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My name is Jev! Please Clap.
We ran TypeSafe’s Jev, a model that returns typed probabilities instead of text in about 200 ms: benchmarks decoded, calibration tested, three live demos to try.
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Useful ideas for small teams. Make better use of AI, choose tools with care, and fix the work that keeps coming back.
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Featured read
We ran TypeSafe’s Jev, a model that returns typed probabilities instead of text in about 200 ms: benchmarks decoded, calibration tested, three live demos to try.
Read the articlePractical reading for the work in front of you.
Slack announced interactive Surfaces in July 2026, but current help describes static reports. Check data coverage, sharing and freshness before relying on one.
Microsoft’s 25-user Copilot trial gives small businesses a defined evaluation window. Choose two tasks, keep corrections and decide where it earns its place.
Google’s August 2026 import update preserves Excel tables and linked pivots. Check source ranges, totals and the next added row before moving a workflow.
Understand OCR, parsing and field extraction through an invoice example, then evaluate source evidence, missing values and the work left for reviewers.
Choose automation software using a real enquiry workflow, clear ownership, failure recovery and actual usage costs instead of a universal winner.
Compare ChatGPT Projects and Gemini Notebook, formerly NotebookLM, for business research, source checking, sharing and a practical supplier-decision trial.
Transfer software ownership, preserve the right data and check recurring jobs when a colleague leaves. Includes a practical four-system handover example.
Write a short operating procedure with clear boundaries, decision points and exceptions. Includes a fictional weekly-supplies procedure you can learn from.
Build practical Excel validation for statuses, quantities, dates and duplicate IDs. Includes a Google Sheets dropdown equivalent and a free practice workbook.
Turn vague meeting notes into agreed actions with an owner, a result and a date. Includes a fictional action register and a careful AI drafting prompt.
Give every customer conversation an owner, a next action and a check-again date. Set up a shared inbox routine with tools you already use.
Choose a sensible first automation with a clear trigger, an honest time calculation and a small pilot that includes the awkward cases.
Reduce repeated searches, copied data and follow-ups with a six-step document workflow, a worked example and a worksheet your team can use.
Preparation, evidence, and the decisions that stay human.
Pick the process where reconciling costs more than reading, whose decision already has a named owner, and whose exceptions you can still count on one hand.
Where a reliable source match exists, an extracted value opens beside the page it came from. Where it does not, the value stays uncited rather than tidied.
Alembic will not tell you which amendment controls or whether an invoice is payable. Here is where the boundary sits, and what arrives in its place.