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Docs · Instinct · 4 min

Memory

Annsa records what the team ships and how it corrects itself, so each cycle starts sharper than the last.

Ship → Record → Decay → Sharper specs

01It builds itself

Every ship and every classification correction gets recorded. Over time those records show which themes get prioritised, which segments matter and how specs are structured. It's not configuration — it happens as the team works.

02Memory belongs to the team

It reflects collective decisions, not individual preferences. Ship a checkout fix and the next person to touch a checkout priority sees that context in their spec, even if they weren't involved.

03What a ship memory holds

The theme of what shipped, the volume of feedback behind it at the time, and the customer segment that drove it. After a few ships, patterns start to show.

04Corrections stick

Correct a type on a priority and the correction carries to future feedback on the same theme — new feedback doesn't undo it.

05What specs remember

After a few ships, specs surface previous ships, corrections and related context. If the team has built something similar, the spec says so — which is how you avoid duplicating work.

06Seeing what it knows

Settings → Account shows ship count, the type breakdown and any corrections. That data feeds spec generation and priority scoring automatically.

07Old memories fade

A 0.95 monthly decay means a three-month-old memory carries about 86% of its original weight, and a year-old one about 54%. Annsa stays responsive to shifting focus without discarding the long view.

08And then compress

Quarterly, the lowest-weight memories are folded into a short narrative summary. The signal is kept, the raw event data retired, and the store stays lean.

09It reaches your editor too

Priorities pulled through MCP flag when they match your shipping history, and specs carry context from related ships. Ask your coding tool "have we shipped anything like this before?"

annsa

Start building from signal.

Solo-founded in Sydney in 2025. Launched February 2026.