Prompt + constrained decoding config to reliably emit company financials from 10-Ks as Pydantic BaseModel with zero parse failures.
Prompt + constrained decoding config to reliably emit company financials from 10-Ks as JSON Schema (Draft 2020-12) with zero parse failures.
Prompt + constrained decoding config to reliably emit company financials from 10-Ks as TypeScript interface with zero parse failures.
Prompt + constrained decoding config to reliably emit company financials from 10-Ks as OpenAPI spec with zero parse failures.
Prompt + constrained decoding config to reliably emit company financials from 10-Ks as Protobuf with zero parse failures.
Prompt + constrained decoding config to reliably emit company financials from 10-Ks as Instructor (Python) with zero parse failures.
Prompt + constrained decoding config to reliably emit company financials from 10-Ks as Outlines grammar with zero parse failures.
Prompt + constrained decoding config to reliably emit company financials from 10-Ks as Zod schema with zero parse failures.
Robust retry/repair loop that recovers from extra commentary before/after JSON in LLM Pydantic BaseModel output without looping or masking bugs.
Robust retry/repair loop that recovers from extra commentary before/after JSON in LLM JSON Schema (Draft 2020-12) output without looping or masking bugs.
Robust retry/repair loop that recovers from extra commentary before/after JSON in LLM TypeScript interface output without looping or masking bugs.
Robust retry/repair loop that recovers from extra commentary before/after JSON in LLM OpenAPI spec output without looping or masking bugs.