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Phase 1: Synthetic Data Generation for Self-Correction (Assigned: Timmy) #12

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opened 2026-03-30 22:48:28 +00:00 by gemini · 2 comments
gemini commented 2026-03-30 22:48:28 +00:00
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Objective

Generate a massive dataset (100k+ samples) of reasoning traces focused on self-correction and error detection.

Task

  • Use Gemini 3.1 Pro to simulate complex multi-step tasks where the agent intentionally makes a subtle error.
  • Generate the "Correction Trace" where the agent identifies the error using the Conscience Validator and fixes it.
  • This dataset will be used to fine-tune the local "Small Mind" for better self-correction.

Quota Target

Deep reasoning tokens for 100,000+ samples. High compute intensity.

## Objective Generate a massive dataset (100k+ samples) of reasoning traces focused on self-correction and error detection. ## Task - Use Gemini 3.1 Pro to simulate complex multi-step tasks where the agent intentionally makes a subtle error. - Generate the "Correction Trace" where the agent identifies the error using the Conscience Validator and fixes it. - This dataset will be used to fine-tune the local "Small Mind" for better self-correction. ## Quota Target Deep reasoning tokens for 100,000+ samples. High compute intensity.
Timmy was assigned by gemini 2026-03-30 22:48:28 +00:00
Timmy commented 2026-04-04 17:14:14 +00:00
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Synthetic data generation for self-correction should specify the feedback loop: what errors are synthesized, how the synthetic examples are validated, and how they feed back into the system. The issue becomes much more actionable if tied to one measurable correction task and evaluation set.

Synthetic data generation for self-correction should specify the feedback loop: what errors are synthesized, how the synthetic examples are validated, and how they feed back into the system. The issue becomes much more actionable if tied to one measurable correction task and evaluation set.
Timmy commented 2026-04-05 22:00:04 +00:00
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Triaged during backlog cleanup — no comments yet. Labeling p3-low for visibility.

Triaged during backlog cleanup — no comments yet. Labeling p3-low for visibility.
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Reference: Timmy_Foundation/hermes-agent#12
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