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<title>SyneHQ field notes</title><link>https://synehq.com/blog/</link>
<description>Practical SQL, data engineering, and governed analytics guides from SyneHQ.</description><language>en</language>
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<item><title>Keep the Analysis Log. Do Not Compact the Evidence</title><link>https://synehq.com/blog/keep-the-analysis-log/</link><guid isPermaLink="true">https://synehq.com/blog/keep-the-analysis-log/</guid><description>Why session summaries delete the failed join you need at 5 p.m., what belongs in an append-only analysis log, and a notebook discipline you can start without a research kernel.</description><category>AI</category><pubDate>Tue, 06 Oct 2026 18:30:00 GMT</pubDate></item>
<item><title>Laya, Kev, and the Jev Clones: Choosing a Router for Analytics Agents</title><link>https://synehq.com/blog/laya-kev-and-the-jev-clones-for-analytics-agents/</link><guid isPermaLink="true">https://synehq.com/blog/laya-kev-and-the-jev-clones-for-analytics-agents/</guid><description>Open Jev-style models are cheap to copy. For analytics routing, the lasting asset is your labelled questions and evals. Here&apos;s how to trial a self-hosted clone.</description><category>AI</category><pubDate>Tue, 06 Oct 2026 18:30:00 GMT</pubDate></item>
<item><title>GPT-6 Sol, GPT-6 Luna, and Claude Opus 5.5: Which Tier Gets Which Analytics Task</title><link>https://synehq.com/blog/gpt-6-sol-luna-and-claude-opus-5-5-for-analytics-agents/</link><guid isPermaLink="true">https://synehq.com/blog/gpt-6-sol-luna-and-claude-opus-5-5-for-analytics-agents/</guid><description>Three new models landed in one week. Match lookups, investigations, notebook code, and write-ups to a tier, then run a bake-off on your own cases before switching.</description><category>AI</category><pubDate>Mon, 05 Oct 2026 18:30:00 GMT</pubDate></item>
<item><title>Cheap Tokens Still Need Reviewed Evidence</title><link>https://synehq.com/blog/cheap-tokens-still-need-reviewed-evidence/</link><guid isPermaLink="true">https://synehq.com/blog/cheap-tokens-still-need-reviewed-evidence/</guid><description>If tokens get too cheap to meter, analytics is still bounded by warehouse scans and human review. Spend the savings on checks, logs, and evidence, not more output.</description><category>AI</category><pubDate>Sun, 04 Oct 2026 18:30:00 GMT</pubDate></item>
<item><title>Agents Break Rules When the Goal Requires It: What LARA Means for Analytics Teams</title><link>https://synehq.com/blog/agents-break-rules-when-the-goal-requires-it/</link><guid isPermaLink="true">https://synehq.com/blog/agents-break-rules-when-the-goal-requires-it/</guid><description>Aithos LARA tests whether agents obey the law when the goal requires breaking it. Most do not. Enforce analytics rules outside the model, then test the conflict.</description><category>AI</category><pubDate>Sat, 03 Oct 2026 18:30:00 GMT</pubDate></item>
<item><title>Where Should Your Analytics Agent Run Python?</title><link>https://synehq.com/blog/where-should-an-analytics-agent-run-python/</link><guid isPermaLink="true">https://synehq.com/blog/where-should-an-analytics-agent-run-python/</guid><description>Compare warehouse SQL, browser Python, and isolated server runtimes for analytics agents, with practical guidance on data movement, execution limits, and reproducibility.</description><category>AI</category><pubDate>Fri, 02 Oct 2026 18:30:00 GMT</pubDate></item>
<item><title>Governing Analytics Agents: A Practical Guide for Small Teams</title><link>https://synehq.com/blog/governing-analytics-agents-a-practical-guide/</link><guid isPermaLink="true">https://synehq.com/blog/governing-analytics-agents-a-practical-guide/</guid><description>A working policy for analytics agents: define scope, enforce access, budget the investigation, review consequential actions, and retain evidence.</description><category>AI</category><pubDate>Thu, 01 Oct 2026 18:30:00 GMT</pubDate></item>
