Transcript 11 fields

srv-chatgpt/Transcript

conversationId non-empty string

ChatGPT conversation id; doubles as the filename

required

title string

Deliberately denormalized ChatGPT display-title snapshot so this file is self-contained when read or grepped alone

required

subject object (additional keys allowed)

Deliberately denormalized w.sh subject snapshot so this file is self-contained when read or grepped alone

required

kind string

Bound srv-chatgpt subject kind

required

slug string

Bound srv-chatgpt subject slug

required

fetchedAt string

ISO instant when these bytes were last confirmed against a source

required

source one of: run-records | dom | merged | ask

Latest-write provenance: run-record text is exact Markdown while DOM text may be flattened

required

messages list of object (additional keys allowed)

Full conversation turns, oldest first

required

role one of: user | assistant

no description declared

required

text string

no description declared

required

createdAt string

no description declared

Rules

This schema declares no additional rules beyond its field shape.

Defects

No defects in the 13 records checked.

Where it lives

Bound by	srv-chatgpt
Declared in	`~/mnt/mdr/skills/srv-chatgpt/assets/schemas/transcript.ts`
Binding	`transcriptDataStore`
Directory	`~/mnt/data/srv-chatgpt/transcripts`
Files	`//*.yaml`
Referenced as	`transcript`

Specimen record 20 lines

~/mnt/data/srv-chatgpt/transcripts/paper/abe-2026-asymmetric-perturbation-solving-bilinear/6a870a3f-61e4-83e8-8284-16571710e6b3.yaml

1conversationId: "6a870a3f-61e4-83e8-8284-16571710e6b3"

2title: "📄 abe-2026-asymmetric-perturbation-solving-bilinear: Asymmetric Perturbation in Solving Bilinear Sadd..."

3subject:

4 kind: "paper"

5 slug: "abe-2026-asymmetric-perturbation-solving-bilinear"

6fetchedAt: "2026-08-24T11:45:49.917Z"

7source: "run-records"

8messages:

9 - role: "user"

10 text: "In one sentence, what problem does this paper solve?"

11 createdAt: "2026-08-20T14:07:48.366Z"

12 - role: "assistant"

13 text: "OPT001 (GPT-5.6 Sol unknown 40k?) [none]\n\nThe paper solves the problem of achieving fast last-iterate convergence to the exact equilibrium of a bilinear saddle-point game, using asymmetric payoff perturbation to avoid the equilibrium bias and careful perturbation-strength scheduling required by symmetric perturbation methods. \n\nPasted text"

14 createdAt: "2026-08-20T14:07:48.366Z"

15 - role: "user"

16 text: "Give me a two-column markdown table comparing symmetric vs asymmetric perturbation on convergence rate and equilibrium bias."

17 createdAt: "2026-08-20T15:20:05.117Z"

18 - role: "assistant"

19 text: "**OPT002** (GPT-5.6 Sol unknown 42k?) [`none`]\n\n| Symmetric perturbation | Asymmetric perturbation |\n| --- | --- |\n| **Convergence rate:** Typically $\\tilde O(1/t)$ when decreasing perturbation is needed to recover the original equilibrium. | **Convergence rate:** Linear / exponential, $O(e^{-t})$, with AsymP-GDA. |\n| **Equilibrium bias:** A fixed $\\mu>0$ generally converges to a **biased, approximate equilibrium** of the original game, with error $O(\\mu)$. | **Equilibrium bias:** For sufficiently small fixed $\\mu>0$, the solution **exactly coincides with an equilibrium strategy** of the original game—zero bias. |"

20 createdAt: "2026-08-20T15:20:05.117Z"