An agentic research loop proposes an idea, red-teams it, triages a verdict, and sometimes promotes it to a written page. This is the shape of that process — not its contents.
Idea text is withheld by design. 83 rejected or open ideas are summarised as structured rows only; the 0 promoted to a public page are linked from the History tab.
As of the last hourly snapshot — this is a static page, not a live socket.
Distinct ideas flatten as the loop re-draws; temperature rises toward 1 as it backtracks over its own history instead of drawing fresh.
The 60 most recent ideas. Dead ends (rejected, known, duplicate) show a one-sentence AI paraphrase of the approach — generated by a local model, then machine-verified to share no wording with the source and to carry no figures, formulae or identifiers. The raw proposals, critiques and formalisations are never exported. Still-open lines (1 withheld) get nothing, because an unresolved idea is where novelty lives. Promoted ideas link to their page when it is itself shareable.
This research idea took a deterministic approach, which was set aside due to mechanical validation issues and lack of consideration for certain assumptions and verification procedures.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a deterministic approach to quorum transfer, which was ultimately set aside due to mechanical validation issues.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a deterministic approach, which was set aside due to mechanical validation issues with its assumptions and configuration.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a practical approach focused on a specific security mechanism, but it was set aside due to mechanical validation issues.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a practical approach focused on the development of a payment system, but was ultimately set aside due to mechanical validation issues.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a deterministic approach, which was ultimately set aside due to mechanical validation issues and unmet model requirements.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a practical and exploratory approach, but was ultimately set aside due to mechanical validation issues.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a practical approach focused on ensuring the security and integrity of a specific system, but was ultimately set aside due to remaining open questions.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a deterministic committee-based approach, which was ultimately set aside due to a specific security requirement not being fully met.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a deterministic approach, which was set aside due to a lack of model validation and certain assumptions not being explicitly stated.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea employed a mechanistic approach, which was set aside due to a lack of model-based validation.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a deterministic committee-based approach, but was set aside due to its similarity to an already viable concept.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a deterministic approach, which was later set aside due to mechanical validation issues.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a deterministic committee-based approach, which was set aside due to its specific implementation details.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a deterministic committee-based approach, which was ultimately set aside due to its failure to meet certain requirements.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea took a deterministic approach, which was ultimately set aside due to a lack of model-based validation requirements.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
open line — withheld pending review
The research idea took a mechanistic approach, which was set aside due to a lack of model-based validation and a deterministic framework.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a mechanistic approach, focusing on the physical properties and interactions of quantum systems, but was set aside due to a lack of model validation.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a deterministic approach, which was ultimately set aside due to a lack of alignment with the specified validation requirements.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a mechanistic approach, focusing on the technical implementation of a system, but was ultimately set aside due to concerns about its validation process.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a cryptographic approach, specifically utilizing a Merkle tree structure to facilitate secure record-based transactions.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a deterministic approach, but it was set aside due to a lack of model validation and certain design inconsistencies.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a theoretical approach to quantum register minimization, but was ultimately set aside due to mechanical validation issues.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea took a theoretical approach, exploring the fundamental limitations of classical bearer tokens, but was ultimately set aside due to its known and non-novel nature.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea employed a specific type of cryptographic approach that was ultimately set aside due to mechanical validation issues.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a mechanistic approach, which was set aside due to a lack of model-based validation.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a deterministic approach, which was set aside due to a lack of model validation.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a cryptographic approach, which was set aside due to mechanical validation issues and concerns about its applicability.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea took a deterministic approach, which was set aside due to a lack of model validation requirements.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a mechanistic approach, which was set aside due to a lack of deterministic validation and model-based analysis.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research took a mechanistic approach, which was set aside due to a lack of model-based validation.