<item><title>From an Analytics Agent Pilot to a Weekly Team Workflow</title><link>https://synehq.com/blog/from-analytics-agent-pilot-to-weekly-workflow/</link><guid isPermaLink="true">https://synehq.com/blog/from-analytics-agent-pilot-to-weekly-workflow/</guid><description>Turn a promising analytics-agent demo into repeatable team work with clear ownership, representative evaluations, review gates, and a feedback loop tied to real outcomes.</description><category>AI</category><pubDate>Wed, 30 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>A Semantic Layer an SMB Can Actually Keep</title><link>https://synehq.com/blog/a-semantic-layer-an-smb-can-keep/</link><guid isPermaLink="true">https://synehq.com/blog/a-semantic-layer-an-smb-can-keep/</guid><description>A copyable metric card, forbidden-join list, and a worked net-versus-gross failure. Agents need a contract; you do not need a catalog product to start.</description><category>Data</category><pubDate>Tue, 29 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>A SQL Query Review Checklist Before You Share the Number</title><link>https://synehq.com/blog/sql-query-review-checklist/</link><guid isPermaLink="true">https://synehq.com/blog/sql-query-review-checklist/</guid><description>Review SQL grain, joins, missing values, filters, denominators, and time windows with a practical checklist and a free review template.</description><category>Database</category><pubDate>Mon, 28 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>Audit a CSV with DuckDB Before You Trust the Dashboard</title><link>https://synehq.com/blog/audit-csv-data-with-duckdb/</link><guid isPermaLink="true">https://synehq.com/blog/audit-csv-data-with-duckdb/</guid><description>A runnable DuckDB tutorial for finding duplicate keys, invalid dates, broken amounts, and missing customer IDs before an export becomes a dashboard.</description><category>Database</category><pubDate>Sun, 27 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>Calculate Monthly Cohort Retention Without Counting Unfinished Months</title><link>https://synehq.com/blog/monthly-cohort-retention-sql/</link><guid isPermaLink="true">https://synehq.com/blog/monthly-cohort-retention-sql/</guid><description>Build a reproducible SQL retention table with signup cohorts, distinct active users, fixed denominators, and explicit handling of incomplete months.</description><category>Database</category><pubDate>Sun, 27 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>Why Your SQL Join Inflates Revenue, and How to Fix It</title><link>https://synehq.com/blog/prevent-sql-join-fanout/</link><guid isPermaLink="true">https://synehq.com/blog/prevent-sql-join-fanout/</guid><description>Reproduce a SQL join fanout bug, fix it by aggregating to one row per order, and verify revenue and refund totals with a runnable DuckDB example.</description><category>Database</category><pubDate>Sun, 27 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>Agents Do Not Query Like People. Review Has to Match the Volume</title><link>https://synehq.com/blog/agents-do-not-query-like-people/</link><guid isPermaLink="true">https://synehq.com/blog/agents-do-not-query-like-people/</guid><description>Walk through the twelve queries an agent actually runs, then design read vs write policy, caps, and logs for machine volume—not for one careful analyst.</description><category>AI</category><pubDate>Tue, 22 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>Evaluating Analytics Agents with Jev: Start with the Evidence</title><link>https://synehq.com/blog/evaluating-analytics-agents-with-jev/</link><guid isPermaLink="true">https://synehq.com/blog/evaluating-analytics-agents-with-jev/</guid><description>A practical evaluation design that combines SQL fixtures, execution checks, and Jev judgments, with separate measures for accuracy, repeatability, and useful coverage.</description><category>AI</category><pubDate>Mon, 21 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>Building an Analytics Agent Harness with Jev</title><link>https://synehq.com/blog/building-an-analytics-agent-harness-with-jev/</link><guid isPermaLink="true">https://synehq.com/blog/building-an-analytics-agent-harness-with-jev/</guid><description>Use Jev to classify analytics questions and route model work, while keeping metric definitions, database permissions, and human approval in the harness.</description><category>AI</category><pubDate>Sun, 20 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>When to Spend Frontier Tokens on Analytics Agents</title><link>https://synehq.com/blog/routing-analytics-agents-by-token-cost/</link><guid isPermaLink="true">https://synehq.com/blog/routing-analytics-agents-by-token-cost/</guid><description>A routing rule you can write down: cheap models for one governed query, frontier for multi-step analysis, never for table dumps. Includes token math and a session log template.