AI & LLM Engineering · By overmind-core

Rules for adding a new model or model family to the finetuning pipeline, or changing finetuning behavior for an existing one — engine-agnostic customization via family hooks instead of if/else in…

overmind-core/overmind

Run or modify the seeddemo management command (the one-project Support Copilot demo) without breaking the beat-safety invariants that keep celery workers from re-driving seeded rows.

overmind-core/overmind

Inspect an Overmind project's agent map, capabilities, behaviour contracts, repository provenance and evaluation coverage.

overmind-core/overmind

Build, inspect, prepare, generate and export Overmind datasets in Data Workshop.

overmind-core/overmind

Prepare and run Overmind evaluations, author evaluators and eval sets, compare runs, and inspect sample-level failures.

overmind-core/overmind

Inspect Overmind model deployments, serving metrics, worker state and live routing; test inference and activate an approved model.

overmind-core/overmind

Set up, inspect and complete Overmind Optimiser experiments for prompt/code changes or model comparisons.

overmind-core/overmind

Select models, prepare exact training inputs, estimate costs, launch and inspect Overmind fine-tuning jobs.

overmind-core/overmind

The engineering bar for this repo — rebuild from first principles rather than patching, the simplicity ladder, what must never be simplified away, and the one-runnable-check rule.

overmind-core/overmind

Deeper backend map of overbae — module layout, celery queue topology, the span-only tracing model and its API surface, capabilities and toml sync, behaviour-keyed scoring, auth and guests, model…

overmind-core/overmind

Connect and set up Overmind, discover capabilities from a local repository, or coordinate work across product surfaces.

overmind-core/overmind

Data Workshop internals — Dataset and Cell, derived versions and the use gate, Parquet identity, the sandboxed runner, agent engines and tools, reviewed preparation, synthetic examples, shared…

overmind-core/overmind