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a cryptographic approach to minimize quantum register size, but it was ultimately set aside due to mechanical validation issues.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea took a deterministic approach, which was set aside due to a lack of model validation.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea employed a deterministic approach, which was set aside due to a lack of model validation and other specified requirements.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a deterministic approach, which was set aside due to a lack of model validation and other unspecified reasons.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a deterministic approach, which was set aside due to a lack of model-based validation being requested.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a mechanistic approach that was subsequently set aside due to its failure to meet the prevention criteria.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a per-oracle approach, which involves utilizing individual oracles to verify specific information, before being set aside due to mechanical validation concerns.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a record-based approach that relied on a shared, global agreement mechanism to achieve uniqueness.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a deterministic approach, which was set aside due to a lack of model validation.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a deterministic approach, which was set aside due to its mechanical nature lacking a corresponding model.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a record-based approach, which was ultimately set aside due to a specific issue with its implementation.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a mechanistic approach, which was set aside due to a lack of model-based validation.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea employed a deterministic approach to event-based unique identification, which was ultimately set aside due to mechanical validation issues.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a mechanism-based approach, which was ultimately set aside due to its violation of a key constraint.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed an event-based approach to ensure uniqueness, but was ultimately set aside due to its inability to prevent duplicated states.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a novel approach that combined elements of event-based and record-based mechanisms, but was ultimately set aside due to certain limitations.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a mechanism-based approach that was ultimately set aside due to concerns about its underlying assumptions and potential for detection-based behavior.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a timing-based approach, which was ultimately set aside due to concerns about its implementation and potential drawbacks.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea employed a per-oracle approach, but was set aside due to a lack of mechanical validation through modeling.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a data structure-based approach, which was ultimately set aside due to limitations in its ability to prevent certain types of attacks.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took an approach that leveraged entanglement to minimize a quantum register, but was ultimately set aside due to a hardware constraint.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a mechanism-based approach, which was set aside due to its failure to address a specific challenge.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea employed a cryptographic approach that involved group actions and homomorphic evolution, but was ultimately set aside due to its limitations.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea took an approach focused on per-oracle prevention, but was ultimately set aside due to a critical flaw.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a centralized approach that relied on a shared global clock to ensure the uniqueness of transactions, but was ultimately set aside due to consensus concerns.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a novel approach to achieving uniqueness in transfers, combining record and event-based methods, but was ultimately set aside due to concerns about quorum requirements.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
The research idea took a design approach that was later deemed redundant due to its similarity to an existing concept.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
This research idea took a hardware-centric approach, but was set aside due to concerns about its reliance on unpriced and unbounded hardware security.
AI summary — paraphrased from the idea, verified to share no wording and carry no figures
Every run, including crashed ones and iterations that errored out (empty completions and retries that recorded no idea).
| started | iters | ideas | errored | tokens | dur | max temp | ended |
|---|---|---|---|---|---|---|---|
| 2026-10-04 00:10 | 10 | 4 | 6 | 52,550 | 13m | — | running |
| 2026-10-03 23:53 | 12 | 6 | 6 | 119,470 | 16m | 0.33 | stop file |
| 2026-10-03 23:35 | 11 | 10 | 1 | 174,992 | 10m | 0.17 | stop file |
| 2026-10-03 23:24 | 12 | 7 | 5 | 133,167 | 12m | 0.17 | stop file |
| 2026-10-03 23:11 | 20 | 10 | 10 | 68,368 | 12m | 0.00 | stop file |
| 2026-10-03 22:24 | 25 | 20 | 5 | 195,031 | 30m | 0.00 | stop file |
| 2026-10-03 22:07 | 5 | 3 | 2 | 16,432 | 6m | 0.17 | stop file |
| 2026-10-03 22:01 | 4 | 3 | 1 | 31,767 | 4m | 0.00 | stop file |
| 2026-10-03 21:59 | 2 | 2 | — | 20,270 | 2m | 0.00 | stop file |
| 2026-10-03 21:56 | 0 | 1 | — | 7,871 | 3m | — | killed by operator: seed replaced with the bearer-object question |
| 2026-10-03 21:53 | 3 | 2 | 1 | 27,007 | 5m | 0.00 | stop file |
| 2026-10-03 21:46 | 9 | 9 | — | 40,518 | 7m | 0.00 | stop file |
| 2026-10-03 21:39 | 1 | 0 | 1 | — | 42s | 0.00 | limit reached |
| 2026-10-03 21:33 | 3 | 3 | — | 13,590 | 81s | 0.00 | limit reached |
| 2026-10-03 21:30 | 5 | 2 | 3 | 9,239 | 3m | 0.00 | limit reached |
| 2026-10-03 21:26 | 1 | 1 | — | 4,086 | 31s | — | limit reached |
The 84 most recent ideas as the loop drew and judged them — shape only: verdict, walk move, rejection category, model. No idea text.
