Notes from the infrastructure we ship.

Architecture decisions, compliance posture, Decision Traces, and lessons from production inside a regulated enterprise VPC.

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  Jun 10, 2026·8 min read

  The missing 15% is a different architecture

  Your in-house build is real. The missing 15% is a different architecture: the proactive loop, drafted workflows with ROI attached, a trace per decision.

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  Jun 10, 2026·8 min read

  The three doors into an enterprise

  Enterprises buy AI through three doors: the innovation lab, the solutions team, and BAU. Which door you stand in changes what to demand from a vendor.

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  Jun 10, 2026·8 min read

  Vendor lock-in is an architecture decision

  Lock-in is designed in and can be designed out. A procurement-grade exit specification: weights, graph, traces, embeddings, runbooks, re-deployment rights.

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  Jun 10, 2026·8 min read

  What is a context graph?

  A context graph connects entities and walks relationships, so every answer arrives with its evidence attached. Definition, contrasts, and a talent example.

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  May 16, 2026·10 min read

  Workday Is the Friend Graph

  a16z argues that the System of Intelligence is becoming the new locus of enterprise software value. They used sales. The thesis also applies to talent.

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  Feb 27, 2026·9 min read

  Your Workforce Plan Thinks in Headcount. Talent Intelligence Adds Pattern Evidence

  Headcount plans show capacity and cost. Talent intelligence adds customer-specific evidence about roles, transitions, and measured outcomes without reducing people to scores.

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  Feb 26, 2026·9 min read

  How Decision Traces Turn Your ATS Exhaust into a Talent Context Graph

  An ATS records workflow events. Decision Traces preserve evidence, policy, human input, approved action, and later outcomes so the history becomes queryable.

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  Feb 18, 2026·11 min read

  The moat is the decision history that stays in your VPC

  Your ATS stores records but loses decision-time context. An Internal Decision Engine connects that context to governed measured outcomes for named-human review.

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  Feb 18, 2026·9 min read

  Why Credentials Predict Credentials (Not Performance)

  Resume filters can verify credentials without showing who will reach a business outcome. A carrier study shows how to test those proxies against production data.

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  Feb 17, 2026·9 min read

  Snowflake Won While AWS Existed. The Category Lesson for Nodes

  Snowflake used public cloud infrastructure to solve a distinct data problem. Nodes applies the same category logic to customer-owned evidence for people decisions.

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  Feb 15, 2026·9 min read

  Why Hiring Breaks at 10,000 Applications Per Role

  High-volume hiring breaks when untested proxy filters replace outcome evidence. Here is a safer way to review more applicants without automating the final call.

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  Dec 7, 2025·Updates·9 min read

  Who Owns the Intelligence When You Rent AI Models?

  Renting an AI model does not settle who owns the resulting intelligence. Buyers should inspect the boundary around data, weights, Decision Traces, and upgrades.