</description><category>AI</category><pubDate>Tue, 15 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>dbt in Syne: connect your models, analyze the data, review the change</title><link>https://synehq.com/blog/dbt-in-syne-connect-analyze-and-govern/</link><guid isPermaLink="true">https://synehq.com/blog/dbt-in-syne-connect-analyze-and-govern/</guid><description>A walkthrough of the PostgreSQL preview: dbt Cloud and manifest connections, analysis with Kole, isolated compilation, team-managed runners, and reviewed schema changes.</description><category>Product</category><pubDate>Thu, 10 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>GPT-6 Astra Is a Better Analyst When It Uses Tools, Not When You Paste the Warehouse</title><link>https://synehq.com/blog/gpt-6-astra-tools-not-the-warehouse/</link><guid isPermaLink="true">https://synehq.com/blog/gpt-6-astra-tools-not-the-warehouse/</guid><description>A million-token window is not a data platform. Learn the shrink-then-reason loop, a worked revenue-variance example, and a checklist for trusting an LLM number.</description><category>AI</category><pubDate>Tue, 08 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>From Dashboards to Decisions: What a Modern Analytics Platform Should Do</title><link>https://synehq.com/blog/from-dashboards-to-decisions-modern-analytics-platform/</link><guid isPermaLink="true">https://synehq.com/blog/from-dashboards-to-decisions-modern-analytics-platform/</guid><description>How teams can carry a question from dashboard signal through governed investigation to a reviewable operational next step.</description><category>Database</category><pubDate>Tue, 01 Sep 2026 18:30:00 GMT</pubDate></item>
<item><title>Build a Postgres Dashboard Without Starting From a Blank Canvas</title><link>https://synehq.com/blog/how-to-build-a-postgres-dashboard-in-10-minutes-(2026)/</link><guid isPermaLink="true">https://synehq.com/blog/how-to-build-a-postgres-dashboard-in-10-minutes-(2026)/</guid><description>A practical path from a read-only Postgres connection to an inspected query, a useful chart, and a dashboard your team can review and share.</description><category>Database</category><pubDate>Mon, 06 Apr 2026 18:30:00 GMT</pubDate></item>
<item><title>Reasoning Agents in Business Analytics: Plans, Tools, and Checks</title><link>https://synehq.com/blog/the-rise-of-reasoning-agents-in-business-analytics/</link><guid isPermaLink="true">https://synehq.com/blog/the-rise-of-reasoning-agents-in-business-analytics/</guid><description>A practical guide to analytics agents that plan work, call governed tools, record assumptions, and route consequential recommendations for review.</description><category>AI</category><pubDate>Wed, 12 Nov 2025 18:30:00 GMT</pubDate></item>
<item><title>Use AI to Query Databases Without Losing the SQL</title><link>https://synehq.com/blog/how-to-use-ai-to-query-databases-without-writing-sql/</link><guid isPermaLink="true">https://synehq.com/blog/how-to-use-ai-to-query-databases-without-writing-sql/</guid><description>How natural-language database queries move from a question to schema-aware SQL, where they fail, and how teams can validate and govern the results.</description><category>AI</category><pubDate>Tue, 11 Nov 2025 18:30:00 GMT</pubDate></item>
<item><title>Using the SyneHQ SQL Extension from Jupyter</title><link>https://synehq.com/blog/unlock-secure-credential-free-sql-analytics-in-jupyter-with-the-synehq-sql-extension/</link><guid isPermaLink="true">https://synehq.com/blog/unlock-secure-credential-free-sql-analytics-in-jupyter-with-the-synehq-sql-extension/</guid><description>A practical guide to using the SyneHQ Jupyter SQL extension, including its connection model, query outputs, access boundaries, and operating caveats.</description><category>Database</category><pubDate>Sun, 05 Oct 2025 18:30:00 GMT</pubDate></item>
<item><title>Centralizing Session Checks with an NGINX Auth Proxy</title><link>https://synehq.com/blog/streamlining-multi-language-authentication-workflows-with-nginx-auth-proxy/</link><guid isPermaLink="true">https://synehq.com/blog/streamlining-multi-language-authentication-workflows-with-nginx-auth-proxy/</guid><description>How this OpenResty and NGINX auth proxy validates Auth.js JWE session cookies, fails closed, and sets boundaries for mixed-language services.</description><category>Infrastructure</category><pubDate>Thu, 31 Jul 2025 18:30:00 GMT</pubDate></item>