| when | verdict | move | reason | model | tokens |
|---|---|---|---|---|---|
| 2026-10-04 00:21 | rejected | revisit | trusted hardware | huihui_ai/deepseek-r1-abliterated:32b | 17,523 |
| 2026-10-04 00:13 | rejected | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 8,769 |
| 2026-10-04 00:12 | rejected | invert | quorum | huihui_ai/deepseek-r1-abliterated:32b | 17,504 |
| 2026-10-04 00:10 | rejected | revisit | trusted hardware | huihui_ai/deepseek-r1-abliterated:32b | 8,754 |
| 2026-10-04 00:09 | rejected | invert | quorum | huihui_ai/deepseek-r1-abliterated:32b | 34,268 |
| 2026-10-04 00:07 | rejected | revisit | quorum | huihui_ai/deepseek-r1-abliterated:32b | 17,347 |
| 2026-10-04 00:01 | rejected | revisit | trusted hardware | huihui_ai/deepseek-r1-abliterated:32b | 9,250 |
| 2026-10-04 00:00 | rejected | invert | other | huihui_ai/deepseek-r1-abliterated:32b | 25,592 |
| 2026-10-03 23:58 | rejected | revisit | other | huihui_ai/deepseek-r1-abliterated:32b | 15,691 |
| 2026-10-03 23:57 | rejected | revisit | trusted hardware | huihui_ai/deepseek-r1-abliterated:32b | 17,322 |
| 2026-10-03 23:46 | rejected | revisit | quorum | huihui_ai/deepseek-r1-abliterated:32b | 21,964 |
| 2026-10-03 23:45 | known | invert | other | huihui_ai/deepseek-r1-abliterated:32b | 21,732 |
| 2026-10-03 23:43 | rejected | revisit | epoch beacon | huihui_ai/deepseek-r1-abliterated:32b | 13,716 |
| 2026-10-03 23:42 | rejected | revisit | other | huihui_ai/deepseek-r1-abliterated:32b | 20,509 |
| 2026-10-03 23:41 | rejected | invert | quorum | huihui_ai/deepseek-r1-abliterated:32b | 20,952 |
| 2026-10-03 23:40 | rejected | invert | other | huihui_ai/deepseek-r1-abliterated:32b | 13,803 |
| 2026-10-03 23:39 | open_detection | revisit | — | huihui_ai/deepseek-r1-abliterated:32b | 20,523 |
| 2026-10-03 23:37 | rejected | invert | quorum | huihui_ai/deepseek-r1-abliterated:32b | 13,860 |
| 2026-10-03 23:37 | rejected | invert | quorum | huihui_ai/deepseek-r1-abliterated:32b | 14,291 |
| 2026-10-03 23:36 | rejected | mutate | quorum | huihui_ai/deepseek-r1-abliterated:32b | 13,642 |
| 2026-10-03 23:33 | rejected | revisit | epoch beacon | huihui_ai/deepseek-r1-abliterated:32b | 12,131 |
| 2026-10-03 23:31 | rejected | revisit | epoch beacon | huihui_ai/deepseek-r1-abliterated:32b | 12,023 |
| 2026-10-03 23:30 | rejected | revisit | quorum | huihui_ai/deepseek-r1-abliterated:32b | 15,155 |
| 2026-10-03 23:29 | rejected | revisit | quorum | huihui_ai/deepseek-r1-abliterated:32b | 12,823 |
| 2026-10-03 23:28 | known | invert | other | huihui_ai/deepseek-r1-abliterated:32b | 40,198 |
| 2026-10-03 23:26 | rejected | invert | quorum | huihui_ai/deepseek-r1-abliterated:32b | 27,843 |
| 2026-10-03 23:24 | rejected | invert | epoch beacon | huihui_ai/deepseek-r1-abliterated:32b | 12,994 |
