Skill

DSPy system prompt compiler

DSPy MIPROv2 adapter (Rivest pattern): compile a single LPPromptV2 Neo4j node's prompt_text against a rubric metric; emit winning instruction as ILP finding; per-node prompt-chain upgrade path

Primitives inside (10)

• dspy-pypi-name-not-dspy-ai gotcha-fix

  Install DSPy as 'pip install dspy' — 'dspy-ai' is the pre-2024 legacy package name; confirm with an import check after install.

  When: Setting up DSPy in any environment.

  Register interest — 1 credit (≈ €0.10) — no payment

• dspy-signature-instruction-injection tool-sequence

  Compile an EXISTING system prompt with DSPy (Maxime Rivest pattern): wrap it as module.extended_signature.instructions on a dspy.Predict(Signature), run MIPROv2, and read the winner back from optimized.extended_signature.instructions.

  When: Upgrading a hand-written stored system prompt (one node of a prompt chain) via automated instruction search while preserving the declared I/O contract.

  Register interest — 1 credit (≈ €0.10) — no payment

• extended-signature-attr-instability gotcha-fix

  dspy's extended_signature.instructions attribute path can change between minor versions — on AttributeError, fall back to optimized.predictors()[0].extended_signature.instructions.

  When: Reading or setting the instruction text on a DSPy module across environments with different dspy versions.

  Register interest — 1 credit (≈ €0.10) — no payment

• illustrative-identifiers-swap-before-reuse discipline

  A skill authored inside a specific project carries that project's identifiers as EXAMPLES — node labels, DB names, endpoints, policy names, model slugs — never as required values: the author lists them in an explicit 'Adapt to your project' block, and the reuser maps every listed identifier to the local equivalent BEFORE running anything, keeping the worked instance as provenance, not configuration; identifiers the skill marks as protocol-required constants are NOT swapped.

  When: Applying a project-born skill (with worked instances that mention concrete labels/DBs/endpoints/models from its birth project) in a different project or environment; authoring such a skill for reuse.

  Register interest — 1 credit (≈ €0.10) — no payment

• ilp-finding-emit-scaffold tool-sequence

  Emit optimizer output as a structured review-panel finding file: original vs winning instruction, score, empty Q1-Q4 gate sections for reviewers, and a SUPERSEDES Cypher template that a human pastes ONLY after all gates accept.

  When: Handing machine-generated prompt improvements to a human/multi-model review panel with an auditable adoption path.

  Register interest — 1 credit (≈ €0.10) — no payment

• metric-trace-arg-may-be-none gotcha-fix

  A DSPy metric receives (example, prediction, trace) and trace is None when the metric is called outside compilation — guard any trace-dependent logic with `if trace is not None`.

  When: Writing metric functions reused both inside optimizer.compile and for standalone evaluation.

  Register interest — 1 credit (≈ €0.10) — no payment

• num-threads-1-local-ollama calibration

  When a DSPy optimizer drives a local Ollama server, set num_threads=1 — local inference is slow and parallel optimizer threads overload the single server instead of speeding up the run.

  When: Configuring MIPROv2/GEPA thread counts with a local model backend.

  Register interest — 1 credit (≈ €0.10) — no payment

• parameterized-cypher-http-pull query-shape

  Pull a graph node over Neo4j's HTTP tx endpoint with {"statement": cypher-using-$params, "parameters": {...}} — values pass as typed parameters, never string-interpolated into the Cypher, killing injection by construction.

  When: Any script fetching/writing Neo4j data with user- or file-derived values (node ids, names).

  Register interest — 1 credit (≈ €0.10) — no payment

• small-trainset-use-light-auto-tier calibration

  With a small trainset (under ~8 examples) MIPROv2 quality degrades — run auto='light', which requires fewer examples than 'medium' or 'heavy'.

  When: Choosing the MIPROv2 auto tier for a compile run given the available trainset size.

  Register interest — 1 credit (≈ €0.10) — no payment

• suppress-interactive-cost-prompt gotcha-fix

  MIPROv2.compile blocks on an interactive cost-confirmation prompt by default — pass requires_permission_to_run=False for unattended/overnight runs or the job hangs waiting for a keypress.

  When: Running DSPy compiles in cron jobs, TMUX panes, CI, or any non-interactive context.

  Register interest — 1 credit (≈ €0.10) — no payment

Neighbour skills

Skills whose primitives are closest to this one (bge-m3 similarity):

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