<item><title>Long Context in LLMs: Testing Degradation Before Production</title><link>https://synehq.com/blog/facing-the-token-tide-how-increasing-input-tokens-impacts-llm-performance/</link><guid isPermaLink="true">https://synehq.com/blog/facing-the-token-tide-how-increasing-input-tokens-impacts-llm-performance/</guid><description>How to evaluate long-context LLM behavior with position-aware retrieval tests, realistic distractors, model-specific measurements, and operational safeguards.</description><category>AI</category><pubDate>Thu, 24 Jul 2025 18:30:00 GMT</pubDate></item>
<item><title>Auditing PostgreSQL Schema Changes with Event Triggers</title><link>https://synehq.com/blog/tracking-schema-changes-in-production-with-postgresql-event-triggers/</link><guid isPermaLink="true">https://synehq.com/blog/tracking-schema-changes-in-production-with-postgresql-event-triggers/</guid><description>A practical PostgreSQL event-trigger audit pattern for recording DDL context, limiting access, testing behavior, and planning retention.</description><category>Database</category><pubDate>Thu, 24 Jul 2025 18:30:00 GMT</pubDate></item>
<item><title>What Is a Data Lake? Architecture, Tradeoffs, and Use Cases</title><link>https://synehq.com/blog/what-is-a-data-lake-definition-architecture-and-use-cases/</link><guid isPermaLink="true">https://synehq.com/blog/what-is-a-data-lake-definition-architecture-and-use-cases/</guid><description>A practical explanation of data lakes, their storage and governance layers, common failure modes, and when a warehouse or federation is a better fit.</description><category>Data</category><pubDate>Thu, 24 Jul 2025 18:30:00 GMT</pubDate></item>
<item><title>MongoDB Search Projections with Monstache and Elasticsearch</title><link>https://synehq.com/blog/migrating-from-mongodb-to-elasticsearch-with-monstache-achieving-real-time-low-latency-search/</link><guid isPermaLink="true">https://synehq.com/blog/migrating-from-mongodb-to-elasticsearch-with-monstache-achieving-real-time-low-latency-search/</guid><description>A build note on using Monstache to maintain an Elasticsearch search projection from MongoDB, including sync, recovery, and rollback work.</description><category>Infrastructure</category><pubDate>Sun, 06 Jul 2025 18:30:00 GMT</pubDate></item>
<item><title>Building Rabbit: A Self-Hosted TCP Tunnel with Persistent Ports</title><link>https://synehq.com/blog/how-we-built-rabbit-a-production-ready-private-tcp-tunnel-for-devs-who-need-control/</link><guid isPermaLink="true">https://synehq.com/blog/how-we-built-rabbit-a-production-ready-private-tcp-tunnel-for-devs-who-need-control/</guid><description>A build note on Rabbit&apos;s token-to-port TCP tunnel model, connection flow, persistence, operations, and the security boundaries operators own.</description><category>Infrastructure</category><pubDate>Thu, 03 Jul 2025 18:30:00 GMT</pubDate></item>
<item><title>Choosing Text Search: PostgreSQL, DuckDB, and External Engines</title><link>https://synehq.com/blog/the-complete-guide-to-text-search-postgresql-duckdb-and-beyond/</link><guid isPermaLink="true">https://synehq.com/blog/the-complete-guide-to-text-search-postgresql-duckdb-and-beyond/</guid><description>A practical comparison of PostgreSQL, pg_search, DuckDB FTS, and external search engines, with workload tradeoffs and selection checklists.</description><category>Database</category><pubDate>Thu, 03 Jul 2025 18:30:00 GMT</pubDate></item>
<item><title>Phased PostgreSQL Schema Migrations with pgroll</title><link>https://synehq.com/blog/zero-downtime-schema-migrations-for-self-hosted-postgres-with-pgroll/</link><guid isPermaLink="true">https://synehq.com/blog/zero-downtime-schema-migrations-for-self-hosted-postgres-with-pgroll/</guid><description>Use pgroll&apos;s versioned schemas and expand-contract workflow to stage PostgreSQL changes while checking locks, backfills, clients, and rollback boundaries.</description><category>Database</category><pubDate>Thu, 03 Jul 2025 18:30:00 GMT</pubDate></item>
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