| 2026-10-03 23:23 | rejected | revisit | other | huihui_ai/deepseek-r1-abliterated:32b | 6,966 |
| 2026-10-03 23:22 | rejected | invert | quorum | huihui_ai/deepseek-r1-abliterated:32b | 6,698 |
| 2026-10-03 23:21 | rejected | revisit | other | huihui_ai/deepseek-r1-abliterated:32b | 6,335 |
| 2026-10-03 23:19 | rejected | revisit | quorum | huihui_ai/deepseek-r1-abliterated:32b | 6,711 |
| 2026-10-03 23:19 | rejected | fresh | quorum | huihui_ai/deepseek-r1-abliterated:32b | 6,439 |
| 2026-10-03 23:18 | rejected | revisit | quorum | huihui_ai/deepseek-r1-abliterated:32b | 8,392 |
| 2026-10-03 23:17 | rejected | revisit | quorum | huihui_ai/deepseek-r1-abliterated:32b | 6,354 |
| 2026-10-03 23:16 | rejected | revisit | other | huihui_ai/deepseek-r1-abliterated:32b | 7,016 |
| 2026-10-03 23:12 | rejected | revisit | quorum | huihui_ai/deepseek-r1-abliterated:32b | 6,411 |
| 2026-10-03 23:12 | rejected | invert | other | huihui_ai/deepseek-r1-abliterated:32b | 7,046 |
| 2026-10-03 22:53 | rejected | fresh | nullifier | huihui_ai/deepseek-r1-abliterated:32b | 8,594 |
| 2026-10-03 22:52 | rejected | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 9,493 |
| 2026-10-03 22:50 | rejected | fresh | quorum | huihui_ai/deepseek-r1-abliterated:32b | 8,909 |
| 2026-10-03 22:50 | rejected | fresh | trusted hardware | huihui_ai/deepseek-r1-abliterated:32b | 8,803 |
| 2026-10-03 22:49 | rejected | fresh | PWS / photon-witnessed | huihui_ai/deepseek-r1-abliterated:32b | 10,664 |
| 2026-10-03 22:48 | rejected | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 10,144 |
| 2026-10-03 22:46 | rejected | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 9,536 |
| 2026-10-03 22:45 | rejected | fresh | deposit bound | huihui_ai/deepseek-r1-abliterated:32b | 9,466 |
| 2026-10-03 22:44 | rejected | fresh | quorum | huihui_ai/deepseek-r1-abliterated:32b | 10,369 |
| 2026-10-03 22:43 | rejected | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 9,523 |
| 2026-10-03 22:41 | rejected | fresh | epoch beacon | huihui_ai/deepseek-r1-abliterated:32b | 11,049 |
| 2026-10-03 22:39 | rejected | fresh | nullifier | huihui_ai/deepseek-r1-abliterated:32b | 9,344 |
| 2026-10-03 22:38 | rejected | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 9,087 |
| 2026-10-03 22:37 | rejected | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 9,508 |
| 2026-10-03 22:36 | rejected | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 9,091 |
| 2026-10-03 22:35 | rejected | revisit | trusted hardware | huihui_ai/deepseek-r1-abliterated:32b | 13,974 |
| 2026-10-03 22:31 | rejected | fresh | epoch beacon | huihui_ai/deepseek-r1-abliterated:32b | 8,642 |
| 2026-10-03 22:30 | rejected | revisit | nullifier | huihui_ai/deepseek-r1-abliterated:32b | 9,051 |
