Latest from ReckonFlow

Practical guides for converting bank statements, verifying balances, and streamlining your reconciliation workflow.

Browse all guides by topic on the Guides page.

Xero Bank Feeds vs CSV Import: Which Should You Use? (2026 Guide)

Use the bank feed for daily transactions and CSV import for everything the feed cannot reach: broken connections, historic statements, and new-client backlogs. Honest comparison plus the balance check that makes CSV safe.

Nothing Enters My Wiki Without Passing Code First: Verification Gates for Automated Research Pipelines

The most reliable part of my research pipeline is not a model. Dedupe identity, artifact contracts, error tolerance, dry-run previews, and a thirteen-check filing gate, with numbers from a live run.

The 60-Line Function That Keeps My Research Pipeline Honest: Normalized URLs, SHA-256 Dedupe, and Idempotent Ingest

RSS feeds repeat the same article under different URLs. Here is the 60-line normalize function, SHA-256 seen store, and idempotent artifact design that keeps AutoResearch duplicate-free on reruns.

Automated Research Workflow With AI Agents: 5 Stages That Cut Failures 87 Percent on Free-Tier Models

Stop restarting research every Monday. A five-stage automated workflow that runs on free-tier models, files 162 pages of cross-linked knowledge, and cut agent failures 87 percent by raising max turns from 90 to 200.

How I Built an Automated Research Pipeline With AI Agents, and Why It Matters for ReckonFlow

Manual research resets every Monday. Here is how I built a five-stage AI pipeline that costs $2 a day, why raising max turns from 90 to 200 cut failures by 87 percent, and how the same thinking keeps ReckonFlow accurate.