Question 1

What is the Prism Pack Family?

Accepted Answer

A job-by-job production agent stack: PrismGuard (ingress / PI) → ChorusGraph (orchestration) → PrismShine (grounding), plus optional PrismAPI (embed tax) and PrismDriver (warm FAQ retrieve). FinancePackBench mid publishes eye-to-eye wins — not a claim that one tool beats every peer on every metric. Landing: https://www.insightits.com/products/prism-pack.html

Question 2

Did you beat AgentCore / AWS overall?

Accepted Answer

No. On Race E (general_v1_pcl2a_20260725, H2-phase2 hosting): Pack task ties AgentCore at 100% while Pack PI is 100% vs AgentCore 45%. LangGraph task is 92.5% and PI 85%. We do not claim faster than AgentCore or “beat AWS overall” — latency hosting is H2 and is not a speed win.

Question 3

Is PrismAPI faster than the database?

Accepted Answer

No. PrismAPI’s published win is embed tax vs a re-embed adapter (mean embeds 0.70 vs 4.20; multi-worker fleet ~6×). Warm FAQ retrieve vs plain SQL is a separate Race C result for PrismDriver (~353× P50). Do not mix those peers.

Question 4

What about the Race E 10% grounding number?

Accepted Answer

Race E lexical strictGround 10% on the Pack arm is a disclosure, not a grounding win. Cite grounding from HO-010 run hall_onnx_judge_20260726: strict pass 30%, expect-strict 93.3%, mean score 0.536, decisions 9 pass / 21 flag / 0 block. Allow ≠ pass; flag ≠ fail.

Question 5

How do I wire the pack?

Accepted Answer

Always start PrismGuard → ChorusGraph → PrismShine. Add PrismAPI when 2+ workers share one KB (embed tax). Add PrismDriver + wrapper when hot FAQ / SQL RTT hurts (Race C). PrismCortex is optional multi-turn memory with no quality claim yet. Soft CTA: Guardrail Scorecard https://github.com/insightitsGit/PrismGuard/blob/main/docs/scorecard.md

Question 6

What pins and run IDs should I cite?

Accepted Answer

Pins: chorusgraph 1.3.0 · prismguard 0.1.10 · prismshine 0.2.2 · seed 42. Runs: Race E general_v1_pcl2a_20260725 · multiworker_embed_racee_20260725 · Race C driver_ablation_20260725 · grounding HO-010 hall_onnx_judge_20260726 · finance mid mid_pla_faqform_20260724.