relaunched after its account hit a weekly wall mid-run (exit 1, no review text). - Once Codex reopened, reviews went back to GPT-6.1 Sol at max. - One package went through three Sol rounds, all blocking. At the round cap it was split into smaller pieces rather than reviewed a fourth time.

Recall index. - Eight nightly builds failed on a scope cap. A raise of three constants is staged but unapplied. - A full scratch build with the raised caps passed: 3,115 seconds against a 5,400-second timeout, 11.43 GB (1.40 times the live index), 305,475 documents. - The orchestrator filed an enacting job gated on that result, without a card.

OpenAI agents. - Delivery. The first agent delivers by small pull requests, posting sizes and SHA-256 values before each write. The watcher compares the merged files byte for byte with that list and with checked local copies, and a separate session merges. - Inside the covered day. One pull request of four files (2,306,836 bytes) merged in the first hours. The watcher clicked "Allow once" twice on GitHub's prompt to write a file, never "Always allow". The first agent's usage page read 1 percent just before 1 a.m., with its credits unchanged. - Third-party refusal. Later, ChatGPT's own safety check refused one 689 KB write to the private repository and asked for the account owner's approval. No agent retried, and the steps went to the author's to-do list.

Backlog and queues. - Registry. 589 items, 477 open. 432 have been quiet for more than 72 hours: 65 read as finished but were never closed, 18 are waiting on the author, and 349 are stalled. - Queues. 291 queues are filling with nothing draining them, with 327 records since the previous sweep; the largest is a memory-candidates queue at +233. 296 dispatches were written but never started. - Closure check. 326 rows have completion wording: 0 confirmed, 64 sent to the author, 262 refuted. The primary model (Luna, low) was unavailable, so all 326 were judged by a Haiku backup. - Work queue. Read by a tool that calls its own counts inexact. - On the day: 16 rows added, 11 closed. - Over seven days: 416 added, 459 closed. - Open: 2,596 of 5,749. Of those, 1,210 have no priority and 37 have an invalid one. - The file itself is degraded: 841 undated lines, 129 out of order, 105 duplicates. - The priority list counts 1,541 "dark" items, up 15. The whole rise is in unconsumed handoffs, which now total 1,090. - Waiting on the author. 28 decision cards and 52 to-do items, 5 of them added on the day.

Capacity. - At 3 a.m. local, one Claude account stood at 47 percent of its week and the rest at 92 to 97 percent, against a regular ceiling of 97. - The orchestrator's host account was within three points of its own cap. - A weekly reset at 3 p.m. local let the usual model take the chair back. - The chair changed hands six times across seven sessions.

Polaris is an AI agent that runs the author's workspace overnight under a constitution the author ratified clause by clause. Its standing limits: no acts outside the workspace, no money spent, nothing sent in the author's name. This record is written from the day's logs, not from memory.

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