| 2026-10-03 22:29 | rejected | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 10,346 |
| 2026-10-03 22:26 | rejected | fresh | quorum | huihui_ai/deepseek-r1-abliterated:32b | 9,438 |
| 2026-10-03 22:12 | rejected | fresh | quorum | huihui_ai/deepseek-r1-abliterated:32b | 5,196 |
| 2026-10-03 22:11 | known | fresh | PWS / photon-witnessed | huihui_ai/deepseek-r1-abliterated:32b | 6,513 |
| 2026-10-03 22:09 | rejected | fresh | trusted hardware | huihui_ai/deepseek-r1-abliterated:32b | 4,723 |
| 2026-10-03 22:05 | known | fresh | other | huihui_ai/deepseek-r1-abliterated:32b | 11,663 |
| 2026-10-03 22:04 | rejected | fresh | cloner theorem | huihui_ai/deepseek-r1-abliterated:32b | 8,363 |
| 2026-10-03 22:02 | rejected | fresh | cloner theorem | huihui_ai/deepseek-r1-abliterated:32b | 11,741 |
| 2026-10-03 22:01 | rejected | fresh | cloner theorem | huihui_ai/deepseek-r1-abliterated:32b | 12,158 |
| 2026-10-03 22:00 | rejected | fresh | cloner theorem | huihui_ai/deepseek-r1-abliterated:32b | 8,112 |
| 2026-10-03 21:59 | known | fresh | PWS / photon-witnessed | huihui_ai/deepseek-r1-abliterated:32b | 7,871 |
| 2026-10-03 21:59 | known | fresh | deposit bound | huihui_ai/deepseek-r1-abliterated:32b | 15,591 |
| 2026-10-03 21:56 | rejected | fresh | quorum | huihui_ai/deepseek-r1-abliterated:32b | 11,416 |
| 2026-10-03 21:53 | rejected | fresh | other | qwen3:32b | 4,634 |
| 2026-10-03 21:52 | rejected | fresh | cloner theorem | qwen3:32b | 4,492 |
| 2026-10-03 21:51 | rejected | fresh | cloner theorem | qwen3:32b | 4,295 |
| 2026-10-03 21:51 | rejected | fresh | quorum | qwen3:32b | 4,072 |
| 2026-10-03 21:50 | rejected | fresh | cloner theorem | qwen3:32b | 4,625 |
| 2026-10-03 21:49 | rejected | fresh | other | qwen3:32b | 4,616 |
| 2026-10-03 21:48 | rejected | fresh | trusted hardware | qwen3:32b | 4,651 |
| 2026-10-03 21:47 | rejected | fresh | trusted hardware | qwen3:32b | 4,468 |
| 2026-10-03 21:46 | rejected | fresh | SPAD / detector | qwen3:32b | 4,665 |
| 2026-10-03 21:35 | rejected | fresh | cloner theorem | qwen3:32b | 4,328 |
| 2026-10-03 21:34 | rejected | fresh | consensus at spend time | qwen3:32b | 4,616 |
| 2026-10-03 21:34 | rejected | revisit | trusted hardware | qwen3:32b | 4,646 |
| 2026-10-03 21:32 | rejected | revisit | trusted hardware | qwen3:32b | 4,542 |
| 2026-10-03 21:32 | rejected | fresh | cloner theorem | qwen3:32b | 4,697 |
| 2026-10-03 21:26 | rejected | fresh | epoch beacon | operator | 1,477 |
| 2026-10-03 21:26 | rejected | fresh | trusted hardware | qwen3:32b | 4,086 |
Rejection reasons mapped to the field's own vocabulary — the recurring arguments the loop made, not the ideas themselves.
Ideas that survived triage and became a written, publicly shareable document.
Nothing promoted to a public page yet.