
The feedback cold-start problem and how to launch a high-signal requests portal with 20 customers
A practical playbook to seed, segment, dedupe, and close the loop on a requests portal when you only have 20 customers.
Jamie
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A practical playbook to seed, segment, dedupe, and close the loop on a requests portal when you only have 20 customers.
Jamie

Engineer freshness loops so LLMs see consistent, recent entity data across syndicated sources and cite your brand reliably.
Jamie

A practical framework to reconcile revenue across CRM, ad platforms, and analytics using one anchor, IDs, and governed data.
Jamie

Harden production RAG with signed KB updates, edge verification, anomaly detection, and safe fallbacks to stop poisoning.
Jamie

A lightweight model to govern AI meeting transcripts with permissions, audit trails, and safe cross-team discovery that scales.
Jamie

A practical Supabase checklist for safe AI-generated changes: migrations, RLS patterns, and regression tests that prevent breakage.
Jamie

Turn incident timelines into blameless fault‑tree diagrams in 30 minutes, then ship focused fixes with clear ownership.
Jamie

Label SAT mistakes as concept, process, or careless, then run a weekly loop that targets fixes and retests for faster gains.
Jamie

Practical versioning, contract tests, and canary rollouts to make script-backed internal endpoints safer without a platform build.
Jamie